id	batch	pass	literal_use	explanation_cf	operation_cf	prerequisite	neither	class	confidence	justification
F001	1	A	no — addressability is an affordance explaining selective revision, not a synchronization step	yes — rejecting reflective addressability would reopen why retained claims can be selectively revised	no — no concrete interface or control path is specified	no — the target supplies the causal account rather than a separate prior condition	no	EX	high	Reflection explains why a retained self-description is an addressable object that synchronization can revise selectively.
F001	1	B	no — it explains selective revisability rather than performing synchronization	yes — rejecting addressability would reopen why a retained claim can be selectively revised	no — no synchronization interface is specified by the target	no — concealment and nonselective repair can occur without this account	no	EX	medium	The target gives the causal affordance behind selective repair of a retained self-description, not the trigger, dependency record, or repair operation itself.
F001	1	C	no — synchronization uses a trigger, dependency relation, and revision operation; addressability explains their selectivity	yes — rejecting addressability would remove the account of why a retained claim can be revised selectively	no — the target specifies no concrete synchronization interface or control path	no — addressability serves as the causal account here, not as a separate prerequisite	no	EX	high	The target explains the distinctive affordance that makes selective revision of a retained self-description possible.
F002	2	A	yes — contextual competence is the success criterion	yes — rejecting that criterion reopens the derivation of the memory-quality triad	no — no target interface or control path is consumed	no — it is a criterion, not an enabling resource	no	EX	high	The target supplies the general account of why remembered material is judged by future action capacity.
F002	2	B	yes — contextual competence is the success criterion	yes — rejecting action capacity as the criterion reopens the triad's rationale	no — no target interface is consumed	no	no	EX	high	The target supplies the general success criterion from which discoverability, composability, and trust are derived.
F002	2	C	yes — body adopts contextual competence as the success criterion	yes — rejecting action capacity as the objective reopens the triad's rationale	no — no target interface or control path is used	no — it functions as explanatory grounding	no	EX	high	The target's action-capacity principle explains why merely stored or retrieved memory is insufficient.
F003	3	A	yes — "Constraining narrows interpretation space"	yes — rejecting the reliability trade would reopen the ingress account	no — no target interface or control path is used	no — neither specific operation is required in every ingress case	no	EX	medium	The target explains how narrowing and use-shaped extraction can turn accumulated material into more reliable memory artifacts.
F003	3	B	unclear — the body says constraining narrows interpretation and adaptation reshapes diffuse material, but it does not call the second move extraction	yes — rejecting the reliability and use-shaping account would reopen why these ingress moves improve memory	no — the target defines no concrete interface or execution path used by the source	no	no	EX	medium	The target is a general account of how narrowing and focused reshaping trade generality for more usable artifacts.
F003	3	C	yes — the body names constraining and adaptation as ingress operations	yes — rejecting their reliability and use-shaping trade would reopen how ingress turns stored material into usable memory	no — no concrete target interface is coupled	no — it is an account of transformation, not an independently required input	no	EX	medium	The target explains how narrowing and use-shaped extraction make accumulated material more reliable and usable.
F004	4	A	yes — source depends on an inverse view computed from outbound edges	no — conditional-link rationale does not depend on the target's broader reader-needs account	yes — changing inversion or delivery changes backlink behavior and authoring fit	yes — inbound visibility must be derivable for one-way authoring to serve inbound needs	no — a concrete delivery path is present	OP	high	Inverting authored outbound edges is the concrete path that supplies inbound visibility without manually maintained backlinks.
F004	4	B	yes — computed edge inversion is invoked for workable one-way authoring	no — the relevant role is a delivery path rather than a causal theory	yes — changing inverse-view delivery changes authoring and reader behavior	no — it is the path itself, not a separate enabling state	no	OP	medium	Inverting authored outbound edges literally supplies inbound visibility, allowing reciprocal links to remain optional reader aids.
F004	4	C	yes — the footer explicitly invokes the computed inverse view	no — the reader-need thesis survives revision of the asymmetric-link account	yes — replacing derived inversion with manual reciprocity changes one-way authoring behavior	no — inversion is the operative path rather than an external condition	no — a direct operational relation is present	OP	high	Computing the inbound view literally supplies reverse navigation without obligating reciprocal authoring.
F005	1	A	yes — recurrence detection, verification, and promotion perform a proposal-selection loop	no — the general search, evaluation, and retention decomposition survives other promotion architectures	yes — changing the promotion gate or coverage update changes the loop's operational fit	no — this is an operating pathway, not an external precondition	no	OP	high	The two-layer system supplies a concrete promotion path whose trigger, reject-capable gate, and retained update instantiate the source loop.
F005	1	B	yes — recurrence, gating, and promotion instantiate the three loop functions	no — the general three-function argument survives a different promotion architecture	yes — changing fallback or promotion behavior would require rechecking the loop mapping	no — this is one realization, not a universal prerequisite	no	OP	high	The target supplies a concrete promotion control path in which recurrence drives search, verification can reject, and methodology growth becomes operative retention.
F005	1	C	yes — recurrence, reject-capable verification, promotion, and coverage update are performed as a proposal-selection loop	no — the three-function loop decomposition survives rejection of this particular promotion architecture	yes — changing promotion or coverage-update behavior would require reviewing whether search, evaluation, and retention still close	no — this is the operating path rather than a condition outside it	no	OP	high	The target supplies a concrete promotion architecture that literally instantiates the source loop.
F006	2	A	yes — an unassessed rationale is false-positive acceptance wearing an explanation	no — the wrong-premise repair failure is argued directly without the target asymmetry	no — no target process or interface produces selective revision	no — the target need not be available for revision to occur	application — the rationale failure is recast as false-positive acceptance	OTHER	medium	The target categorizes the failure but does not explain or implement the rationale-specific causal chain.
F006	2	B	no — the false-positive-acceptance mapping appears only in the footer	no — faithful repair still requires the real premise even if acceptance asymmetry is rejected	no — no target process is part of selective revision	no	analogous failure pattern	OTHER	medium	The source analogizes an unassessed rationale to false-positive acceptance, but its wrong-premise mechanism is self-contained.
F006	2	C	no — the body develops wrong-place revision and the target mapping appears only in the footer	yes — rejecting operative false acceptance weakens why an unfaithful repair is worse	yes — changing the acceptance-to-retention path changes whether the bad revision becomes operative	no — the target supplies the operative path	no	OP	medium	The target's evaluation-and-retention control path is how an unassessed revision acquires force, though the source also gives a self-contained error account.
F007	3	A	yes — "state lives in inspectable external artifacts"	yes — rejecting inspectability as the source of strong checks would reopen the substrate-governance argument	no — the target is a general account rather than the governed runtime component	no — inspectability explains the stronger surface rather than merely preceding it	no	EX	high	The target explains why externalized exact state affords diffing, testing, review, and rollback.
F007	3	B	yes — when state lives in inspectable external artifacts governance can diff, test, review, and revert it	yes — denying inspectability's advantage would reopen the claim that externalized state affords stronger governance	no — no target interface is operated by the source	no	no	EX	high	The target explains why representationally inspectable state creates unusually strong governance surfaces.
F007	3	C	yes — exact external state is said to be easier to validate than hidden internal state	yes — rejecting inspectability as the reason would reopen the claimed strength of substrate governance	no — the source is not coupled to one target implementation	no — inspectability is the causal account, not a separate prerequisite	no	EX	high	The target explains why externalized readable artifacts afford diffing, testing, review, rollback, and drift control.
F008	4	A	yes — source treats recognition of a case as an instance as the durable contribution	yes — changing the dual account of conjecture would reopen why recognition itself counts as discovery	no — no target interface or execution path is consumed	no — the conjecture account is warrant rather than a required runtime input	no — the target supplies a causal account	EX	high	The target explains why discovering an instance relation can be the new contribution even when both endpoints were already known.
F008	4	B	yes — the source uses recognition of a case as an instance of a general framework	yes — revising the dual-structure account reopens what the durable discovery contributes	no — no target procedure or interface is invoked	no — this is not an availability condition	no	EX	high	The target explains why the new durable information can be the instance relation rather than the already-known framework.
F008	4	C	yes — the footer invokes recognition as the mechanism	yes — revising recognition-as-conjecture reopens why recognition can be the durable contribution	no — no target component or control path executes the source claim	no — the source does not require the target artifact to be available	no — an explanatory relation is present	EX	medium	The target explains why seeing a case as an instance can itself be the small durable discovery.
F009	1	A	no — the two-layer model is not itself executed as a pointer-retrieval component	yes — rejecting the fast-path versus live-derivation account would reopen how fixed and query-time pointers differ	no — an existing pointer interface could remain unchanged	no — it is an explanatory model rather than a required prior resource	no	EX	medium	The target explains fixed pointers as precomputed consumer-facing views and query-time pointers as fresh derivations.
F009	1	B	no — the target supplies a general fast-path and live-derivation account, not a pointer implementation	yes — rejecting that two-layer account would reopen the explanation of fixed versus query-time derivation	no — no pointer interface is defined by the target	no — pointers can exist without this theory	no	EX	medium	The target explains the shared precompute-versus-derive-now structure behind fixed and query-time pointers.
F009	1	C	no — a pointer system need not execute the target's full theory-fallback and promotion architecture	yes — the derived-fast-path versus live-derivation account explains the fixed versus query-time cost and specificity split	no — no pointer interface or retrieval control path is specified by the target	no — the target is used as an explanatory generalization, not a required external condition	no	EX	medium	The target generalizes the precomputed-view versus work-it-out-now distinction that explains the pointer tradeoff.
F010	2	A	yes — progressive constraining observes stable resolutions and commits one into an artifact	no — the commitment-versus-derivation argument survives independently	yes — changing the observe-then-codify path changes how recurring arbitration becomes a source	no — it is the operating path rather than a separate condition	no	OP	high	Progressive constraining is the concrete process that commits once so later production can be derivation.
F010	2	B	yes — observe stable resolutions, then commit once and derive thereafter	no — the ground-truth distinction does not depend on the target's rationale	yes — changing when or how stabilization is codified changes the commit-once path	no	no	OP	high	Progressive constraining is the concrete process that turns recurring arbitration into a new codified source.
F010	2	C	yes — the boundary section says to observe a stable resolution and commit it once	no — the broader ground-truth distinction survives rejection of this technique	yes — changing stabilization or commitment behavior changes conversion into a new source	no — it is a process, not a prior condition	no	OP	high	Progressive constraining is the concrete commit-once process that turns recurring arbitration into ground truth and later outputs into derivations.
F011	3	A	yes — "an agent gets a scoped query or search path"	yes — rejecting pointer-context cost would reopen the query and search part of the access-mode argument	no — the target does not supply the query interface itself	no — navigation context is explanatory rather than an independent prerequisite	no	EX	medium	The target explains how contextualized pointers let an agent reject material without paying the whole-target loading cost.
F011	3	B	yes — an agent given a query or search interface reads sublinearly	yes — rejecting the pointer-context account would reopen why query or search materialization avoids whole-target loading	no — the target is a navigation principle, not the source's implemented interface	no	no	EX	medium	The target explains the relevance-decision cost behind the source's linear-versus-sublinear access exception.
F011	3	C	unclear — scoped query or search paths imply pre-load relevance selection without naming the decision unit	yes — rejecting pointer-context navigation would reopen why query and search materializations avoid full linear reads	no — no specific navigation interface is assumed	no — it explains the access-cost saving rather than standing beside it	no	EX	medium	The target supplies the navigation mechanism by which an agent can reject irrelevant bodies before paying full-load cost.
F012	4	A	yes — source invokes lossy procedure derivation and the live methodology fallback	yes — revising the two-layer derivation account would reopen why an escalation path is needed	no — revising the account does not itself change the scenario interfaces	unclear — live methodology is required for fallback but not for scenario decomposition itself	no — the relation is explanatory	EX	high	The target explains the coverage gap created when methodology is worked into a narrower skill and retained as fallback.
F012	4	B	yes — the source uses the generator, fast-path, and fallback account of skill derivation	yes — revising that account reopens why procedural coverage gaps require methodology escalation	no — the source does not invoke a particular skill operation from the target	no — scenario decomposition can run without this being an upstream state	no	EX	high	The target explains why a lossy task-facing skill needs its retained methodology as a fallback for uncovered cases.
F012	4	C	yes — the escalation argument and footer use the skill-to-methodology gap	yes — revising the lossy fast-path account reopens why uncovered cases require escalation	no — the target does not execute scenario decomposition	no — scenario decomposition can run without first completing this target	no — an explanatory relation is present	EX	high	The target explains why procedures omit warrant and therefore need a live methodology fallback.
F013	1	A	yes — the four-field record is applied to expose artifact classes and consumption paths	no — ontology-before-oracle can stand with a different adequate classifier	yes — changing the fields changes check dispatch and coverage fit	no — the ontology is the classification mechanism, not a separate prerequisite	no	OP	high	Artifact analysis is a concrete ontology through which heterogeneous retained artifacts become typed verification targets.
F013	1	B	no — the four-field ontology analyzes targets but does not itself dispatch a check	yes — rejecting its consumption-path distinctions would weaken the account of why heterogeneous artifacts need different target classes	no — the target does not define a concrete verifier interface	no — some readable classification is required, not this exact four-field framework	no	EX	medium	The target is the conceptual ontology that explains the heterogeneous authority paths the source says verification must distinguish.
F013	1	C	yes — the four-field record is applied to make artifact and consumption-path distinctions legible before checks are dispatched	no — typed-target priority does not depend on this being the only possible ontology	yes — changing the fields or their meanings would require reviewing classification and verification dispatch	no — this is a concrete ontology used in the workflow, not merely an antecedent condition	no	OP	high	The target is the classification artifact through which heterogeneous verification targets can be typed.
F014	2	A	yes — sub-agents are lexically scoped frames	yes — rejecting flat context's lack of scope reopens the architectural rationale	yes — changing frame construction changes the scoping component's operational fit	no — the target is a component, not merely an available condition	no	OP	high	The target supplies the bounded sub-agent frame through which the definition's scoping operation is performed.
F014	2	B	yes — sub-agents impose lexically scoped frames	no — the definition can retain scoping even under another explanation	yes — changing frame isolation changes the stated scoping component	no	no	OP	high	Fresh sub-agent contexts are the operational component used to realize scoping in the context-engineering core.
F014	2	C	yes — scoping is defined as architectural isolation and the target is named as the main local example	yes — if flat context had native scope, the rationale for imposed isolation would change	yes — changing sub-agent frame construction changes the scoping component	no — the target is the operating component	no	OP	high	Code-built sub-agent frames are the component through which context engineering supplies scope to a flat token stream.
F015	3	A	unclear — "future consumers can reconstruct the framework" overlaps the target without using its context-scarcity thesis	no — the active-framework leakage and reconstructability argument survives rejection of the crystallization thesis	no — no target artifact or control path executes the source claim	no — crystallized system-definition guidance is not required for framework compression	conceptual parallel — both contrast reconstructable generic knowledge with a retained task-specific result	OTHER	medium	The target supplies a compatible framing of precomputed guidance, but it neither causes nor implements the source's framework-overretention phenomenon.
F015	3	B	no — the body argues from reconstructability, activation, and observer-relative value without invoking the target's system-definition-artifact thesis	no — the retained-boundary argument survives rejection of that thesis	no — no target path or artifact is consumed	no	parallel account of write-time versus read-time fixation	OTHER	high	The notes share a precomputation analogy, but the target neither explains nor implements the source's framework-leakage and retention-boundary claim.
F015	3	C	no — the body argues from reconstructability and active-framework leakage, not crystallized system-definition artifacts	no — the durable-contribution argument survives rejection of the crystallized-reasoning thesis	no — no target artifact or control path is used	no — the target need not hold for the recognition boundary to be tested	yes — adjacent framing of retained guidance under context scarcity	OTHER	high	The target is a compatible framing, but it neither causes nor operationally realizes the source's framework-to-contribution size gap.
F016	4	A	yes — source explicitly uses flat-context interference to reject ambient criticism	yes — revising the unscoped-composition account would reopen the argument for externalized criticism	no — no target implementation is inherited by the proposed practices	no — lack of scope is the adverse cause rather than an enabling precondition	no — the target is the causal explanation	EX	high	Flat global context explains why contradictions are averaged rather than reliably detected and therefore why criticism must be structural.
F016	4	B	yes — flat-context interference is used to reject ambient contradiction detection	yes — revising the no-scope account reopens the causal case for externalized criticism	no — no concrete scoping component is being operated here	no — the target is an explanation, not a completed prerequisite	no	EX	high	Global token visibility and non-selective integration explain why contradictory material is averaged instead of reliably criticized.
F016	4	C	yes — the source invokes the target inline and again in the footer	yes — revising the interference account reopens why criticism must be externalized	no — the source uses a computational explanation rather than an implementation dependency	yes — unscoped composition is a load-bearing condition for the forcing argument	no — an explanatory relation is present	EX	high	Flat global context explains why ambient contradiction detection is unreliable.
F017	1	A	no — the definition is not executed in the methodology loop	yes — rejecting the consumption-path account would reopen why methodology files shape future behavior	no — implementations could keep consuming the same files unchanged	no — the target supplies conceptual grounding rather than a prior condition	no	EX	high	The target explains that methodology artifacts become behavior-shaping when a consumer gives them instruction, validation, routing, or related force.
F017	1	B	no — the definition characterizes behavior-shaping artifacts rather than executing the interpreter loop	yes — rejecting consumption with force as the distinction would reopen why methodology files shape behavior	no — no concrete methodology-file interface follows from the definition alone	no — the consumption condition is part of the explanatory account rather than a separate prerequisite artifact	no	EX	high	The target explains why loaded contracts, skills, and criteria are operative system definitions rather than inert documentation.
F017	1	C	no — the definition is not itself executed; methodology artifacts are the things consumed	yes — consumption with behavioral force explains why methodology files shape later behavior rather than merely document it	no — changing the category terminology alone would not alter a running interpreter	no — the target supplies the account of behavioral force, not a separate enabling state	no	EX	high	The target explains the behavior-shaping status on which the metacircular-interpreter argument relies.
F018	2	A	yes — representational forms expose different review methods	yes — rejecting the form-to-inspection account reopens the natural-language versus symbolic argument	no — no target implementation is part of the formal checks	no — it is an explanatory distinction rather than a required input	no	EX	high	Representational form explains why symbolic obligations can be checked differently from natural-language commitments.
F018	2	B	yes — the natural-language case remains different from formal obligations	yes — rejecting form-specific inspection methods reopens the proof-versus-reading argument	no — no target interface is operated	no	no	EX	high	Representational form explains why symbolic commitments admit proof or static checks while natural-language claims require semantic judgment.
F018	2	C	yes — the argument contrasts formal symbolic obligations with natural-language semantic judgment	yes — rejecting form-specific review methods would reopen the routing to causal and proof checks	no — no target interface or execution path is invoked	no — it is explanatory rather than merely required	no	EX	medium	The representational-form principle explains why symbolic commitments expose proof-style checks while natural-language claims still need semantic judgment.
F019	3	A	yes — "calibrate whether the gate discriminates"	yes — rejecting per-instance discrimination would reopen why verifiable subroles can receive automation authority	no — the target is an automation-boundary principle, not the review pipeline itself	no — discrimination is the explanatory criterion rather than a separate enabling resource	no	EX	high	The target explains why aggregate review quality cannot justify automation unless unsupported findings can be distinguished instance by instance.
F019	3	B	yes — authority remains outside automation until the subrole's checks become discriminative	yes — rejecting per-instance discrimination as the automation boundary reopens the source's authority-assignment rule	no — the target supplies no concrete review component or interface	no	no	EX	high	The target gives the general reason aggregate review quality cannot warrant automating a reviewer role.
F019	3	C	yes — automation is limited to independently checkable subroles and uncalibrated gates remain augmentation	yes — rejecting per-instance discrimination would reopen the authority boundary over review subroles	no — the target is a general criterion, not a coupled review component	no — it explains the boundary rather than supplying an independent input	no	EX	high	The discrimination account explains why aggregate review quality cannot warrant reviewer-level automation.
F020	4	A	yes — source models its callable unit as the prompt-tools-stop tool loop	no — the host-language argument uses the unit directly rather than relying on a causal theory of it	yes — changing that callable unit changes parameters, returns, recursion, and framework fit	yes — a returning per-call tool loop must exist for host code to regain scheduling control	no — a concrete component is used	OP	high	The target defines the exact execution component that the host program calls and recursively composes.
F020	4	B	yes — the proposed agent primitive is exactly a prompt, tools, and stop-condition loop	no — the target defines the execution unit rather than explaining why host-language scheduling works	yes — changing that loop contract changes recursion, tool surfaces, and the caller interface	no — it is the operative component, not a separate condition	no	OP	high	The target's tool loop is the callable unit returned to host code and recursively invoked for sub-agents.
F020	4	C	yes — the source uses the child-loop convention inline and in the footer	no — no separate causal theory is needed for the source argument	yes — changing the returning tool-loop unit changes recursive calls and the library surface	no — the loop is the operative unit rather than an external enabling condition	no — a direct operational relation is present	OP	high	The tool loop is literally the callable unit the host-language scheduler returns and recursively invokes.
F021	1	A	no — the testing pyramid describes check regimes rather than running copy validation	yes — rejecting the deterministic-versus-semantic check-cost distinction would reopen the enforce-or-omit boundary	no — validator interfaces can remain unchanged while the framework is reconsidered	no — it is an explanatory classification, not a required completed check	no	EX	high	The Level A and Level B distinction explains why recomputable copies admit continuous deterministic enforcement while judgment-dependent artifacts do not.
F021	1	B	no — the testing pyramid is cited as an account of check regimes, not run as the validator	yes — rejecting the deterministic-versus-judgment cost distinction would reopen the enforce-or-omit argument	no — no concrete check interface in the source depends on this document	no — the particular framework need not be present for a deterministic check to exist	no	EX	high	The Level A and Level B distinction explains why mechanical derivability collapses detection and verification while judgment-heavy lineage stops at review.
F021	1	C	no — the framework names check classes but is not the validator that re-derives a copy	yes — rejecting the deterministic-versus-judgment check gradient would reopen why enforce-or-omit begins at the mechanical boundary	no — the framework provides no concrete copy-checking interface	no — it explains the regime boundary rather than standing as an independent prerequisite	no	EX	medium	The Level A and Level B distinction supplies the general check-cost account behind the source's regime change.
F022	2	A	yes — repeated review calls need discriminative and decorrelated checks	yes — rejecting the amplification account reopens the critique of repetition and aggregation	no — the target is theory about checks, not the review component used here	no — its conditions are explained rather than supplied as a separate prerequisite	no	EX	high	The target explains why repetition helps only when checks discriminate and do not share errors.
F022	2	B	yes — repeated review calls need discriminative checks rather than aggregation	yes — rejecting discrimination and decorrelation as amplification conditions reopens the repeated-review argument	no — no specific target interface is installed	no	no	EX	medium	The target supplies the general error-correction account for why repeated review calls help only with discriminative, decorrelated checks.
F022	2	C	yes — the body discusses repeated review calls, aggregation, and the need for a matching verifier	yes — rejecting discrimination and decorrelation would reopen why repetition is not enough	no — the source selects no concrete error-correction implementation	no — it functions as the explanatory theory	no	EX	high	The target explains why repeated reviewers improve reliability only when checks discriminate and fail differently.
F023	3	A	yes — "the residue is the work past the oracles"	yes — rejecting verification as the automation boundary would reopen the explanation for the persistent human frontier	no — the target does not implement the automation pathway	no — it explains where effort relocates rather than merely enabling relocation	no	EX	high	The target explains why automated work expands only up to cheaply verifiable decisions, leaving human effort beyond that boundary.
F023	3	B	yes — the human residue is the work past the oracles	yes — rejecting verification cost as the automation boundary reopens why human effort remains at a durable frontier	no — the target is a structural principle rather than an operated component	no	no	EX	high	Verification limits explain why added computational capacity relocates human judgment instead of necessarily eliminating it.
F023	3	C	yes — the human residue is explicitly described as work past the oracles	yes — rejecting verification cost as the automation boundary would reopen why freed attention relocates to a persistent frontier	no — no verifier interface is specified by the source	no — it is the account of the frontier, not a separate enabling condition	no	EX	high	Verification limits explain why autonomy advances through routine work while human judgment remains at the frontier.
F024	4	A	yes — source defines frontloading as precompute-and-insert, the target's residual-program pattern	yes — changing the partial-evaluation account would reopen why the substitution is structurally precise	no — the theoretical framing can change without altering precompute-and-insert behavior	no — partial-evaluation terminology is not required to execute frontloading	no — the target explains the mechanism	EX	high	The target explains frontloading as medium-preserving specialization in a homoiconic context rather than mere task splitting.
F024	4	B	yes — static-input substitution is used as the account of frontloading	yes — revising the residual-program account reopens how precompute-and-insert specializes the later instruction	no — the source does not depend on a concrete partial-evaluation engine	no — no external resource must first exist	no	EX	medium	The target gives a theoretical account of frontloading as medium-preserving specialization whose removed procedure saves later context.
F024	4	C	yes — the mechanism section and footer invoke the target	yes — revising specialization by known-input substitution reopens the account of how frontloading removes runtime work	no — the target supplies theory rather than a component or interface	no — frontloading can execute without loading this account	no — an explanatory relation is present	EX	medium	Partial evaluation supplies a theoretical how-account for precompute-and-insert in the shared text medium.
F025	1	A	yes — the context engine parses references and injects selected material into the call frame	no — the diagnosis of flat unscoped context survives a different loading mechanism	yes — changing triggers, granularity, or injection behavior requires a frame-loading review	no — injection is the operating path itself	no	OP	high	Automatic context injection is a concrete context-engine process for constructing deliberately bounded call contents.
F025	1	B	yes — automatic selection and injection are performed while constructing a call's context	no — the lack-of-scope argument does not depend on the target's rationale for injection	yes — changing injection triggers or frame assembly would require an operational-fit review	no — injection is one context-construction mechanism, not a prerequisite for all scoping	no	OP	medium	The target specifies a context-engine loading path that can populate bounded frames with selected referenced material.
F025	1	C	yes — a context engine parses references and injects selected material while constructing a fresh frame	no — the diagnosis of flat unscoped context remains even if this proposed mechanism is rejected	yes — trigger, granularity, or injection behavior changes would require an operational scoping review	no — injection is the control path itself	no	OP	high	Automatic injection is a concrete context-construction mechanism used to build the scoped frame.
F026	2	A	yes — contamination is named as a failure of composition without isolation	no — the source's token-level and experimental argument stands without the broader taxonomy	no — no coordination interface from the target produces the observed drift	no — the framework need not be available for contamination to occur	taxonomy — the source is the contamination instance in a broader coordination framework	OTHER	medium	The target situates the phenomenon but does not supply its specific causal account or control path.
F026	2	B	yes — exclusion and instruction provide different coordination guarantees	yes — rejecting missing isolation as the cause reopens the source's architectural interpretation of drift	no — the source does not operate a target interface	no	no	EX	medium	The target supplies the broader uncoordinated-composition account under which the observed drift is contamination from absent isolation.
F026	2	C	yes — the body explains contamination through unscoped shared context and the need for isolation	yes — rejecting the uncoordinated-composition account would reopen the architectural generalization	no — the controlled test and its outputs do not depend on a target interface	no — it is an explanatory schema	no	EX	medium	The target generalizes the observed stance drift as contamination caused by composition without a scoping guarantee.
F027	3	A	yes — "the learned artifact changes what the next session can execute"	no — the systems still occupy different persistence boundaries if the deploy-time-learning category is rejected	no — the target is not Tendril's capability-registration path	no — deploy-time learning is a classification of the durable change, not a required resource	categorization — Tendril's cross-session artifact update is placed on the deploy-time timescale	OTHER	medium	The target names the learning category into which Tendril falls but does not explain why the compared systems chose different persistence boundaries.
F027	3	B	yes — Tendril's learned artifact changes what the next session can execute	yes — rejecting durable artifact updates as learning reopens the source's interpretation of online capability registration	no — the target does not provide Tendril's registration interface	no	no	EX	high	The target explains how cross-session executable artifacts constitute deploy-time behavior change.
F027	3	C	yes — Tendril's artifact is said to change what the next session can execute and is called deployment-time promotion	yes — rejecting durable artifact-mediated behavior change would reopen the Tendril persistence classification	no — no particular deploy-time learner interface is assumed	no — the target explains the classification rather than merely being available	no	EX	high	Deploy-time learning explains why Tendril's retained generated capability is durable behavior change rather than ordinary memory.
F028	4	A	yes — source turns rejected interpretations into durable instruction tests across sessions	no — the source uses the durable update path directly rather than depending on the timing taxonomy as theory	yes — changing how durable system-definition artifacts are updated changes cross-session behavior	yes — an operative artifact must persist across sessions for the correction to compound	no — a concrete persistence path is present	OP	high	Deploy-time artifact updates are the operational path by which a rejected interpretation becomes a lasting behavior change.
F028	4	B	yes — correction capture is interpreted as a durable cross-session artifact update	yes — revising the timing and durable-medium account reopens why the correction compounds across sessions	no — the target supplies a system-level model, not a concrete update pipeline	no — durability is part of the account rather than a separate gate	no	EX	medium	Deploy-time learning explains how a rejected interpretation retained in an instruction or test can alter later-session behavior.
F028	4	C	yes — the source links the phrase and repeats it in the footer	no — changing the timing taxonomy does not change why durable instruction edits persist	no — no deploy-time-learning component is invoked by the source	no — the correction-to-test move does not await a separate target condition	yes — the relation is instance-of and timing framing	OTHER	high	The target names the broader adaptation timescale into which the source's persistent correction falls.
F029	1	A	no — the two-layer account characterizes compression rather than performing a handoff	yes — rejecting the derived-view and live-fallback split would reopen why task-shaped handoff artifacts work	no — a current compression implementation could remain in place	no — the target is explanatory rather than a required prior artifact	no	EX	medium	The target explains execution-boundary compression as deriving a narrow consumer-facing fast path while fuller material remains available.
F029	1	B	no — the target describes the general derived-view pattern rather than compressing a transcript	yes — rejecting the fast-path view derived for a consumer would reopen the explanation of task-shaped handoffs	no — it defines no session-history or return-artifact interface	no — targeted compression can be implemented without retaining this theory	no	EX	medium	The target supplies the general selection-and-reshaping account used to explain why a consumer-specific artifact should replace inherited raw history.
F029	1	C	no — selective handoff does not require the target's full theory and methodology system	yes — a task-shaped derived view explains how boundary compression can replace a full trace with material suited to the next consumer	no — the target does not define a session-handoff interface	no — it functions as an explanatory model rather than a required prior state	no	EX	medium	The target's fast-path derivation principle explains goal-oriented reshaping at an execution boundary.
F030	2	A	yes — codification commits high-reach operational knowledge to durable artifacts	no — the explanatory-reach account of persistence is independently argued	no — the target's hybrid design is not the path producing the source's durability boundary	no — codify-and-relax need not be completed for the boundary claim to hold	parallel — the two boundary framings align around durable codification	OTHER	medium	The target offers a parallel codification boundary rather than the explanation or implementation of ephemerality safety.
F030	2	B	no — the body uses codification itself, while this target appears only as a footer parallel	no — explanatory-reach still predicts persistence without the bitter-lesson navigation claim	no — the source does not run the codify-and-relax cycle	no	parallel boundary analogy	OTHER	high	The target's arithmetic-versus-vision boundary parallels the source's high-versus-low explanatory-reach boundary but does not produce it.
F030	2	C	no — the target appears only in the footer as a parallel boundary	no — the source derives persistence pressure from explanatory-reach independently	no — codify-or-relax strategy is not the source's operating path	no — the source does not require that strategy to exist	analogous boundary and neighboring decision strategy	OTHER	high	The arithmetic-versus-vision boundary parallels the high-versus-low reach boundary but neither produces nor explains the source's core effect.
F031	3	A	no — the heaviest-fork thesis appears only in the footer relation	no — the human-versus-agent access-cost argument stands without the fork-feasibility result	no — the target does not provide the query or search materialization	no — sub-agent decomposition is not required for the source heuristic	downstream consequence — sublinear access can reduce one fork's net load	OTHER	high	The target describes a decomposed-work consequence of cheap access, not the cause or implementation of the source's access-mode divergence.
F031	3	B	no — the body never invokes a fork, sibling decomposition, or the heaviest-fork net-load model	no — the human-versus-agent access-cost argument remains intact	no — no target scheduling path is used	no	downstream application of query slicing to decomposed work	OTHER	high	The target applies the source's sublinear-access remedy to fork feasibility rather than explaining or producing the source claim.
F031	3	C	no — the body contains no sub-agent or heaviest-fork account	no — the human-versus-agent access-mode argument stands if the heaviest-fork thesis is rejected	no — the source does not depend on the target's decomposition path	no — sub-agent decomposition is not required for per-consumer materialization	yes — downstream application of scoped access to fork net load	OTHER	high	The target applies the source's access-cost remedy inside decomposed execution rather than explaining the source claim.
F032	4	A	yes — target supplies the stated condition on the source's expected addressability payoffs	no — it bounds when the payoffs materialize rather than explaining addressability itself	no — no execution component or interface is supplied	yes — sparse change, matching units, explicit dependencies, and bounded impact must hold for local payoff	no — a necessary applicability condition is identified	EN	high	The target gives the change-topology conditions under which selective revision and rollback actually remain local.
F032	4	B	yes — the source applies the target's sparse-change and bounded-impact conditions to its expected benefits	no — it limits when addressability pays rather than explaining how reflection creates addressability	no — no target process or interface produces the reflective path	yes — matching units, explicit dependencies, and bounded impact must hold for localized payoff	no	EN	medium	The target supplies the applicability conditions under which selective revision and related addressability advantages remain local.
F032	4	C	yes — the footer explicitly invokes the target's change-topology account	yes — revising that account reopens when and why addressability's expected advantages pay	no — the target is not a component in the reflective pathway	yes — sparse matching, explicit dependencies, and bounded impact are required for the local payoff	no — an explanatory relation is present	EX	high	The target causally bounds the payoff by explaining how edit and validation locality arise.
F033	1	A	yes — artifact-first handoff selects and compresses what the next fork receives	no — the heaviest-fork claim survives other load-reduction mechanisms	yes — changing transcript inheritance or compression policy changes the fork's net-load fit	no — this is a load-shaping operation	no	OP	high	Deliberately shaping the next context is an actual mechanism that removes irrelevant trace and interpretation work from a fork.
F033	1	B	yes — selecting and shaping a handoff is literally how inherited history is kept off a fork	no — the net-load argument remains valid if another sparing technique is used	yes — changing the next-context loading policy changes the fork's realized load	no — this is one load-reduction mechanism among several	no	OP	high	The target is an operational loading rule that lowers a fork's volume and interference by returning a task-shaped artifact instead of a transcript.
F033	1	C	yes — history is stored separately while a consumer-shaped artifact is selected for the next call	no — the heaviest-fork thesis does not depend on this one sparing technique	yes — changing handoff or loading behavior would change the fork's realized load and require fit review	no — this is a load-reduction operation, not an external precondition	no	OP	high	Selective artifact-first handoff is literally one way decomposition lowers a fork's net load.
F034	2	A	yes — sub-agent isolation provides clean frames for loop iterations	no — the select-call model does not depend on accepting the target's broader causal thesis	yes — changing how bounded frames are constructed changes iteration isolation	no — isolation is an operating component rather than a separate prerequisite	no	OP	high	Fresh sub-agent contexts are the concrete control path that keeps bounded calls independent.
F034	2	B	yes — sub-agent isolation provides bounded clean frames	no — the select-call model has independent context-scarcity grounds	yes — weakening isolation changes whether loop iterations are clean and independent	no	no	OP	high	Scoped sub-agent frames are an actual control path used to realize the model's bounded-call invariant.
F034	2	C	yes — bounded clean windows and provider sub-agents instantiate isolated frames	yes — rejecting unscoped flat context removes the clean-frame rationale	yes — changing frame construction changes independence within the select-and-call loop	no — the target is an operating path	no	OP	high	Sub-agent isolation is the concrete path that supplies the clean bounded frames assumed by each loop iteration.
F035	3	A	yes — "strategy for choosing the next agent or tool call in a bounded-context orchestration model"	no — the target supplies the coordinated process, not the authority explanation	yes — changing the select and call control path changes what coordination the source claims is compiled	no — this is the operational object being transformed, not a separate condition	no	OP	high	The target specifies the scheduler and bounded-call control path whose selection logic is lifted into the compiled workflow.
F035	3	B	yes — the compiled artifact fixes the strategy for choosing the next agent or tool call in a bounded-context orchestration model	yes — rejecting the select-and-call decomposition reopens what coordination is being compiled	no — the target is a formal model, not the workflow interface under analysis	no	no	EX	high	The target explains the choose-next-step structure whose symbolic extraction the source calls compilation.
F035	3	C	yes — compiled coordination is defined as codifying choose-next-call logic in the bounded-context model	yes — rejecting the select-call decomposition would reopen what is being compiled and why repeated inference is escaped	no — the authority argument is abstract and not tied to one scheduler API	no — the model supplies the causal decomposition rather than an external condition	no	EX	medium	The target explains the coordination structure whose selection logic is lifted into a persistent symbolic artifact.
F036	4	A	yes — source applies the target's unequal-discrimination dynamics one level up to goals	yes — revising that selection law would reopen why a checked target outcompetes its delayed objective	no — no concrete gate implementation is inherited	yes — unequal operative discrimination must hold for the outcompetition effect	no — the target supplies the causal selection account	EX	high	The target explains how stronger selection pressure on achievement checks displaces a weakly judged objective.
F036	4	B	yes — the unequal-discrimination selection pressure is imported directly	yes — revising that selection account reopens why a strongly checked proxy target displaces a weakly checked objective	no — no concrete selector component from the target is invoked	no — it is a causal account, not an upstream state	no	EX	high	The target explains how candidates and goals drift toward qualities the operative oracle can discriminate most strongly.
F036	4	C	yes — the selection-pressure claim is used inline and in the footer	yes — revising oracle-asymmetry selection reopens why a checked target outcompetes its delayed objective	no — no target component executes the selection loop	yes — unequal discrimination and iterative retention must obtain for the pressure	no — an explanatory relation is present	EX	high	The target gives the general selection mechanism behind achievement-check dominance.
F037	1	A	yes — spec mining reads observations and extracts recurrent structure into rules and checks	no — the capture-position argument can stand even if another inference algorithm is used	yes — changing the mining inputs or extraction behavior changes what structure can be recovered	no — it is the inference operation itself	no	OP	high	Spec mining is the concrete process that consumes the decision-shaped stream and turns its regularities into explicit structure.
F037	1	B	yes — spec mining is the inference procedure run over captured observations	yes — rejecting its input-bounded inference premise would also reopen the source's causal account	yes — changing the observations accepted by the mining path changes what structure can be recovered	no — decision-shaped capture is a condition on this operating path, not vice versa	no	OP	high	The target is the literal observation-to-rule process whose learnable output is bounded by what the capture stream contains.
F037	1	C	yes — spec mining reads the captured observation stream to infer and codify regularities	no — the capture-locality argument can be stated independently of this particular mining algorithm	yes — changing the miner's accepted inputs or outputs would change which decision structure can be recovered	no — the miner is the operating mechanism whose input is constrained	no	OP	high	The target is the inference process that can recover rationale-bearing structure only from evidence the capture stream contains.
F038	2	A	yes — the prompt defines what is visible in the sub-agent frame	yes — rejecting the lack-of-scope account reopens the clean-boundary rationale	yes — changing frame visibility changes the prompt handoff's operational behavior	no — the target is the interface mechanism rather than a separate condition	no	OP	high	The ad hoc prompt acts as the frame interface implemented by bounded sub-agent context construction.
F038	2	B	yes — the prompt defines exactly what is visible in the sub-agent frame	no — ad hoc extension still works through natural language under another scoping account	yes — changing frame inheritance changes whether the prompt is a clean handoff boundary	no	no	OP	high	The target's fresh-frame architecture is the operational path by which an ad hoc prompt isolates a sub-agent.
F038	2	C	yes — the prompt explicitly defines what is visible in the sub-agent's lexically scoped frame	yes — rejecting the flat-context problem would change the handoff rationale	yes — changing the frame interface changes what the ad hoc prompt can isolate	no — it is an operational boundary	no	OP	high	The bounded sub-agent frame is the interface through which an ad hoc prompt becomes a clean context boundary.
F039	3	A	yes — "What counts as adding information depends on who you measure against"	yes — rejecting observer-relative value would reopen the reader-relative definition of reverse-compression	no — the target is not an execution component	no — observer relativity explains the criterion rather than merely enabling it	no	EX	high	The target explains why added tokens count as information only when they expose structure to the intended bounded observer.
F039	3	B	yes — adding information is evaluated by structure made accessible to the reader	yes — rejecting observer-relative extractability reopens the source's definition and epiplexity test	no — the target has no operational interface	no	no	EX	high	Observer-relative value explains why extra tokens can add no information for the intended reader.
F039	3	C	yes — epiplexity is introduced as information extractable by a bounded observer	yes — rejecting observer-relative value would reopen the criterion for output that expands without adding information	no — no target component or interface is used	no — it is the meaning of added information, not an independent prerequisite	no	EX	high	Observer-relative extraction supplies the causal and definitional basis for distinguishing elaboration from reverse-compression.
F040	4	A	yes — source names a trusted incomplete index as the sharpest broken-retrieval wire	yes — changing the suppression-of-search account would reopen why stale indexes worsen retrieval failure	no — the target diagnoses the failure rather than implementing retrieval	yes — trusted incompleteness must suppress fallback search for the sharp case	no — the target explains the failure	EX	high	The target explains how an authoritative stale index makes missing knowledge invisible by stopping the fallback search.
F040	4	B	yes — the trusted-stale-index asymmetry is used as the sharp retrieval failure	yes — revising suppression of fallback search reopens why this failure is worse than simple absence	no — the target is a general account rather than a particular index interface	no — staleness is the explained failure, not a prerequisite	no	EX	high	A seemingly exhaustive but incomplete index explains how discovery is suppressed and the reflective causal wire silently breaks.
F040	4	C	yes — the sharpest-case section and footer invoke the target	yes — removing the search-suppression account reopens why this failure is especially severe	yes — changing index authority or fallback-search behavior removes the concrete failure path	no — the stale index is the path, not a separate prerequisite	no — a direct operational relation is present	OP	medium	A trusted incomplete index is the artifact that literally suppresses fallback discovery and breaks retrieval.
F041	1	A	yes — observed cleanup failures are mined into automated enforcement	no — the throughput-scaling claim remains with another maintenance implementation	yes — changing the observation, extraction, or enforcement loop changes cleanup behavior	no — it is an operating maintenance path	no	OP	high	Spec mining literally converts recurring manual cleanup patterns into continuous checks that can scale with generation.
F041	1	B	yes — observing drift, extracting standards, and codifying checks is the transition being performed	no — the throughput requirement survives if maintenance scales by another route	yes — changing the mining and enforcement loop changes how cleanup capacity scales	no — proportional maintenance need not always use spec mining	no	OP	high	The target supplies the concrete process that turns recurring manual cleanup into continuous automated enforcement.
F041	1	C	yes — maintenance observes drift, extracts a recurring rule, and codifies it into an automated check	no — the throughput-scaling requirement survives rejection of this particular automation route	yes — changes to observation, rule extraction, or enforcement alter the cleanup control path	no — this is the cleanup mechanism itself	no	OP	high	Spec mining literally turns recurring manual cleanup patterns into generation-matching automated enforcement.
F042	2	A	yes — the semantic checks map to the three-level text-testing pyramid	no — structural versus semantic error coverage is argued from the worked case	no — changing the target taxonomy does not itself alter the review system's behavior	no — the pyramid is not required for the checks to run	taxonomy — the checks are placed on the target's testing pyramid	OTHER	high	The target classifies the checks as Level B but is not the mechanism that performs them.
F042	2	B	yes — deterministic, rubric, and corpus checks are mapped to Levels A, B, and C	no — the source does not need the pyramid's causal truth	yes — changing the testing framework's levels or workflows requires remapping semantic review	no	no	OP	medium	The target is the testing process artifact that the source operationalizes as a Level B semantic-review layer.
F042	2	C	yes — the body maps deterministic validation to Level A and semantic checks to Level B	no — the pyramid does not cause semantic detection	no — the framework is not the running review system	no — semantic review can work without this artifact	taxonomic and source framework	OTHER	high	The target supplies a testing taxonomy and catalogue into which the source places its checks, not an explanation or operative mechanism.
F043	3	A	no — the compact-view mapping occurs only in the footer relation	no — the select and call model remains valid if the two-layer theory claim is rejected	no — the target is one possible strategy, not a component required by the scheduler model	no — a bounded scheduler need not retain a live theory fallback	application — a derived fast path plus fuller fallback can be represented inside scheduler state	OTHER	high	The target is an optional orchestration pattern that fits the model, not its explanation, operating path, or prerequisite.
F043	3	B	no — the model does not require a theory-derived fast path, a coverage test, or a live theory fallback	no — the select-and-call model stands if the two-layer theory claim is rejected	no — changing that optional architecture does not alter the model's operational fit	no	optional instantiation of compact task-facing state with a fuller fallback	OTHER	high	The target is one architecture compatible with the general model, not its explanation, path, or prerequisite.
F043	3	C	no — the body never invokes the theory-methodology two-layer arrangement	no — the select-call model stands if that fast-path and fallback thesis is rejected	no — no two-layer execution path is required by the model	no — it is only one possible way to shape scheduler state	yes — possible application of a compact task-facing view over fuller state	OTHER	high	The target instantiates a possible bounded-state arrangement but is not constitutive of the orchestration model.
F044	4	A	yes — the richer error message directly inserts the already-known fix	no — the concrete remediation still works if the broader frontloading theory is revised	yes — removing or changing precompute-and-insert changes the error channel's behavior and context cost	yes — the fix must be knowable when the error message is produced	no — the target operation is literally performed	OP	high	A teaching error message performs frontloading by delivering the remediation instead of making the agent derive it.
F044	4	B	yes — the detailed error message is treated as a precomputed answer	yes — revising the frontloading account reopens why teaching the fix saves diagnosis context	no — the operational message is already in the source and the target supplies its general rationale	no — no separate condition is required	no	EX	high	Frontloading explains why inserting the known remediation into the error channel removes repeated runtime diagnosis work.
F044	4	C	yes — the source applies frontloading inline and cites it in the footer	yes — revising the context-saving account reopens why teaching errors outperform bare warnings	no — the target is a general account, while the source's error message is the concrete artifact	no — the teaching message does not require a separate target to be completed	no — an explanatory relation is present	EX	high	Frontloading explains why inserting the fix avoids an in-context diagnosis step.
F045	1	A	yes — an earlier stage computes known inputs and hands the result to the fork	no — the net-load model remains valid with other offloading techniques	yes — changing what is precomputed or inserted changes the fork's realized load	no — frontloading is the load-reduction operation	no	OP	high	Frontloading directly lowers a fork's residual volume and complexity by moving derivation to a parent or earlier stage.
F045	1	B	yes — precomputation by a parent or earlier stage literally removes work from the child fork	no — the heaviest-net-load principle survives other offloading techniques	yes — changing what is precomputed or inserted changes the fork's realized load	no — frontloading is one sparing lever rather than a prerequisite for decomposition	no	OP	high	Frontloading is an actual upstream work-transfer operation that reduces a bounded fork's residual complexity and context use.
F045	1	C	yes — known inputs are precomputed and their results are inserted into the child call	no — per-fork feasibility remains valid without this particular sparing technique	yes — changing what is frontloaded or how it is inserted changes the child's realized load	no — frontloading is the load-shifting operation itself	no	OP	high	The target directly implements the parent-side work shift that lowers a fork's net load.
F046	2	A	yes — ephemerality means no accumulation and no cross-run learning	no — the four-lens decision argument remains intact	yes — changing generate-execute-discard into persistence removes the stated rediscovery cost	no — this is a process path, not a separate enabling condition	no	OP	medium	The target's discard path literally produces the no-accumulation cost used by the heuristic.
F046	2	B	yes — leaving work to the LLM means rediscovering it on every run	no — the heuristic collection has independent lenses	yes — persisting rather than discarding generated work removes the stated no-accumulation cost	no	no	OP	high	Generate, execute, and discard is the literal operating path that makes the leave-for-LLM side lose cross-run accumulation.
F046	2	C	yes — the leave-for-LLM side is described as repeated rediscovery across runs	yes — rejecting the no-accumulation cost changes a stated codification heuristic	no — no ephemeral runtime is the source's implementation	no — it is explanatory grounding	no	EX	high	The target explains the structural cost of leaving work ephemeral: useful patterns cannot accumulate across runs.
F047	3	A	yes — "instruction-specificity/loading-frequency match"	no — rejecting this rule does not reopen the definition of context engineering	yes — changing the loading hierarchy changes the routing example's operational fit	no — context engineering can exist without this particular hierarchy	no	OP	high	The target is a concrete routing rule that assigns universal and task-specific instructions to different loading surfaces.
F047	3	B	yes — routing is deciding relevance before loading, with the specificity and loading-frequency match given as an example	no — rejecting this hierarchy removes an implementation pattern, not the definition's causal account	yes — changing the always-loaded versus on-demand rule requires reviewing its fit as a routing mechanism	no	no	OP	high	The target is an operational loading rule that realizes the routing component of context engineering.
F047	3	C	yes — routing explicitly includes matching instruction specificity to loading frequency	no — the definition of context engineering survives if this particular routing rule is revised	yes — changing the loading hierarchy would require reviewing the routing example and its operational fit	no — it is a routing rule, not a separate condition	no	OP	high	The target is an operational routing rule within the definition's routing component.
F048	4	A	no — the loading hierarchy is only a footer-level framing and is not exercised by the scoping diagnosis	no — it does not explain why flat concatenation lacks local scope	no — changing load frequency does not change the source's frame-boundary mechanism	no — the hierarchy is not required for unscoped composition to occur	yes — the relation is an adjacent loading-policy analogy	OTHER	high	The target organizes progressive disclosure, while the source diagnoses absent local scope and prescribes fresh frames; neither produces the other.
F048	4	B	no — the hierarchy is used only as a binding-time analogy and mitigation	no — it does not explain why flat concatenation lacks scope	no — it neither constructs nor enforces bounded frames in the source	no — the no-scoping claim does not require the hierarchy	yes — conceptual analogy and applied loading policy	OTHER	high	The target is a policy for reducing always-loaded material, not the cause, control path, or prerequisite of flat context.
F048	4	C	yes — the footer explicitly relates the loading hierarchy to scope	no — revising that hierarchy does not reopen the causal claim that concatenated context lacks scope	yes — changing what loads always or on demand changes the contents and contamination profile of the global frame	no — the hierarchy is a loading policy rather than an external precondition	no — a direct operational relation is present	OP	medium	The loading hierarchy is the operational policy that selects which instruction bodies enter the otherwise global context.
F049	1	A	no — homoiconicity is a structural account of the medium, not a crystallization procedure	yes — rejecting the shared instruction-and-data representation would reopen how knowledge and policy merge at read time	no — existing artifact interfaces need not automatically change	no — it supplies the causal account rather than a separate prior condition	no	EX	high	The homoiconic medium explains how the same natural-language content can be read as knowledge or consumed with behavior-shaping force.
F049	1	B	no — homoiconicity is a structural account of the medium, not a crystallization procedure	yes — rejecting the shared instruction-and-data medium would reopen why knowledge and policy can merge at read time	no — the target specifies no concrete artifact-writing interface	no — some crystallized artifacts remain possible outside a homoiconic medium	no	EX	high	The target explains the representational reason natural-language knowledge can acquire instruction force when loaded into LLM context.
F049	1	C	yes — guidance and factual material are actually co-loaded in the shared token medium	yes — rejecting the shared program-and-data representation would reopen the account of how knowledge and policy merge at read time	unclear — a typed program-data boundary would force redesign, but the target is not itself an interface specification	no — the shared medium is the causal account here rather than a separate prerequisite	no	EX	medium	Homoiconicity explains how retained natural-language content can become behavior-shaping guidance under a different consumption path.
F050	2	A	yes — tested promotion is described as loose-to-deterministic movement	no — the cache and two-gate argument is independently specified	no — revising the gradient changes its description, not the cache interface or behavior	no — the gradient need not be available for promotion to run	classification — promotion is located on the target's verifiability ladder	OTHER	high	The target supplies placement vocabulary rather than the test-gated promotion mechanism.
F050	2	B	yes — promotion is movement from loose REPL code toward deterministic library functions	yes — rejecting sharper verification at harder grades reopens why the tested gate buys trust	no — the gradient is not itself a runtime interface	no	no	EX	medium	The verifiability gradient explains why test-gated promotion makes a reusable strategy cheaper and safer to trust.
F050	2	C	yes — promotion is called movement from loose model-authored code toward deterministic functions	yes — rejecting sharper and cheaper verification would reopen the trust rationale for promotion	no — the gradient is a placement model, not the cache interface	no — it is explanatory rather than a required input	no	EX	medium	The verifiability gradient explains why tested promotion can support tighter trust and reuse than ephemeral code.
F051	3	A	yes — "the discriminator memory formation already uses"	no — reach-assessment is explicitly distinguished from merely stating or matching a boundary	no — the target does not perform the assessment of whether the boundary is honest	no — an assessor can reject a boundaryless candidate rather than requiring this policy to hold	contrast — the target supplies boundary matching, whose trustworthiness reach-assessment judges	OTHER	high	The target names a lower-level abstraction criterion that the source contrasts with assessment of genuine explanatory reach.
F051	3	B	yes — boundary matching is identified as the discriminator memory formation already uses	no — reach-assessment's causal and proof obligations remain even if this memory-abstraction rule is rejected	no — the target supplies no assessment process or interface	no	precursor problem statement that exposes an unfilled judgment role	OTHER	medium	The target states a boundary criterion and leaves who can judge it open; the source names that missing capability rather than being explained by it.
F051	3	C	yes — boundary matching is identified as the discriminator used in memory formation	no — reach-assessment remains a distinct content judgment even if the abstraction rule is rejected	no — the source does not execute through the target rule	no — explicit boundary-statability is not required for every reach-assessment route	yes — antecedent distinction between stating a boundary and judging whether it is honest	OTHER	medium	The target poses the weaker boundary-statability judgment that the source distinguishes from reach-assessment.
F052	4	A	yes — source directly uses oracle strength to bound automation and distinguish profile judges	yes — changing the discrimination-cost account would reopen the per-profile verification-regime argument	no — the spectrum is not itself a verifier or control path	yes — automating a profile requires an oracle strong enough for that profile's objective	no — the target supplies a general explanatory gradient	EX	medium	Oracle strength explains why descriptive, prescriptive, and theoretical objectives admit different degrees and costs of verification.
F052	4	B	no — the oracle spectrum is applied as a taxonomy rather than used as a mechanism	no — the existence of referents and behavioral tests explains the profile differences in the source	no — no oracle-hardening workflow from the target is run	no — the taxonomy need not be available for the profile facts to hold	yes — vocabulary and classification framework	OTHER	medium	The target names grades used to describe profile-specific judges but does not produce or causally explain their differing evidence surfaces.
F052	4	C	yes — the source uses the oracle concept inline and cites the target in the footer	yes — revising the strength gradient reopens why profiles support different verification regimes	no — the spectrum is not an evaluator component or control path	no — no target artifact must be present for objective choice to occur	no — an explanatory relation is present	EX	high	Oracle strength is the general principle explaining differences among profile-specific judges.
F053	1	A	yes — durable artifact updates across deployed sessions are the promotion path being used	no — the reuse-value asymmetry can be stated independently of this timing category	yes — changing the durable update and consumption path changes cross-task reuse	no — deploy-time learning is the operating lifecycle	no	OP	medium	Test-gated promotion of recurring scheduler fragments is a concrete deploy-time learning loop through durable repository artifacts.
F053	1	B	no — the target characterizes the across-session learning regime rather than implementing cache write-back	yes — rejecting durable artifact updates as deploy-time learning would reopen the source's learning-loop account	no — the test-gated cache can operate unchanged under a different conceptual label	no — the timing framework is not required for the cache to function	no	EX	medium	The target gives the general account under which promoting tested control fragments into a durable repository constitutes cross-session learning.
F053	1	C	yes — a model-authored strategy is promoted into durable repo code and reused across later sessions	no — the cross-task reuse asymmetry can be argued without the broader timing taxonomy	yes — changing promotion, durability, or reuse behavior would alter whether the loop learns across deployment	no — this is the persistence and update path itself	no	OP	high	Test-gated strategy promotion is literally a deploy-time learning loop over durable artifacts.
F054	2	A	yes — separating evidence from reasoning makes subroles independently checkable	yes — rejecting the human-review benefit reopens the checkability rationale	yes — changing the structured output shape changes what reviewers can inspect separately	no — the structure is the operative artifact rather than a separate condition	no	OP	high	Separated sections are the artifact form through which focused human checks are performed.
F054	2	B	yes — separating evidence from reasoning makes checks independent	no — the subrole thesis has separate oracle-strength grounds	yes — changing the output separation changes how humans inspect each subrole	no	no	OP	medium	Structured Evidence and Reasoning fields are the artifact form through which review subroles become separately checkable.
F054	2	C	yes — the source requires inspectable subroles and separately exposed claims and evidence	yes — rejecting review benefits from separation would weaken that design rationale	yes — changing the output sections or schema changes the human checking interface	no — it is the review artifact shape	no	OP	high	Separated evidence and reasoning are the concrete output structure through which review subroles become independently checkable.
F055	3	A	no — the concrete link-and-timestamp procedure appears only in the footer relation	no — rejecting timestamp detection does not reopen the reflexive self-concealment explanation	yes — changing graph traversal or timestamp comparison changes whether it supplies the claimed trigger and dependency path	no — the source allows other synchronization paths and notes that edit-based detection under-covers reflexive changes	no	OP	medium	The target is a concrete partial implementation of the trigger and dependency portions of the required synchronization path.
F055	3	B	yes — the source requires a trigger and dependency relation, and names this as a cheap implementation of those parts	no — the target does not explain reflexive self-concealment or autonomy-scaled synchronization load	yes — changing link extraction or timestamp comparison requires reviewing whether the synchronization path still supplies trigger and dependency	no	no	OP	high	The target is a concrete detection process implementing two components of the source's synchronization path.
F055	3	C	no — the body specifies trigger, dependency, and operation abstractly; the timestamp mechanism appears only in the footer	no — self-concealment and the synchronization requirement survive rejection of timestamp detection	yes — changing link extraction or timestamp comparison changes whether this proposed trigger and dependency implementation fits	no — that implementation is optional and under-covers non-edit drift	no	OP	medium	The target is a concrete operational implementation of two parts of the synchronization path, although only for artifact edits.
F056	4	A	yes — source relies on the claim that the checked why is what transfers beyond an episode	yes — revising explanatory-reach would reopen why process verification licenses abstraction	no — no target component or workflow is called	no — explanatory-reach is the warrant, not a prior operational resource	no — the target supplies the causal rationale	EX	high	The target explains why a verified mechanism can travel beyond the original outcome while a merely correct result cannot.
F056	4	B	yes — the source uses the claim that mechanisms carry beyond their originating case	yes — revising explanatory-reach reopens why process verification can warrant transfer	no — no target operation or interface is executed	no — it is explanatory warrant rather than a prior condition	no	EX	high	The target explains why checking the why, rather than only the outcome, is what can support a reusable rule.
F056	4	C	yes — the source invokes explanatory reach inline and in the footer	yes — revising why mechanisms carry beyond their originating case reopens the warrant for process checking	no — the target does not perform process verification	no — process verification is the source's condition, not a target artifact dependency	no — an explanatory relation is present	EX	high	The target explains why checking the why is what can license transfer.
F057	1	A	yes — frontloading selects and derives consumer-shaped instruction content from source material	no — the lineage requirement also applies to artifacts produced by other methods	yes — changing derivation or insertion behavior changes which source dependency must be maintained	no — this is an artifact-production path	no	OP	high	Frontloading literally produces the source-dependent, use-shaped artifact for which the source note requires lineage.
F057	1	B	yes — frontloading performs the source-to-consumer selection and derivation that creates the dependent artifact	no — the general lineage argument survives other source-dependent production paths	yes — changing derivation, insertion, or validity-window behavior changes the lineage fit	no — lineage is needed for many production paths, not only frontloading	no	OP	medium	Frontloading is a literal artifact-production path that can hide source material from the consumer while preserving a maintenance dependency on it.
F057	1	C	no — frontloading neither records lineage nor surfaces downstream review targets	no — the lineage obligation holds for source-dependent artifacts produced by many other means	no — changing frontloading would not by itself change the lineage signaling interface	no — frontloading is not required for the general lineage rule	example of a source-to-artifact derivation that incurs the lineage obligation	OTHER	high	The target supplies an illustrative production mode, not the explanation, operating path, or prerequisite for change-time lineage signaling.
F058	2	A	yes — the target defines the stall an LLM lacks	yes — rejecting the stall-and-relaxation account reopens what the adversarial loop claims to reconstruct	no — the target is not a component of the human-agent loop	no — it is the explained phenomenon rather than an enabling resource	no	EX	high	The target explains the lost composition filter that the source's loop is designed to reconstruct.
F058	2	B	yes — the loop reconstructs the stall an LLM lacks	yes — rejecting silent constraint relaxation removes the failure the adversarial loop is meant to repair	no — the target is not a loop component	no	no	EX	high	The target explains why naive generation loses the composition filter that the source's human-agent loop reconstructs.
F058	2	C	yes — the opening explicitly names the composition stall that an LLM lacks	yes — if generation did not silently relax unmet constraints, the reconstruction need would change	no — the target describes the failure rather than operating the adversarial loop	no — it is explanatory grounding	no	EX	high	The target explains the missing writing filter that the human-agent loop is designed to reconstruct.
F059	3	A	yes — "since reflection buys addressability"	yes — rejecting addressability would reopen how later lessons can target represented commitments	no — the target is an explanatory affordance rather than a concrete revision interface	no — addressability supplies the causal mechanism, not a separate precondition	no	EX	high	The target explains why reflective retention exposes a prior commitment for explicit rejection, revision, or rescoping.
F059	3	B	yes — prior commitments become addressable objects that later lessons can reject, revise, or rescope	yes — rejecting addressability reopens the mechanism for second-order retention	no — the target is a structural explanatory account, not a concrete retained-artifact interface	no	no	EX	high	Addressability explains how reflection turns a prior commitment into the direct object of a later lesson.
F059	3	C	yes — prior commitments become addressable objects before rejection, revision, or rescoping	yes — rejecting addressability as reflection's affordance would reopen the claimed second-order operations	no — no specific retention interface is assumed	no — addressability is the mechanism connecting reflection to the effect	no	EX	high	Addressability explains how a later lesson can target a represented prior commitment directly.
F060	4	A	yes — source identifies the target's step table as retained rationale in worked form	no — the general rationale thesis does not depend on the target's broader architectural explanation	yes — removing per-step context needs changes whether the artifact preserves the forces behind its boundaries	no — another faithful rationale representation could make transfer testable	no — a concrete process artifact realizes the effect	OP	medium	Scenario decomposition produces a step table that retains which context needs the chosen boundaries answer.
F060	4	B	yes — the target's step table is a retained design-rationale artifact	no — it is a worked realization rather than the general causal account of transfer testability	yes — changing the decomposition and table changes the recorded forces available for transfer checks	no — it is the operative artifact, not a separate enabling condition	no	OP	medium	Scenario decomposition literally records per-step context needs, giving later readers the rationale they can test in another setting.
F060	4	C	yes — the footer identifies the target's step table as retained rationale	no — the source develops the general causal argument independently of this worked table	yes — changing the recorded per-step needs changes the architecture's transfer-assessment artifact	no — this is a concrete realization rather than a prior condition	no — a direct operational relation is present	OP	medium	The scenario step table is the retained artifact that preserves which context needs each boundary answers.
F061	1	A	yes — selective repair invokes rejection, rescoping, or revision on a represented commitment	no — the need for a faithful rationale can be stated apart from reflection's particular operation set	yes — changing those operations or represented scope changes what rationale must expose	no — these are the revision operations themselves	no	OP	high	Second-order retention supplies the concrete operations that use a faithful rationale as the surface for selective repair.
F061	1	B	yes — rejection, rescoping, and in-place revision are the operations selective repair performs	no — the faithfulness argument can still be stated if a different operation taxonomy is used	yes — changing which represented aspects can be operated on changes what selective revision can do	no — a faithful rationale is the source's condition, while the target supplies the operating moves	no	OP	high	The target specifies the second-order operations that a faithful rationale lets a revision direct at the premise or boundary that failed.
F061	1	C	yes — rejection, rescoping, and revision are performed directly on an addressable prior commitment	no — the need for faithful rationale remains even if this broader taxonomy of second-order operations is revised	yes — changing the available commitment operations would change what selective repair can do	no — these are the operations whose correct use requires rationale	no	OP	high	The target provides the literal second-order operations that a faithful rationale must guide.
F062	2	A	yes — cross-task reuse value is the quantity at stake	no — the drift and structural-accretion argument does not rely on the scheduler case	no — target cache behavior does not alter KB structural fit	no — the metric is borrowed rather than required as a resource	concept transfer — the source borrows cross-task reuse value as its metric	OTHER	high	The target supplies a reusable quantity and worked contrast, not a mechanism for task-fitted KB structure.
F062	2	B	yes — cross-task reuse value is named as the quantity at stake	no — rejecting the select-versus-run-state split leaves the KB-structure drift argument intact	no — no scheduler component is used by the KB structure claim	no	vocabulary transfer and analogy	OTHER	high	The source borrows a metric from the scheduler case and generalizes it; the target does not cause the structural reuse cost.
F062	2	C	yes — the source explicitly adopts cross-task reuse value as the quantity at stake	no — the scheduler case is illustrative and the source contains its own structural argument	no — scheduler lifecycle changes do not alter the KB structure mechanism	no — the scheduler split need not exist	concept transfer and illustrative analogy	OTHER	high	The target supplies a worked use of the same cross-task-reuse measure, which the source transfers to a different artifact class.
F063	3	A	yes — "inspectable failure evidence survives processing"	yes — rejecting diagnostic evidence as a learning bottleneck would reopen how failures yield usable boundary clauses	no — the target does not implement the episode-processing path	no — richness explains what can be inferred rather than standing as a separate completed gate	no	EX	medium	The target explains how retained traces and failure detail let a learner infer mechanisms and boundaries instead of learning only from outcomes.
F063	3	B	yes — the mechanisms turn on whether inspectable failure evidence survives processing	yes — rejecting diagnostic evidence as a basis for causal inference reopens why failures can supply statable boundaries	no — no particular trace interface is required by the source	no	no	EX	high	The target explains how preserved traces and diagnostics let a learner infer the condition that bounds a lesson.
F063	3	C	yes — the mechanisms are said to turn on whether inspectable failure evidence survives processing	unclear — rejecting the broad diagnostic-richness thesis weakens but does not erase the boundary-clause argument	no — no diagnostic tool or interface is prescribed	yes — enough inspectable evidence must survive for a learner to infer a failure's boundary	no	EN	medium	Diagnostic evidence is a necessary available input to boundary formation, while the source supplies the abstraction rule itself.
F064	4	A	yes — source uses the shared text medium to explain how readable artifacts can instruct	yes — revising homoiconicity would reopen the behavior-change account for natural-language artifacts	no — the target is a representational principle, not a runtime component	yes — instructions and data must share the consumable token medium for this natural-language route	no — the target gives the causal account	EX	high	Homoiconicity explains how a readable artifact can enter the same medium as instructions and thereby alter behavior.
F064	4	B	yes — the shared token medium is used to account for readable artifacts acting as instructions	yes — revising homoiconicity reopens how natural-language artifacts acquire behavioral force without weight updates	no — no concrete context component is invoked	no — the property is inside the causal account rather than an external gate	no	EX	high	The target explains how the same natural-language artifact can be retained content and executable instruction for an LLM consumer.
F064	4	C	yes — the footer invokes homoiconicity as the mechanism	yes — revising the shared-representation account reopens how readable artifacts can steer behavior	no — the target describes a substrate property rather than an executing component	yes — shared instruction-and-data representation is required for this natural-language branch	no — an explanatory relation is present	EX	high	Homoiconicity explains how readable text can function as instruction rather than merely stored data.
F065	1	A	no — artifact analysis describes an action model's path but does not select an action	yes — rejecting the operative-part and authority-path account would reopen why stored models can be inert	no — an acting system can keep the same interfaces while the analysis is revised	no — it is explanatory analysis, not a required runtime resource	no	EX	high	The four-field account explains why substrate alone is insufficient and why only a consumed operative part can affect intervention selection.
F065	1	B	no — the four-field record describes action-model consumption rather than selecting an action	yes — rejecting authority as consumer, channel, and force would reopen why stored-but-unused models are inert	no — no planner or model interface is fixed by the analytic framework	no — an action can be selected without recording these fields	no	EX	high	The target provides the general artifact account explaining why storage and form matter only through an operative part and consumption path.
F065	1	C	no — the analysis record diagnoses an action model's path but does not itself select an action	yes — the operative-part and behavioral-authority account explains why stored representation without consumption is inert	no — changing the analytical vocabulary does not automatically change a deployed action pathway	no — the target is explanatory rather than an independently required condition	no	EX	high	The four-axis account explains why substrate or object identity alone cannot make a retained action model consequential.
F066	2	A	yes — telemetry only helps when interpreted with the right cost model	no — the measured cache-aware cost result is independent of the oracle-strength thesis	no — the target has no interface or path used by the measurement	no — the framework is not required to compute the result	example — the telemetry study instantiates evaluation-infrastructure investment	OTHER	high	The target provides strategic context, while the source is a specific empirical cost analysis.
F066	2	B	no — the cost calculation uses pricing and telemetry, not oracle strength	no — rejecting the oracle spectrum does not change the measured token or dollar result	no — no oracle interface participates in the calculation	no	thematic motivation	OTHER	high	The target motivates measuring verification infrastructure, but it neither explains nor operationally produces the cache-aware cost finding.
F066	2	C	no — the body performs cache-aware cost analysis and mentions the target only in the footer	no — the observed cost reduction and its arithmetic are independent of oracle theory	no — no oracle path produces the measurements	no — the measurement does not require the target	methodological context and empirical qualification	OTHER	high	Oracle strength contextualizes why telemetry matters, while this note independently corrects how one telemetry set should be priced.
F067	3	A	yes — "a failure can rescope it rather than only delete it"	yes — rejecting second-order operations would reopen the selective-rescoping payoff of separable retention	no — the target describes a structural affordance rather than a specific storage interface	no — the operations explain the retention condition's value	no	EX	high	The target explains how an addressable retained theory supports explicit rejection, revision, and rescoping in the source pathway.
F067	3	B	yes — retention with separable parts is required so a failure can rescope rather than merely delete a theory	yes — rejecting explicit second-order operations reopens the claimed selective-rescoping mechanism	no — the target specifies an affordance, not a concrete storage API	no	no	EX	high	The target explains how an addressable retained theory can be rejected, revised, or rescoped explicitly.
F067	3	C	yes — retention with separable content, assumptions, and applicability conditions is required for rescoping	yes — rejecting explicit rejection and rescoping operations would reopen the claimed payoff of addressable retention	no — the source is substrate-general rather than coupled to one operation API	no — the target explains how selective correction works	no	EX	high	Second-order operations explain why separable retained theories enable selective rejection, revision, and rescoping.
F068	4	A	yes — source uses localized retention to justify persistent functions for localized forms	yes — revising the sparse-change localization account would reopen why the form axis need not collapse into weights	no — no concrete storage or revision interface is inherited	yes — matching sparse changes and bounded impact are required for this particular advantage	no — the target supplies the causal account	EX	high	The target explains why heterogeneous sparse change can make localized artifacts cheaper to revise and validate than diffuse retention.
F068	4	B	yes — the conditional localization account is used as a reason external state can remain valuable	yes — revising sparse edit and impact closure reopens the argument that mixed-form retention can stay efficient	no — no particular retention component is operated	no — the conditions are part of the explanatory principle, not a separate supplied resource	no	EX	high	The target explains why localized forms retain an advantage when heterogeneous changes touch a small, checkable dependency closure.
F068	4	C	yes — the target is used in the main argument and repeated in the footer	yes — revising the localization account reopens why heterogeneous change can preserve localized forms	no — the target does not operate the learning system	yes — sparse change in a matching decomposition with bounded impact is required for the claimed advantage	no — an explanatory relation is present	EX	high	The target explains the change topology under which localized retention remains efficient.
F069	1	A	no — the verification-boundary claim is not itself an oracle or extension step	yes — rejecting verification as the automation ceiling would reopen why the methodology stalls on that axis	no — no particular implementation interface follows automatically from revising the principle	no — the target explains the ceiling rather than supplying the required verifier	no	EX	high	The target provides the general causal reason that form-complete output without a usable oracle is not governed automation.
F069	1	B	no — the target states the verification principle rather than invoking an oracle for the methodology	yes — rejecting verification as automation's ceiling would reopen the source's closure argument	no — no particular gate or verifier interface is specified	no — an actual oracle is required for closure, not the explanatory note itself	no	EX	high	The target explains why form without a warranted check yields output rather than methodology-governed automation.
F069	1	C	no — the automation-boundary claim is not a component of the methodology's extension workflow	yes — rejecting verification as the primary automation boundary would reopen why the verification meta-decision is the closure ceiling	no — no concrete verifier interface or extension control path is defined	no — it explains the ceiling instead of merely requiring an available antecedent	no	EX	high	The target supplies the general causal account for verification being the binding closure axis.
F070	2	A	yes — retrieval is the wire through which applicability conditions reach later operation	yes — rejecting retrieval as causal connection reopens the source's account of second-order reach	yes — changing retrieval and indexing behavior changes whether represented scope reaches later work	no — retrieval is the operating path, not merely an available condition	no	OP	high	Retrieval is literally the control path connecting an addressable commitment to later revision or rescoping.
F070	2	B	yes — retrieval carries represented applicability conditions into later operation	no — second-order addressability can also be wired procedurally	yes — changing discovery or routing changes whether retained scope reaches the later action	no	no	OP	high	In artifact-mediated reflection, retrieval is the actual causal wire connecting an addressable commitment to later behavior.
F070	2	C	yes — the source says retrieval can restrict where represented scope loads and calls it the later-operation wire	no — retrieval is one realization rather than why second-order lessons exist	yes — changing routing or search behavior changes whether applicability conditions reach later action	no — it is the causal path, not a separate condition	no	OP	high	Retrieval is the concrete wire by which represented scope reaches the later operation that rejects, revises, or rescopes a commitment.
F071	3	A	yes — "error correction requires above-chance, decorrelated oracles"	no — unequal discrimination still causes underselection if oracle amplification is rejected	no — the target does not produce the underselection effect and no composite checker is instantiated here	no — error correction is a possible remedy, not a condition for underselection	remedy — it states when weak checks can be combined into a stronger composite oracle	OTHER	high	The target addresses how to mitigate weak selection, not why weakly discriminated qualities are underselected.
F071	3	B	yes — composite checks help only when they discriminate and have sufficiently different failure modes	yes — rejecting the discrimination and decorrelation conditions reopens the composite-oracle argument	no — the target is an amplification principle rather than an instantiated checker	no	no	EX	high	The target explains when several weak quality checks can exert stronger selection pressure together.
F071	3	C	yes — composite checks are required to discriminate and have sufficiently different failure modes	yes — rejecting amplification under discriminative decorrelated checks would reopen the proposed route to stronger selection	no — no concrete checker interface is assumed	no — the target explains composite-oracle improvement rather than merely enabling it	no	EX	high	The target explains when multiple partial quality checks can overcome weak individual discrimination instead of amplifying shared blind spots.
F072	4	A	yes — source names the enforcement gradient as a response that imposes missing boundaries	no — it does not explain why the homoiconic medium lacks scope	yes — moving a rule among instruction, skill, hook, and script changes trigger and enforcement behavior	no — it is one mitigation rather than a condition for homoiconicity	no — an operational response is present	OP	high	Methodology enforcement supplies concrete artifacts that progressively replace conventional text boundaries with formal triggers and consequences.
F072	4	B	yes — the enforcement gradient is used as the concrete response that imposes boundaries	no — it does not cause homoiconicity or explain the original lack of scope	yes — changing enforcement layers changes trigger, response, and reliability behavior	no — it is the response path rather than a prerequisite	no	OP	high	Moving guidance toward hooks and scripts literally supplies structural enforcement the shared text medium does not provide.
F072	4	C	yes — the hazard section and footer invoke the enforcement gradient	no — the homoiconicity hazard remains independently explained if the enforcement design changes	yes — instructions, skills, hooks, and scripts are control layers that impose increasingly binding boundaries	no — enforcement is the response path rather than a prior condition	no — a direct operational relation is present	OP	high	The enforcement gradient is the operational path that adds structure the shared text medium lacks.
F073	1	A	no — the two-layer account does not itself save or load scheduler intermediates	yes — rejecting consumer-shaped derived views would reopen why saved task-facing intermediates reduce later work	no — current scheduler state interfaces could remain unchanged	no — it is an explanatory architecture, not a separate prerequisite	no	EX	medium	The target explains reusable intermediate items as narrow fast-path views worked out from fuller state for later bounded calls.
F073	1	B	no — the target supplies a general derived-view model rather than saving scheduler state itself	yes — rejecting the fast-path derivation account would reopen why task-facing intermediates can replace fuller state	no — it defines no scheduler-state storage interface	no — reusable intermediates can be saved without this theory being present	no	EX	medium	The target explains saved summaries and extracts as cheaper consumer-shaped views worked out from a richer generator layer.
F073	1	C	no — a scheduler can save intermediates without implementing the target's whole theory-fallback architecture	yes — the derived-fast-path account explains why task-shaped intermediate views can be cheaper to reuse than fuller state	no — the target does not define the scheduler-state interface	no — it is an explanatory model, not a separate necessary condition	no	EX	medium	The target explains saved intermediates as narrower task-facing views worked out from a fuller source layer.
F074	2	A	yes — the error profile sorts bookkeeping into code and judgment into natural language	yes — rejecting that asymmetry removes the engine of the boundary-crossing argument	no — the source consumes the explanatory account, not a scheduler interface	no — it is a causal principle rather than a required resource	no	EX	high	The target explains why reliability pressure drives behavior across representational forms.
F074	2	B	yes — the error profile sorts bookkeeping into code and judgment into natural language	yes — rejecting that asymmetry reopens the claimed pressure for boundary crossings	no — the target is an account of the sorting, not a consumed component	no	no	EX	high	The scheduler-LLM asymmetry is the causal explanation for why reliability improvements move behavior between representational forms.
F074	2	C	yes — the body explicitly calls the target's error profile the engine of the sorting	yes — rejecting the asymmetry removes the stated cause of form-boundary crossings	no — no particular scheduler interface implements the source claim	no — it is causal explanation	no	EX	high	The bookkeeping-versus-judgment error asymmetry explains why reliability pressure sorts behavior into symbolic and natural-language forms.
F075	3	A	yes — "methodology enforcement is constraining"	yes — rejecting the enforcement gradient would reopen the source's interpreted-to-symbolic compiled-path argument	no — the target is a general account, not the metacircular interpreter's runtime component	no — it explains the maturation path rather than merely enabling it	no	EX	high	The target explains how instructions become progressively less underspecified and indeterministic as they mature into symbolic enforcement.
F075	3	B	yes — stable interpreted rules move along an instruction-to-skill-to-script enforcement gradient	yes — rejecting the constraining account reopens why self-hosting is gradual and why stable paths become symbolic	no — the source does not operate a particular target interface	no	no	EX	high	The target explains the interpreted-to-symbolic gradient that makes an LLM methodology partially JIT-like rather than a binary compiler.
F075	3	C	yes — the compiled path is said to move practices down the enforcement gradient	yes — rejecting the constraining account would reopen why stable interpreted rules become symbolic paths	no — the source does not depend on one hook or script interface	no — it is the explanation of gradual compilation	no	EX	high	The enforcement gradient explains the gradual interpreted-to-symbolic behavior central to the metacircular-interpreter account.
F076	4	A	yes — source prescribes codification as the efficiency cure for recurring natural-language authority	no — the definition is used as a transformation rather than as the causal explanation of the leak	yes — changing the natural-language-to-symbolic commitment changes consumer, semantics, and runtime cost	yes — the concern must be mechanically committable for this cure to apply	no — the target operation is explicit	OP	high	Codification is the concrete form-changing operation that removes recurring interpretation work from the prompt path.
F076	4	B	yes — codification is prescribed as the form-changing efficiency cure	no — the target is the transformation path, not the explanation of recurring-authority cost	yes — changing the symbolic commitment boundary changes consumers, verification, and runtime behavior	no — it is the operation itself, not a prior condition	no	OP	high	Codification literally moves recurring natural-language authority into a symbolic artifact so it stops consuming interpretation context.
F076	4	C	yes — codification is the stated cure inline and in the footer	no — the triad's efficiency-risk diagnosis does not depend on a separate codification theory	yes — changing natural-language authority into a formal symbolic consumer changes recurring cost and behavior	no — codification is the cure operation rather than an enabling condition	no — a direct operational relation is present	OP	high	Codification is the literal form-changing operation proposed to eliminate the recurring interpretation cost.
F077	1	A	yes — retrieval discovers and loads the retained self-theory into the operative context	no — the interpretation-and-retention distinction survives, though this artifact-mediated path would disappear	yes — changing routing or uptake behavior requires reviewing whether retained theories still participate	no — retrieval is the causal control path itself	no	OP	high	Retrieval is literally the wire by which an addressable retained theory reaches later reflective reasoning and revision.
F077	1	B	yes — retrieval is the causal wire that surfaces a retained theory for interpretation and revision	yes — rejecting retrieval-mediated causation would also reopen why retained text contributes anything	yes — changing discovery or routing behavior directly changes whether the self-representation acts	no — retrieval is the operating path here, not a separate background condition	no	OP	high	The source's retained theory pays off only when the target's discovery path actually delivers it into the later improvement episode.
F077	1	C	yes — retrieval actually surfaces the retained self-theory into the later call that can interpret and revise it	no — the target is the causal wire in use, rather than only a claim explaining an unchanged implementation	yes — changes to discovery, indexing, or routing would require reviewing whether retained theories still reach the improving process	no — retrieval is the operating path itself	no	OP	high	The target identifies the literal connection through which retained theory becomes available to reflective self-improvement.
F078	2	A	yes — amplification depends on TPR greater than FPR and decorrelation	yes — rejecting that condition reopens why discrimination rather than aggregate accuracy governs automation	no — no target implementation performs the source's automation decision	no — the target explains the boundary rather than serving only as an input	no	EX	high	The error-correction account supplies the formal reason per-instance discrimination is load-bearing.
F078	2	B	yes — TPR greater than FPR is the discrimination needed for amplification	yes — rejecting that condition reopens why confidence-based automation plateaus	no — no voting interface is required by the source claim	no	no	EX	high	Error-correction theory explains why aggregate accuracy cannot substitute for per-instance discrimination at the automation boundary.
F078	2	C	yes — the body uses the target's TPR-greater-than-FPR distinction directly	yes — rejecting that distinction destroys the discrimination rationale for automation	no — the target is used as theory, not as an installed voting path	no — it is explanatory rather than merely required	no	EX	high	The error-correction account explains why aggregate accuracy cannot substitute for per-instance discrimination.
F079	3	A	yes — "since reflection buys addressability"	yes — rejecting addressability would reopen why explicit representation can transport criteria to later deciding processes	no — the target is not the allocator or evaluator implementation	no — it supplies the causal rationale for representation rather than a separate prerequisite	no	EX	medium	The target explains why represented inputs and commitments become readable and selectively usable in the closure-conversion sequence.
F079	3	B	yes — representation makes retained inputs and criteria available to later deciding processes	yes — rejecting reflective addressability reopens the first dependency in the closure-conversion argument	no — no particular retrieval or representation interface is fixed	no	no	EX	high	The target explains why externalized criteria can become premises for later computational decisions.
F079	3	C	yes — representation is required because reflection makes retained inputs and criteria addressable	yes — rejecting addressability would reopen why externalization must precede computational allocation	no — no particular reflective interface is assumed	no — it supplies the causal reason for the representation step	no	EX	high	Addressability explains why a computational actor can receive, retrieve, and later revise an explicit criterion.
F080	4	A	yes — source scopes remembered material against the target's broader storage-activation-learning system	no — the decomposition does not explain why discoverability, composability, and trust improve memory	no — no target component or control path is consumed	no — the crosscutting taxonomy need not be completed for an artifact to satisfy the triad	yes — the relation is scope and ontological framing	OTHER	high	The target locates the note's artifact-quality triad inside a broader memory-system decomposition rather than causing or enabling it.
F080	4	B	yes — the storage, activation, and learning decomposition is used to delimit remembered-material quality	yes — revising that decomposition reopens why a full memory system needs machinery beyond the artifact triad	no — the source does not call a specific subsystem from the target	no — the decomposition is explanatory rather than an available input	no	EX	high	The target explains why discoverability, composability, and trust cover remembered material while memory remains a crosscutting system concern.
F080	4	C	yes — the footer uses the target to place remembered material in the larger system	no — the crosscutting decomposition does not explain why the three artifact qualities are required	no — it does not implement capture, activation, or the source's quality test	no — the minimal artifact-quality claim can stand without this broader framing	yes — the relation is scope and system-context framing	OTHER	high	The target situates the source's remembered-material triad inside a broader storage, activation, and learning stack.
F081	1	A	no — the conjecture account is not an executed vocabulary-loading step	yes — rejecting naming as amortized discovery would reopen why a small vocabulary reduces extraction cost	no — no vocabulary interface must automatically change	no — it is the explanatory mechanism rather than a prior condition	no	EX	high	Conjecture explains why a name packages a prior discovery so a newcomer can recognize further instances cheaply.
F081	1	B	no — the target explains the discovery and naming mechanism rather than selecting a vocabulary	yes — rejecting naming as amortized recognition would reopen the extraction-cost reduction argument	no — it specifies no vocabulary-injection or selection interface	no — a vocabulary can be supplied without this theory being retained	no	EX	high	The target explains why a small set of names can unlock structure: each name packages a prior conjecture and makes later instance recognition cheaper.
F081	1	C	no — the newcomer consumes established names rather than repeating the original conjecture process	yes — rejecting naming as amortized recognition would remove one of the source's two mechanisms for vocabulary reducing extraction cost	no — the target specifies no vocabulary-loading interface	no — it explains the saving rather than serving as an external condition	no	EX	high	The conjecture account explains why a pre-existing name lets later observers recognize structure without rediscovering it.
F082	2	A	yes — confidence tracks typicality rather than soundness	yes — rejecting that decoupling reopens why empty abstract prose feels rigorous to its generator	no — no target control path produces the defensive abstraction	no — it is an explanatory property rather than an available prerequisite	no	EX	high	Typicality-driven confidence explains the generator's failure to notice that abstraction added no content.
F082	2	B	yes — hedged abstract prose is typical even when empty	yes — rejecting typicality-soundness decoupling reopens why defensive abstraction feels rigorous to the generator	no — no target operation is invoked	no	no	EX	high	The target explains the internal invisibility that lets precision-losing abstraction continue unchecked.
F082	2	C	yes — the body explicitly says the failure is invisible because confidence tracks typicality	yes — rejecting that decoupling removes the account of why empty abstraction feels rigorous	no — no target interface produces the wording	no — it is causal explanation	no	EX	high	Typicality-weighted generation explains why hedged abstract prose can feel confident while adding no claim content.
F083	3	A	yes — "stale indexes are worse than no indexes"	yes — rejecting search suppression would reopen why an agent reader needs a completeness contract	no — the target is not the tag-README validator	no — the asymmetry explains demand for the mark rather than merely enabling it	no	EX	high	The target explains why an incomplete authoritative map makes omitted notes invisible instead of merely harder to find.
F083	3	B	yes — an agent trusts an incomplete map, stops looking, and makes omitted notes invisible	yes — rejecting the search-suppression asymmetry reopens why an agent reader needs a completeness contract	no — the target is a general failure account, not the tag-README validator	no	no	EX	high	The stale-index mechanism explains the reader-side need that makes machine-checked completeness valuable.
F083	3	C	yes — an incomplete trusted map is said to make omitted notes invisible and suppress fallback search	yes — rejecting the stale-index asymmetry would reopen the agent-side need for a completeness contract	no — no particular index implementation is coupled	no — it explains why the contract is needed	no	EX	high	The target supplies the no-graceful-fallback mechanism that makes machine-checked completeness valuable to agent readers.
F084	4	A	yes — source uses the agent's follow-or-skip decision to keep irrelevant bodies out of a fork	no — it needs the navigation behavior directly rather than the full theory of pointer context	yes — changing pointer metadata or follow decisions changes loading behavior and operational fit	no — other selection or condensation mechanisms can also lower fork load	no — a concrete control action produces the saving	OP	medium	The navigation decision literally spares context when the agent declines to load a target body.
F084	4	B	yes — navigation decisions directly determine which bodies a fork declines to load	no — the relevant target content is the load-selection process rather than a causal theory of decomposition	yes — changing pointer metadata or follow-skip behavior changes the fork's realized context load	no — it is the control path, not a separate prerequisite	no	OP	medium	The target's follow-or-skip navigation process literally sheds irrelevant material before it can burden a bounded fork.
F084	4	C	yes — navigation by description is used inline and cited in the footer	no — the heaviest-fork theory does not rely on a separate navigation explanation	yes — the follow-or-skip decision literally prevents an irrelevant body from entering the fork	no — navigation is a sparing action rather than a prior condition	no — a direct operational relation is present	OP	high	Declining to load a low-value target is the control action that lowers the fork's realized net load.
F085	1	A	yes — an agent evaluates pointer context and chooses whether to load the target	no — context engineering can retain routing as a component under another navigation account	yes — changing pointer cues or follow decisions changes routing behavior and cost	no — this is the routing operation itself	no	OP	high	Deciding what to read next is the literal relevance-routing process performed before full loading.
F085	1	B	yes — an agent's relevance judgment over pointers is literally the routing step performed before loading	no — the definition of context engineering survives alternative routing mechanisms	yes — changing pointer metadata or follow decisions changes routing behavior	no — this is one routing mechanism within the broader discipline	no	OP	high	The target supplies the concrete decide-what-to-read-next process by which retrieval-oriented descriptions perform routing.
F085	1	C	yes — the agent evaluates pointer context and chooses which target to load, thereby routing knowledge	no — the context-engineering definition does not depend on this being the only routing technique	yes — changing pointer metadata or follow decisions changes routing behavior and context assembly	no — navigation is the routing operation itself	no	OP	high	Deciding what to read next is a concrete routing mechanism inside context engineering's operational core.
F086	2	A	yes — user corrections narrow interpretation space by changing instructions	yes — rejecting the constraining account reopens why retained rejected cases reduce repeat ambiguity	no — the definition is not the workflow component that records the test	no — it explains the semantic effect rather than supplying an input	no	EX	high	Constraining provides the general semantic mechanism by which a correction rules out future readings.
F086	2	B	yes — rejected interpretations become tests that narrow future readings	no — the Popperian recommendation has independent bounded-context grounds	yes — changing how instruction edits rule out readings changes the proposed correction path	no	no	OP	high	Constraining is the literal operation by which a rejected interpretation becomes a durable instruction test.
F086	2	C	yes — rejected interpretations encoded as tests are explicitly called constraining	yes — rejecting semantic narrowing changes why instruction tests should prevent recurrence	yes — changing how instructions rule out readings changes the correction path	no — it is the operative learning process	no	OP	high	Constraining is the process through which a rejected interpretation becomes a durable narrowing of future behavior.
F087	3	A	yes — "retrieval into homoiconic context"	yes — rejecting the shared instruction-and-data medium would reopen how stored natural language can deliver behavior change	no — the target is not the retrieval or persistence subsystem	no — homoiconicity is the explanatory property, not an independent completed input	no	EX	high	The target explains how durable textual artifacts can become operative instructions when retrieved into an LLM call.
F087	3	B	yes — stored artifacts are retrieved into homoiconic context and prompts continue to execute	yes — rejecting the shared instruction-and-data medium reopens how natural-language artifacts deliver durable behavior change	no — the target provides no concrete retrieval or execution interface	no	no	EX	high	Homoiconicity explains how retrieved content can act as instruction during deploy-time learning.
F087	3	C	yes — stored artifacts are retrieved into homoiconic context so they can deliver behavior change	yes — rejecting the shared instruction-data medium would reopen why retained natural-language artifacts can act as deploy-time policy	no — no specific context interface is assumed	no — homoiconicity is the causal account, not a separate input	no	EX	high	The target explains how stored content can become executable guidance at read time without a weight update.
F088	4	A	yes — source explicitly casts its distinction as a process-validity version of the target	no — the observed answer-reconstruction failure survives changes to the template-lever taxonomy	no — no target process or interface is used by the reviewer	no — the independence taxonomy is not required for the failure to occur	yes — the relation is conceptual specialization and parallel framing	OTHER	medium	The target offers an analogous distinction between process and result structure, but it does not cause the production-evaluation gap.
F088	4	B	no — the target is invoked as a parallel conceptual distinction	no — it does not explain answer-reconstruction bias or the production-evaluation capability gap	no — no process or output template from the target is executed	no — reasoning evaluation does not require that framework to exist	yes — analogy between two independent-dimension splits	OTHER	high	The target helps name a process-versus-result distinction but neither produces nor explains the evaluator's conclusion-agreement failure.
F088	4	C	yes — the target principle is applied inline and cited in the footer	yes — revising independence of path and result reopens why reasoning validity needs its own check	no — the target is not a review component or execution path	no — no target artifact must be available before evaluation	no — an explanatory relation is present	EX	medium	The general independence principle explains why a correct destination cannot verify the submitted route.
F089	1	A	no — the asymmetry explains architectural placement rather than constructing a scoped frame	yes — rejecting symbolic bookkeeping's error advantage would reopen why scope belongs outside the LLM	no — a system could retain its current frame interfaces while reconsidering that rationale	no — it is explanatory support, not a separate prerequisite	no	EX	high	Scheduler-LLM separation explains why scoping bookkeeping should be imposed by symbolic orchestration rather than left in flat semantic context.
F089	1	B	no — the target is the general error-profile argument for symbolic separation, not the frame builder itself	yes — rejecting bookkeeping's symbolic advantage would reopen why scope boundaries belong outside the LLM	no — it does not fix a particular sub-agent or context interface	no — bounded frames can be implemented without accepting this rationale	no	EX	high	The target explains why scoping is better assigned to symbolic orchestration than to the same semantic substrate that lacks reliable boundaries.
F089	1	C	unclear — symbolic orchestration can impose frames, but the cited target chiefly argues why bookkeeping belongs there	yes — rejecting the bookkeeping-versus-semantic error asymmetry would reopen the rationale for moving scope construction to code	unclear — a scheduler ownership change could affect scoping, though the target states a principle rather than an interface	no — the asymmetry explains the architectural placement rather than standing as a separate prerequisite	no	EX	high	The target gives the error-profile explanation for treating scope construction as symbolic bookkeeping.
F090	2	A	yes — producing a rationale and validating it are separate capabilities	yes — rejecting the production-evaluation gap reopens the need for an intervention test of faithfulness	no — no target interface performs selective revision	no — it is a causal distinction rather than a separate prerequisite	no	EX	high	The target explains why a plausible produced rationale cannot stand in for evaluation of its actual route.
F090	2	B	yes — reading a rationale cannot establish its faithfulness	yes — rejecting the production-evaluation gap reopens the need for a separate intervention test	no — no evaluator interface from the target is installed	no	no	EX	high	The target explains why producing a plausible rationale and validating the rationale's actual route are separate capabilities.
F090	2	C	yes — the body separates producing a legible rationale from intervention-based validation	yes — rejecting production-evaluation separation removes the need for an independent faithfulness check	no — the target supplies no revision interface	no — it is explanatory grounding	no	EX	high	The target explains why a fluent rationale cannot validate its own faithfulness and therefore needs a separate intervention test.
F091	3	A	yes — "instruction and data share one token medium"	yes — rejecting homoiconicity would reopen the adversarial data-to-instruction crossing	no — the target does not supply the consuming channel or its authorization checks	no — it explains the structural ambiguity rather than merely preceding it	no	EX	high	The target explains why untrusted data can be interpreted as instruction before the channel assigns and enforces roles.
F091	3	B	yes — instruction and data share one token medium, allowing data to reach an instruction-bearing role	yes — rejecting that shared representation reopens the indirect-promotion and injection mechanism	no — the target is not the admission or consumption control path	no	no	EX	high	The target explains why content can cross from data into instruction before the consumer assigns its role.
F091	3	C	yes — the runtime case explicitly says instruction and data share one token medium	yes — rejecting that shared representation would reopen the indirect-instruction transition described in the adversarial case	no — the broader authorization argument is not tied to one context implementation	no — it explains one route across the boundary	no	EX	high	Homoiconicity explains how untrusted data can be interpreted as instruction before authorization is checked.
F092	4	A	yes — source's checked branch assumes verification is cheap, deterministic, and available	no — the relation supplies an admissibility boundary rather than the stale-copy causal mechanism	no — the target is not the validator that re-derives the copy	yes — a cheap deterministic oracle must exist before the checked state is safe and enforceable	no — a necessary enabling condition is present	EN	high	Verification availability is the condition that permits automation of the re-derive-and-compare branch; otherwise the copy must be omitted.
F092	4	B	yes — cheap deterministic comparison is invoked as the gate for the checked-copy branch	no — in this relation the target supplies a boundary condition rather than the stale-copy explanation	no — the general principle is not itself the validator that re-derives the copy	yes — an adequate verifier must exist before a derived copy can be safely enforced	no	EN	high	Verification availability is the necessary condition separating enforceable checked copies from the omission-only case.
F092	4	C	yes — the footer explicitly uses the target to justify the checked branch	yes — revising the verification boundary reopens why enforce-or-omit flips only for mechanical derivations	no — the target is a general automation principle rather than the validator itself	yes — a cheap deterministic oracle must exist for the checked branch to work	no — an explanatory relation is present	EX	high	Verification cost explains the boundary between enforceable copies and judgment-heavy managed staleness.
F093	1	A	no — the source invokes the voting-versus-synthesis distinction as causal support, not as its own running aggregator	yes — rejecting that distinction would reopen why isolated atomic units make verification effective	no — the topology can remain implemented while its verification rationale is reconsidered	no — it is an explanatory account rather than an antecedent resource	no	EX	medium	The target explains that isolation yields units that can be selected or voted on, whereas synthesis can preserve and amplify their errors.
F093	1	B	no — the target's voting-versus-synthesis distinction is used to explain the chain, not mandated as its sole verifier	yes — rejecting the distinction would reopen why isolated atomic units make error correction possible	no — the source does not specify an aggregation interface that must follow the target	no — verification can use mechanisms other than voting	no	EX	medium	The target explains why merged outputs do not become verification merely by aggregation and why checkable atomic units matter.
F093	1	C	no — the theoretical dependency claim does not itself run the target's voting operation	yes — rejecting the voting-versus-synthesis distinction would reopen why verification needs isolated atomic units rather than merged outputs	no — the target is used as an explanatory distinction, not a specified aggregation interface in this source	no — it explains the verification dependency rather than merely enabling it	no	EX	high	The target explains why isolated atomic outputs support error correction while synthesis propagates their errors.
F094	2	A	yes — inspectable intermediate steps are the evidence a process check consumes	no — the target's outer-loop learning claim need not be accepted to distinguish the two checks	no — the target is evidence availability rather than the checking path itself	yes — intermediate evidence must exist before a process oracle can inspect it	no	EN	high	Diagnostic evidence is the necessary input that makes process verification possible instead of outcome-only checking.
F094	2	B	yes — process checks require inspectable intermediate steps	no — diagnostic richness does not explain the outcome-versus-process distinction	no — the target evidence is input to, not the control path of, the process check	yes — intermediate evidence must be available before the process can be verified	no	EN	high	Diagnostic richness is the required evidence condition that makes process verification possible beyond an outcome-only check.
F094	2	C	yes — the process check is defined as consuming inspectable intermediate steps	no — the target provides evidence availability rather than the outcome-process distinction itself	no — it is not the checker or its control path	yes — process verification requires inspectable intermediate evidence	no	EN	high	Diagnostic richness is the required evidence condition for checking a route rather than only its final outcome.
F095	3	A	no — RLM is cited only in the footer as a model-authored-orchestrator precedent	no — the workflow authority argument does not depend on RLM's REPL architecture	no — RLM is not the dynamic-workflow component whose aggregate authority is analyzed	no — compiled coordination does not require RLM to exist	precedent — a sibling system also has the model author symbolic orchestration	OTHER	high	The target supplies an architectural analogy for model-authored orchestrators but does not produce or explain the source's security effect.
F095	3	B	no — the substantive argument analyzes dynamic workflows and aggregate authority without relying on RLM	no — the authority result stands if the RLM account is rejected	no — no RLM runtime or interface participates in the analyzed workflow	no	architectural precedent for model-authored symbolic orchestrators	OTHER	high	RLM supplies a neighboring example of model-written orchestration, not the cause or operating path of the source's security result.
F095	3	C	no — the body analyzes dynamic workflows without using RLM; RLM appears only in the footer	no — the authority expansion argument stands if the RLM description is rejected	no — changes to RLM do not alter the dynamic-workflow analysis	no — RLM is not required for compiling coordination	yes — precedent and analogy for model-authored symbolic orchestration	OTHER	high	RLM supplies a neighboring model-writes-the-orchestrator example, not the mechanism of the source's authority effect.
F096	4	A	yes — source uses the target's discrimination and decorrelation conditions for composite checks	yes — revising the amplification law would reopen why heterogeneous weak signals can become a stronger oracle	no — the brainstorming adopts no fixed voting or composite interface	yes — positive discrimination and sufficiently decorrelated errors must hold for amplification	no — the target supplies the causal principle	EX	high	The target explains when repeated heterogeneous checks amplify signal instead of merely repeating a shared bias.
F096	4	B	yes — the composite-oracle design uses the discrimination and decorrelation account	yes — revising the amplification law reopens why heterogeneous weak checks can become reliable	no — the target provides a general mechanism rather than a particular checker pipeline	no — its conditions constitute the explanatory law rather than a separate upstream artifact	no	EX	high	The target explains when and why multiple weak signals amplify instead of merely voting over shared error.
F096	4	C	yes — the composite-oracle ladder and footer invoke the target	yes — revising amplification theory reopens why heterogeneous weak signals should be combined	no — the target supplies a general account rather than this source's concrete oracle implementation	yes — positive discrimination and sufficient decorrelation are required for amplification	no — an explanatory relation is present	EX	high	The target explains the precise conditions under which multiple weak checks become a stronger oracle.
F097	1	A	no — the runtime taxonomy analyzes where memory functions land rather than storing or retrieving memory	yes — rejecting the three-component decomposition would reopen why memory spans rather than joins the runtime components	no — a deployed memory system need not change automatically	no — it is explanatory architecture, not a runtime prerequisite	no	EX	high	The scheduler, context-engine, and substrate split explains why storage, activation, and learning do not form one separable memory component.
F097	1	B	no — the runtime decomposition analyzes placement rather than carrying out memory operations	yes — rejecting the three component responsibilities would reopen why memory spans rather than forms a fourth component	no — no concrete runtime interface is required by the source	no — memory can operate in runtimes described by other decompositions	no	EX	high	The target provides the architectural account that distributes storage, activation, and learning across distinct runtime responsibilities.
F097	1	C	no — the analytical runtime decomposition is not itself a memory operation	yes — rejecting the component split would reopen the argument that storage, activation, and learning necessarily cut across runtime responsibilities	no — changing the taxonomy alone would not alter a deployed memory system	no — the target supplies the architectural account rather than a prerequisite	no	EX	high	The scheduler, context-engine, and substrate decomposition explains why memory cannot cleanly be a fourth standalone component.
F098	2	A	yes — generation outpaces verification so automation stalls	yes — rejecting the verification-boundary principle reopens the oracle-gap diagnosis	no — the target is a general account, not the synthesis pipeline	no — it explains the bottleneck rather than supplying the missing oracle	no	EX	high	The target generalizes why cheap candidate generation without cheap verification cannot become unsupervised synthesis.
F098	2	B	yes — synthesis generation outpaces synthesis verification	yes — rejecting verification cost as the automation boundary reopens the oracle-gap diagnosis	no — no target interface is operated	no	no	EX	high	The target is the general principle explaining why cheap candidate generation does not yield unsupervised synthesis.
F098	2	C	yes — the body explicitly calls synthesis an instance of the automation-verification boundary	yes — rejecting verification cost as the boundary reopens why synthesis generation stalls before autonomy	no — no verifier implementation from the target is used	no — it is a general explanatory principle	no	EX	high	The general verification-boundary principle explains why easy candidate generation does not yield automated synthesis.
F099	3	A	yes — "the stale-indexes failure"	yes — rejecting fallback suppression would reopen the checked-or-absent asymmetry	no — the target is not the validator that re-derives the copy	no — it explains the catastrophic false-copy side rather than merely enabling enforcement	no	EX	high	The target explains why a trusted stale copy is worse than omission: it suppresses the live lookup that could recover truth.
F099	3	B	yes — the source calls trusted stale copies the stale-index failure in its sharpest form	yes — rejecting the fallback-suppression asymmetry reopens why unchecked copies are forbidden rather than merely risky	no — the target is not the validator or copy-maintenance path	no	no	EX	high	The target explains the asymmetric harm that motivates the checked-or-absent rule.
F099	3	C	yes — the stale-index suppression asymmetry is explicitly said to force the checked-or-absent rule	yes — rejecting that asymmetry would reopen the rule's central risk argument	no — no index implementation is coupled	no — it explains why a false copy is worse than recomputation	no	EX	high	Stale-index behavior explains the silent unbounded downside that makes unchecked trusted copies forbidden.
F100	4	A	yes — source uses the target to qualify why distributed-parametric form is hardest to inspect	yes — revising the scale-threshold account would reopen the claimed compounding of opacity and hosted-substrate risk	no — no inspection component or operational path is supplied	yes — the representation must cross the practical inspection threshold for the compounded risk	no — the target explains the opacity contribution	EX	high	The target explains why distributed-parametric artifacts become practically opaque earlier even though opacity is not categorical.
F100	4	B	yes — the scale-threshold account is used to characterize inspection difficulty	yes — revising that account reopens why form and hosting compound sovereignty risk	no — no inspection tool or control path from the target is operated	no — opacity is the explained risk property, not a prerequisite	no	EX	high	The target explains why distributed-parametric state becomes hard to inspect early while even readable forms can cross an opacity threshold at scale.
F100	4	C	yes — the target qualifies inspectability inline and is cited in the footer	yes — revising the scale-threshold account reopens why some forms become practically uninspectable	no — no inspection component or control path is supplied	yes — practical opacity requires crossing the tooling-relative scale threshold	no — an explanatory relation is present	EX	high	The target explains why distributed-parametric form reaches practical opacity early and compounds hosted sovereignty risk.
F101	1	A	no — the oracle spectrum characterizes the result of mining but does not mine a spec	yes — rejecting the hard-to-soft verification gradient would reopen how mined rules strengthen checking	no — mining interfaces can stay unchanged while the framework is revised	no — it is explanatory rather than a required prior oracle	no	EX	high	Oracle strength explains spec mining's effect as movement from judgment-heavy checks toward deterministic verification targets.
F101	1	B	no — the spectrum explains verification strength rather than executing a mined check	yes — rejecting the hardening gradient would reopen why mined specs convert blurry judgments into harder targets	no — no particular verifier interface is fixed by the spectrum	no — spec mining can run without the framework being present	no	EX	high	The target explains the effect of spec mining as movement toward cheaper, more reliable correctness discrimination.
F101	1	C	no — the oracle-strength gradient is not itself the miner or checker that executes	yes — rejecting the hard-versus-soft verification gradient would reopen why extracted deterministic rules turn blurry behavior into harder verification targets	no — the target supplies no concrete mining interface	no — it explains the verification effect rather than standing as a separate requirement	no	EX	high	Oracle hardening is the general account of what spec mining accomplishes when it turns observed regularities into checks.
F102	2	A	yes — security is framed as the authority-plus-lineage conjunction	yes — rejecting that conjunction reopens the authorization-history account	no — the four-field record is not the channel that confers force	no — it is a diagnostic principle rather than a required resource	no	EX	medium	The target supplies the general security account that the source refines into authorization bound to exact content and use.
F102	2	B	yes — rollback is identified as a sovereignty capability	no — the channel-bypass mechanism survives rejection of the three-risk framing	no — the four-field record is not in the consumption control path	no	specialization of a broader risk framework	OTHER	high	The source develops one security boundary and borrows rollback vocabulary from the triad; the triad does not cause that boundary.
F102	2	C	yes — the body uses authority-plus-lineage risk and invokes rollback as a sovereignty capability	no — the triad does not explain the authorization bypass developed by the source	no — the four-field record is not the consumption control path	no — the boundary exists without the taxonomy	broader risk taxonomy and terminology source	OTHER	high	The target supplies the larger security and sovereignty framing that the source specializes into an authorization-to-force boundary.
F103	3	A	yes — "That is the general shape of codification"	no — the opposite persistence economics are unchanged if this technical category is rejected	no — the definition does not perform promotion or testing	no — durable strategy reuse does not require the term codification	classification — promoting a verified selection fragment into symbolic library code instantiates codification	OTHER	high	The target supplies the formal category for the proposed promotion, not its cause, control path, or prerequisite.
F103	3	B	yes — the source calls promotion of a verified select fragment to library code codification	no — the persistence-economics and cache argument survives rejection of that label	no — the target definition is not an interface or promotion pipeline	no	terminological analogy between hardening and codification	OTHER	high	The fragment is symbolic Python before and after promotion, so the move does not instantiate the target's natural-language-to-symbolic crossing.
F103	3	C	yes — promotion of a tested selection fragment is explicitly called the general shape of codification	no — the persistence-economics argument survives rejection or renaming of the codification definition	no — no codification interface or execution path is depended upon	no — codification is a classification of promotion, not a prerequisite	yes — definitional instantiation of codification	OTHER	high	The target types the proposed promotion step but does not explain the opposite reuse value of state and strategy.
F104	4	A	yes — source's RLM side literally generates, executes, and discards task-local code	no — the comparison relies on the discard path directly rather than a separable theory of it	yes — changing discard to persistence adds reuse, approval, testing, and lifecycle behavior	yes — the per-task artifact must be discarded for RLM to occupy the non-accumulating boundary	no — a concrete lifecycle process is present	OP	high	Ephemeral generate-execute-discard is the operational path that gives RLM simplicity while preventing cross-run accumulation.
F104	4	B	yes — the task-local persistence boundary is interpreted through the ephemerality account	yes — revising discard-versus-retain consequences reopens why RLM avoids governance but cannot accumulate	no — the target is a general persistence principle, not the RLM execution component	no — ephemerality is the explained placement rather than an input condition	no	EX	high	The target explains how discarding generated orchestration removes lifecycle burden and simultaneously prevents cross-run learning.
F104	4	C	yes — the comparison and footer use the ephemerality account	yes — revising the discard-to-nonaccumulation account reopens the claimed tradeoff	yes — generate, execute, and discard is the lifecycle path that prevents reuse across runs	no — ephemerality is the operative lifecycle rather than an external condition	no — a direct operational relation is present	OP	high	Discarding task-local code is the literal process that separates RLM's nonaccumulating boundary from Tendril's persistence.
F105	1	A	no — the verification-boundary principle does not execute the proposal-selection loop	yes — rejecting verification as the automation limit would reopen why evaluator errors become the bounded permanent errors	no — current search and evaluation components could remain unchanged	no — it supplies the causal account rather than the actual oracle	no	EX	high	The target explains why automating evaluation is constrained by discriminative verification while automating generation mainly increases review load.
F105	1	B	no — the target states the structural automation principle rather than filtering a candidate	yes — rejecting verification as the boundary would reopen why evaluation errors become the limiting risk	no — no evaluator implementation is specified by the target	no — the source loop can exist even when its evaluation remains manual	no	EX	high	The target explains why automating evaluation is bounded by oracle quality whereas automating search mainly spends evaluation capacity.
F105	1	C	no — the automation-boundary claim is not a filter executed inside the proposal-selection loop	yes — rejecting verification cost as the automation boundary would reopen why evaluation automation is correctness-bounded rather than merely throughput-bounded	no — no concrete evaluator or retention interface is specified	no — the target explains the bound rather than serving only as an available condition	no	EX	high	The target explains why a weak evaluator cannot safely be automated in the way candidate generation can.
F106	2	A	yes — high apparent correctness is insufficient without per-instance discrimination	yes — rejecting that principle reopens why answer reconstruction cannot verify a reasoning path	no — the target does not implement route inspection	no — it explains evaluator failure rather than enabling review	no	EX	high	The discrimination account explains why a reviewer can look accurate while accepting invalid reasoning instances.
F106	2	B	yes — high apparent correctness can coexist with poor per-instance discrimination	yes — rejecting the discrimination boundary reopens why conclusion agreement cannot authorize automated review	no — no target interface is used	no	no	EX	medium	The target explains the authority consequence of the production-evaluation gap: apparent accuracy cannot replace discrimination over invalid routes.
F106	2	C	yes — the body says high apparent correctness can coexist with poor discrimination over invalid arguments	yes — rejecting the accuracy-discrimination distinction weakens the account of why good production does not imply good evaluation	no — no automation gate is the source's operating mechanism	no — it is explanatory grounding	no	EX	medium	The target recasts answer production as aggregate success and reasoning evaluation as per-instance discrimination, explaining their separation.
F107	3	A	yes — "you still have to say where the rule stops"	no — the process-versus-outcome oracle distinction stands without the target's broader memory policy	no — the target does not run either verifier	yes — a statable applicability boundary is additionally required before a checked episode can become a transferable rule	no	EN	high	The target supplies the necessary boundary condition that process verification alone does not produce.
F107	3	B	yes — process verification still does not produce a statable boundary and the rule must say where it stops	no — the process-versus-outcome distinction survives rejection of the boundary criterion	no — the target is not the checking path	yes — abstraction into a transferable rule additionally requires a statable applicability boundary	no	EN	high	The target supplies a separate necessary condition for rule abstraction after process verification, not its explanation or operation.
F107	3	C	yes — the source invokes concrete replayable demonstrations and says a statable boundary is still required	no — the outcome-versus-process distinction remains if the boundary rule is rejected	no — the source does not execute through the target's decision procedure	yes — a boundary must additionally be stated before a verified process can become a trustworthy transferable rule	no	EN	high	Boundary-statability is an independent necessary condition beyond process verification for abstraction into a reusable lesson.
F108	4	A	yes — source's specification phase converts observed failures into reusable evaluators	no — it consumes the mining workflow rather than only an explanation of it	yes — changing observation, extraction, calibration, or verifier output changes the optimization pipeline	yes — verifier construction must be completed before safe automated generalization	no — a concrete process produces the needed evaluators	OP	high	Spec mining is the operational workflow that turns comprehension evidence into the checks used by later automation.
F108	4	B	yes — observed failures are converted into reusable evaluators through the target workflow	no — the target is the verifier-construction process rather than the reason comprehension must precede it	yes — changing observation, extraction, or calibration changes what the optimization loop can verify	no — it is the construction path, not an external state	no	OP	high	Spec mining literally implements the specification phase by extracting deterministic checks from understood failure patterns.
F108	4	C	yes — the specification phase and footer invoke spec mining	no — the source's phase-gate rationale is independently stated	yes — observing failures and extracting calibrated deterministic verifiers is the concrete specification workflow	no — the workflow contains its own observation step rather than depending on a separate condition artifact	no — a direct operational relation is present	OP	high	Spec mining is the process that turns comprehension-stage observations into reusable evaluators.
F109	1	A	yes — the four lenses are applied to decide whether a sub-objective belongs in code or an LLM call	no — the four inherited constraints can prune objectives even if another decision procedure is used	yes — changing the heuristics changes representation and enforcement choices	no — this is the decision rule used inside the engineering process	no	OP	high	Codify-versus-LLM heuristics are an operational lever for exercising the codification option within the source's pruned objective space.
F109	1	B	yes — the four lenses and checklist are applied to decide whether an objective subproblem moves into code	no — the four-constraint argument survives a different codification decision procedure	yes — changing the heuristics changes representational-form and enforcement choices	no — objective choice remains possible without this particular checklist	no	OP	high	The target is an operational decision rule for exercising the codification option inside the source's technically pruned objective space.
F109	1	C	yes — designers apply the four lenses and checklist when deciding whether a sub-objective moves into code or remains with an LLM	no — the broader claim that technical constraints prune objective choice survives this particular decision aid	yes — changing the heuristics changes codification choices and therefore enforcement and review fit	no — this is an operational decision rule within the design space	no	OP	high	The target is the concrete decision procedure used to exercise the source's codification lever.
F110	2	A	yes — prose argument has no automatic oracle, so a human judge substitutes	yes — rejecting the verification boundary reopens why judgment cannot be delegated	no — the target is not the adversarial loop's review path	no — it explains the need for the human rather than merely requiring an artifact	no	EX	high	The target explains why the missing prose verifier has to be reconstructed through human judgment.
F110	2	B	yes — the human must remain the judge where prose has no automatic oracle	yes — rejecting verification as the automation boundary reopens why the filter must stay human-authoritative	no — the target is not a component of the adversarial loop	no	no	EX	high	The verification-boundary principle explains why an oracle-poor prose workflow needs a human judge to reconstruct the filter.
F110	2	C	yes — human judgment is made load-bearing because prose lacks an automatic verifier	yes — rejecting the verification boundary would reopen why the filter must remain human-judged	no — the target does not operate the adversarial loop	no — it is explanatory grounding	no	EX	high	The lack of a cheap prose oracle explains why the reconstructed filter cannot safely delegate final judgment.
F111	3	A	yes — "shared callable interfaces may support that coverage"	no — rejecting unified-call refactoring does not reopen the graded-coverage theory	yes — changing name dispatch or the common callable interface changes the claimed neural-symbolic mapping	no — reflective coverage can be achieved through other mappings	no	OP	high	The target supplies a concrete interface-level transfer path across neural and symbolic implementations while leaving authority and lineage separate.
F111	3	B	yes — shared callable interfaces may support coverage and the target supplies one interface-level mapping	no — unified dispatch does not explain why reflective coverage is graded	yes — changing name-based hybrid dispatch requires reviewing whether it still supplies the claimed cross-form mapping	no	no	OP	medium	The target is a concrete interface path across neural and symbolic implementations, while coverage, authority, and lineage remain separate obligations.
F111	3	C	yes — shared callable interfaces are said to support coverage but explicitly not establish it	no — the graded-coverage argument survives rejection of unified calling	no — no llm-do dispatch path is required by the coverage criterion	no — the source explicitly treats the interface as optional and insufficient	yes — supporting interface example with separate authority, lineage, and causal-connection obligations	OTHER	high	Unified calling is one cross-form mapping affordance, not an explanation or requirement for reflective coverage.
F112	4	A	yes — source uses the gradient to locate llm-do's neural-to-symbolic movement	no — the gradient does not explain why llm-do's shared calling convention works	no — it is not the interface that performs or preserves refactoring	no — llm-do can have a stable interface without adopting this taxonomy	yes — the relation is classification and conceptual placement	OTHER	high	The target supplies a scale on which the compared implementation moves; it neither causes nor implements that movement.
F112	4	B	no — the gradient is used to situate movement, not as an operative mechanism	no — it does not explain the stable interface or the systems' persistence differences	no — the source does not execute the gradient as a control path	no — the comparison works without the taxonomy being available	yes — placement and classification framework	OTHER	high	The target locates llm-do's neural-to-symbolic movement on a verification scale but does not produce that movement.
F112	4	C	yes — the target names the gradient inline and in the footer	no — revising the gradient taxonomy does not alter llm-do's stable calling interface	no — the gradient itself does not move or refactor a component	no — llm-do can operate without the taxonomy being available	yes — the relation is conceptual placement on a comparison axis	OTHER	high	The target situates llm-do's implementation movement but does not produce that movement.
F113	1	A	no — a minimum vocabulary is not used to produce the conjecture's recognition claim	no — rejecting the minimum-set optimization leaves the source's conjecture and naming argument intact	no — no interface, behavior, or control path is implicated	no — the target is not required before conjecture or naming works	formalizes the naming observation as an observer-specific vocabulary optimization	OTHER	high	The target is a downstream reframing of the source's naming insight, not its explanation, operating path, or enabling condition.
F113	1	B	no — the target does not perform the conjecture or recognition act	no — rejecting the vocabulary optimization leaves the source's general account of conjecture intact	no — no conjecture control path depends on the target	no — a conjecture does not require a minimum viable vocabulary	downstream application — it optimizes a vocabulary using the source's naming-cost principle	OTHER	high	The target is a downstream specialization of the source's naming insight, not an explanation, operating path, or prerequisite of conjecture itself.
F113	1	C	no — the vocabulary optimization is not used in producing the conjecture's dual act	no — rejecting minimum viable vocabulary leaves the conjecture and abstraction-depth argument intact	no — no conjecture interface or behavior depends on the target	no — conjecture does not require this later vocabulary formulation	application that reframes naming-cost amortization as observer-specific vocabulary selection	OTHER	high	The target develops a downstream optimization from one implication of the source rather than explaining or implementing the source claim.
F114	2	A	yes — unequal selection pressure motivates a stronger maintainability oracle	yes — rejecting the underselection conjecture reopens the entire oracle-design motivation	no — the target is not an oracle architecture used by the pilot	no — it is the motivating causal principle, not an enabling input	no	EX	high	The target explains why maintainability can drift despite a generator already capable of producing it.
F114	2	B	yes — the starting conjecture is that weakly discriminated qualities are underselected	yes — rejecting selection asymmetry removes the main rationale for a maintainability oracle	no — the target is not an oracle implementation	no	no	EX	high	The target supplies the selection mechanism that motivates the entire maintainability-oracle investigation.
F114	2	C	yes — the first paragraph names the target as the starting conjecture	yes — rejecting unequal selection pressure invalidates the motivation for a stronger maintainability oracle	no — the target is a selection principle, not a proposed oracle architecture	no — it explains the problem rather than supplying a prerequisite	no	EX	high	The target explains why maintainability loses selection pressure even when the generator can produce maintainable candidates.
F115	3	A	yes — "repetition with a stable interface, the same signal spec mining uses"	no — the ADR's need for a scripts tier does not rest on the target's causal thesis	yes — changing the repeated-pattern extraction rule changes the adopted script-promotion signal	no — scripts can accumulate without promotion and the target rule	no	OP	high	The ADR directly adopts spec mining's observe-stability-then-codify rule as the operational trigger for promoting a script.
F115	3	B	yes — the ADR adopts repetition with a stable interface as the same signal spec mining uses	no — the scripts-tier decision remains justified without spec mining's stochastic-behavior account	no — the target's extraction workflow is not run by the ADR's promotion process	no	analogous promotion heuristic borrowed from a different transition	OTHER	high	Moving an existing symbolic script into a packaged command reuses spec mining's stability signal but is not itself behavior-to-spec codification.
F115	3	C	yes — the decision adopts recurrence with a stable interface as the same signal spec mining uses	yes — rejecting repeated stable behavior as a codification signal would reopen the promotion rationale	no — the ADR is not coupled to a spec-mining tool interface	no — it explains the chosen signal rather than standing as a separate prerequisite	no	EX	medium	Spec mining explains why repeated unchanged core logic is evidence that an ad hoc script is ready for durable command promotion.
F116	4	A	yes — the symbolic scheduler precomputes known work outside bounded calls, matching the target's single-step pattern	no — frontloading does not explain the select-call model as a whole	no — changing substitution or inlining does not change the model's scheduler-call interface	no — a select-call loop can operate without frontloading any particular value	yes — the relation is special-case-to-generalization	OTHER	medium	Frontloading is a one-step instance subsumed by the iterative model, not a dependency or mechanism that produces the whole model.
F116	4	B	yes — known work is precomputed and inserted into a bounded call	no — the target's relevant role is the single-step operation generalized by the loop	yes — changing precomputation or handoff changes prompt assembly and scheduler state flow	no — it is the operative path rather than a separate condition	no	OP	high	Frontloading is the literal one-step scheduler action that removes already-solvable work before a bounded LLM call.
F116	4	C	yes — the footer explicitly identifies frontloading as the single-step case	no — the iterative scheduler model does not depend on frontloading's theoretical account	yes — precomputing known work outside a bounded call is a concrete select-and-call operation	no — frontloading is the operative special case rather than a prerequisite	no — a direct operational relation is present	OP	high	Frontloading is the one-step scheduling path that the orchestration loop generalizes.
F117	1	A	no — soft degradation describes the constraint rather than performing frontloading	yes — rejecting pre-limit degradation would reopen why frontloading is constitutive before token exhaustion	no — an existing frontloading implementation could remain unchanged	no — it explains the saving rather than supplying an antecedent resource	no	EX	high	The soft-bound account explains why removing volume, complexity, and interference improves a later call even below the hard token limit.
F117	1	B	no — the target explains the constraint frontloading relieves rather than precomputing anything	yes — rejecting soft degradation before the hard limit would reopen the source's constitutive context-saving argument	no — no frontloading interface follows from the degradation account	no — frontloading can still reduce repeated cost even if the soft-bound thesis is revised	no	EX	high	The target supplies the general causal reason that removing volume, complexity, and interference matters before token overflow.
F117	1	C	no — soft degradation is not an operation performed by frontloading	yes — rejecting degradation across volume, complexity, and interference would reopen why precomputation matters before the hard token limit	no — the target defines no frontloading interface or control path	no — it is the causal cost account, not a separate enabling condition	no	EX	high	The soft-bound account explains the context-capacity loss that frontloading avoids.
F118	2	A	yes — repetition is one implementation of automated recovery in soft-oracle domains	no — the need for a recovery layer is independently established	yes — changing the amplification and decorrelation procedure changes recovery behavior and cost	no — the target is the recovery path rather than a separate condition	no	OP	high	Error-correcting repetition is a concrete process for turning weak detection into more reliable correction.
F118	2	B	unclear — repetition is named only as one possible soft-oracle recovery implementation	no — the recovery taxonomy does not rely on the target's explanatory claim	yes — changing amplification behavior changes that proposed automated recovery path	no	no	OP	medium	Error correction is a concrete, though optional, process for turning weak detection into reliable corrective recovery.
F118	2	C	yes — the body invokes the amplification condition and the footer names repetition as a recovery implementation	no — the incompleteness argument survives without this particular recovery method	yes — changing repetition, voting, or decorrelation changes the soft-oracle recovery path	no — it is an implementation option	no	OP	high	Error correction is one concrete automated-recovery process that converts weak detection into more reliable correction.
F119	3	A	yes — "partial evaluation applied to instructions"	no — rejecting the context-saving explanation leaves the surveyed injection mechanisms factually present	yes — changing precomputation and insertion changes whether configuration injection realizes the cited mechanism	no — always-loaded context mechanisms do not require frontloading generally	no	OP	medium	The target supplies the precompute-and-insert operation that build-time configuration injection performs.
F119	3	B	yes — build-time template expansion and resolved configuration are called partial evaluation applied to instructions	yes — rejecting frontloading's context-saving account reopens the rationale for configuration injection before the call	no — the target is a general operation, not one harness's configuration interface	no	no	EX	high	Frontloading explains why pre-resolving installation values saves live execution context.
F119	3	C	yes — configuration injection is described as pre-computing static parts before the agent sees them	no — the catalogue of ambient surfaces survives rejection of the context-saving claim	yes — changing the precompute-and-insert path or validity behavior would require reviewing configuration injection's operational fit	no — the target is the path itself rather than an external condition	no	OP	high	Frontloading is the literal operational process used by build-time and session-start configuration injection.
F120	4	A	yes — source explicitly says discovery names a general pattern that lets particulars compose	yes — revising the particular-to-general recognition account would reopen why discovery improves composability	no — no target workflow or component is invoked	no — usable memory can also be produced through other ingress operations	no — the target supplies the explanatory account	EX	high	The target explains how a named general structure makes previously separate accumulated particulars mutually usable.
F120	4	B	yes — the source uses pattern naming to make accumulated particulars compose	yes — revising the general-and-instance account reopens how discovery turns fragments into reusable memory	no — no target procedure or component is invoked	no — it is an explanatory learning account rather than a gate	no	EX	high	The target explains how conjecturing a named general structure supplies a compositional relation among previously isolated particulars.
F120	4	C	yes — discovery is named in the body and its target is cited in the footer	yes — revising pattern recognition and naming reopens how accumulated particulars become composable	no — the target does not perform ingress on artifacts	no — usable ingress need not first load the target artifact	no — an explanatory relation is present	EX	high	The target explains how discovery creates a named general structure through which particulars can compose.
F121	1	A	yes — task-specific state is generated, used, and discarded across tasks	no — the select-versus-state reuse asymmetry can be stated independently of the broader theory	yes — changing discard or persistence policy introduces lifecycle, retrieval, and governance consequences	no — ephemerality is the lifecycle operation itself	no	OP	high	Ephemeral computation is the actual persistence policy that prevents run-state accumulation and avoids its maintenance burden.
F121	1	B	yes — generate, execute, and discard is the lifecycle applied to task-specific run state	no — the reuse-value argument can be made without the target's broader learning framing	yes — persisting instead of discarding run state changes governance and cross-task behavior	no — ephemerality is the chosen lifecycle, not an external condition	no	OP	high	The target gives the literal discard path that avoids accumulation costs on the low-reuse half of the scheduler.
F121	1	C	yes — task-specific artifacts and state are generated, used, and discarded rather than promoted	no — the source's cross-task reuse comparison can be stated independently, though this target explains one side's costs	yes — changing discard, persistence, or reuse behavior changes governance burden and accumulation	no — ephemerality is the lifecycle operation itself	no	OP	high	The target is the literal discard lifecycle applied to run-state and the burden selectively reversed for promoted strategies.
F122	2	A	yes — traversal is when staleness gets noticed today	no — the timestamp mechanism has its own dependency argument	no — changing traversal logging does not alter link-and-timestamp detection	no — traversal is not required once proactive detection exists	baseline contrast — the target describes today's incidental detection route	OTHER	high	The target supplies the practice the source aims to precede, not the proposed detection mechanism itself.
F122	2	B	yes — traversal is identified as when staleness is noticed today	no — the timestamp argument does not rely on the logging rationale	no — the proposed make-like detector does not operate through traversal logging	no	current-state alternative and contrast	OTHER	high	The target describes the incidental detection path that the source proposes to precede, not the mechanism of make-like detection.
F122	2	C	yes — the opening says staleness is currently noticed only during rereading or traversal	no — the new link-and-timestamp detector has an independent rationale	no — changing traversal logging does not alter the proposed pre-traversal detector	no — traversal is not required by the new mechanism	incumbent manual path contrasted and superseded	OTHER	high	The target describes today's traversal-time discovery path, which the source proposes to precede rather than use as its mechanism.
F123	3	A	yes — "Every layer of indirection costs context and interpretation overhead"	yes — rejecting that overhead would reopen one of the source's three soft-degradation mechanisms	no — the target is not a context-loading component	no — indirection explains one degradation route rather than being required for soft bounds	no	EX	high	The target explains how mental resolution and dependency depth consume context capacity even far below the hard token ceiling.
F123	3	B	yes — indirection is identified as interpretation overhead within the complexity dimension of the soft bound	yes — rejecting that overhead reopens one stated mechanism of low-token-count degradation	no — the target defines no concrete context-management interface	no	no	EX	high	The target explains how extra resolution dependencies cause silent complexity-driven degradation.
F123	3	C	yes — indirection is named as interpretation overhead within the complexity dimension	yes — rejecting per-read indirection cost would reopen that part of the soft-degradation account	no — no particular templating implementation is assumed	no — it is a causal contributor to the soft bound	no	EX	high	The target explains one way low-token prompts can still consume effective capacity through dependent interpretation work.
F124	4	A	yes — source's compaction strategy reshapes conversation state into a next-stage handoff	no — it uses the handoff rule directly rather than depending on its broader rationale	yes — changing what is stored versus loaded changes recovery context and scheduler behavior	no — compaction is one of three recovery strategies rather than a universal prerequisite	no — a concrete context-loading process is present	OP	high	Goal-directed handoff compression is the operational mechanism by which the bounded conversation sheds raw session history.
F124	4	B	yes — compaction and selective handoff are the recovery strategy used by the source	no — the target supplies the context-control path rather than the diagnosis of bounded scheduling	yes — changing persistence-to-loading selection changes what the next LLM call inherits	no — it is the handoff operation, not a prior condition	no	OP	high	The target literally reshapes stored execution history into a task-fitted next context, reducing conversation-mediated scheduler load.
F124	4	C	yes — compaction is linked to the target in the footer	no — the bounded-scheduler diagnosis survives revision of the handoff rationale	yes — boundary compression and selective loading literally reshape conversation state for the next call	no — compression is the recovery path rather than an external condition	no — a direct operational relation is present	OP	high	The target supplies the operational handoff policy that implements the source's compaction recovery.
F125	1	A	yes — the boundary-statability rule is applied during the abstraction rung	no — the authority ladder remains, but the abstraction operation would need a different gate	yes — changing the criterion changes which trace records become authoritative reusable rules	no — it is the operational abstraction rule	no	OP	high	Stating where a lesson stops is the concrete gate through which a verified instance is abstracted into a bounded rule.
F125	1	B	yes — the boundary-statability gate is applied during the abstraction rung	no — the authority ladder can retain distinct verification and abstraction stages under another abstraction test	yes — changing the gate changes which trace records become general rules	yes — a stated boundary must precede licensed abstraction, but the target also governs the operation itself	no	OP	high	The target is the operational rule and oracle used to turn a verified instance into a bounded transferable lesson.
F125	1	C	yes — the abstract step converts a verified case into a bounded transferable rule	no — the witness ladder still distinguishes maturation rungs if the abstraction criterion is revised	yes — changing the boundary test or abstraction behavior changes what authority the resulting rule earns	no — this is the maturation operation itself	no	OP	high	The target supplies the operational rule by which the ladder's abstract rung generalizes without silently dropping scope.
F126	2	A	yes — the target supplies the mechanism behind the bitter-lesson boundary	yes — rejecting earned-versus-unearned reach reopens what determines whether a codification bet survives scale	no — no target interface or operational path implements codify-and-relax	no — it is an explanatory principle rather than an enabling condition	no	EX	high	The target explains which property scale tests while leaving the source's lack-of-foresight claim intact.
F126	2	B	yes — a codification is a reach claim that scale later tests	yes — rejecting earned versus unearned reach reopens what determines the bitter-lesson outcome	no — no target process is operated	no	no	EX	high	The target supplies the causal account of the boundary that codification and relaxing are used to navigate.
F126	2	C	yes — the body treats every codification as a bet whose fate scale later reveals	yes — rejecting the earned-reach account changes what the bitter-lesson boundary is testing	no — the target supplies no codify-or-relax control interface	no — it is causal explanation	no	EX	high	Unearned reach explains which structures scaling replaces, while the source turns that explanation into a bidirectional decision strategy.
F127	3	A	yes — "observe real failures, specify evaluators, calibrate them, and only then automate"	no — the need for a maintainability oracle does not depend on this phase-order explanation	yes — changing the stage-gate sequence changes the proposed experimental ladder and authority rollout	no — other oracle-construction routes are conceivable	no	OP	high	The target provides the operational sequencing rule used to structure failure collection, calibration, shadow mode, and narrow authority.
F127	3	B	yes — the experimental ladder explicitly takes its sequencing principle from comprehension before specification and automation	yes — rejecting the phase-gate rationale reopens why the ladder is ordered this way	yes — changing the stage-gate rule requires reviewing the source's oracle-construction workflow and authority progression	no	no	OP	high	The target is an operational evaluation rule that directly structures the source's proposed calibration and automation process.
F127	3	C	yes — the experimental ladder explicitly derives its sequencing from comprehension before specification and automation	no — the maintainability-oracle design problem persists if that sequence is rejected	yes — changing the phase order would require revising the ladder, shadow-mode timing, and authority grants	no — it is an operational sequencing rule, not a separate resource	no	OP	high	The target supplies the operational phase gate instantiated by the proposed oracle-construction workflow.
F128	4	A	yes — source invokes oracle-bounded warrant to limit unattended criticism	yes — revising the oracle-domain account would reopen why judgment-heavy validation cannot safely run autonomously everywhere	no — the target is not the critic, gate, or validator itself	yes — unattended criticism requires an oracle whose warranted domain covers the candidate	no — the target supplies the causal governance account	EX	high	The target explains why criticism may be a valid route yet still require human authority outside the evaluator's warranted domain.
F128	4	B	yes — the oracle-domain account is used to bound unattended criticism-based validation	yes — revising the warrant boundary reopens why criticism reliability limits autonomous use	no — the target does not implement a validation route or gate	unclear — adequate oracle coverage is required for warranted use but not for theory-mediated learning itself	no	EX	medium	The target explains why a judgment-heavy criticism route can warrant autonomy only over candidates its oracle can discriminate.
F128	4	C	yes — the cost section and footer invoke the target	yes — revising the oracle-domain account reopens why criticism is bounded for unattended use	no — the target is not itself a validation component	yes — the available oracle must cover the candidate domain at the required confidence	no — an explanatory relation is present	EX	high	The target explains why judgment-heavy criticism warrants autonomy only within a sufficiently discriminated domain.
F129	1	A	yes — the source directly operates on the target model's state K and select logic	no — the persistence claim is built over these components rather than explained by a separate causal theory	yes — changing their interface or allocation changes which state and strategies can persist	no — they are operating components, not antecedent conditions	no	OP	high	The bounded-context model supplies the literal scheduler components whose opposite cross-task persistence economics the source assigns.
F129	1	B	yes — the source directly operates on the target's explicit state K and select control logic	no — the persistence asymmetry is argued from reuse value once the components exist	yes — changing the state or selection interface would require re-evaluating lifecycle placement	no — the model supplies the operating decomposition rather than a prior condition	no	OP	high	The target provides the scheduler components and control loop whose two symbolic halves the source assigns opposite persistence policies.
F129	1	C	yes — the scheduler maintains K and executes select and call as the architecture the source analyzes	no — the opposite persistence economics are an additional claim about these parts, not an explanation supplied by the model alone	yes — changing K, select, or state progression would require rechecking the proposed lifecycle split	no — these are the operating components rather than conditions outside them	no	OP	high	The target provides the literal scheduler and state decomposition whose two halves receive different persistence policies.