From Agent Memory to Portable Skills epistemic report

Type: agentic-system-analyses/types/agentic-system-epistemic-report.md

Source-and-claim boundary

The question is whether the described NAMS skill builder produces warranted procedural knowledge, rather than merely retained instructions with provenance. This is the subsystem-only, document-grounded boundary in boundary; source identity and layers are in its Source register. SRC-1 supplies doctrine/design and attributed operation, not inspected implementation or execution. The article body and captions at article.html were read directly; the supplied runtime is corroborating analysis, not additional execution evidence.

The material claims are RT-CLM-admission-controls, EPI-CLM-actionable-knowledge, and EPI-CLM-graph-validity. The assessed routes cover initial generation, gates, pending retention, human review, delivery, contradiction flags and repair. Upstream extraction and downstream host execution remain excluded as in the boundary. No system-complete negative about NAMS follows.

Entry point or operation Source path Coverage Inspection basis and limit
HTTP, MCP, dashboard triggers; scope and snapshot SRC-1, article.html, “Distilling a Skill” and pipeline RT-RTE-skill-distillation Direct document read plus supplied runtime; no frozen dispatch, hooks or registered-tool implementation exists to inspect. Path equivalence and bypass exclusion cannot be proved.
Consolidation, topology, thin-scope prose SRC-1, article.html, “AIP Procedure Graphs” and pipeline RT-OBJ-procedure-graph, RT-RTE-skill-distillation Direct read; deterministic is a design attribution, not an inspected semantic transformation.
Synthesis and source checks SRC-1, article.html, pipeline EPI-RTE-source-check, EPI-OBJ-claims Direct read; no prompt, model output or entailment test supplied.
Quality checks and withholding before persistence SRC-1, article.html, pipeline EPI-RTE-quality-check, EPI-RTE-pending-admission Direct read; metric definitions, failure artifacts and prose validation unresolved.
Review, publication, Claude Code/MCP/REST delivery SRC-1, article.html, review and delivery RT-RTE-review-delivery, RT-BAP-skill-consumption Direct read; no review rubric, accepted instance or consumer trace.
Drift query and governance UI SRC-1, article.html, governance RT-RTE-drift-check Direct read; status contrast is specified, but schedule, withdrawal and downstream enforcement are not.
repairStep, merged/deleted sources, refusal, supersession SRC-1, article.html, repair RT-RTE-step-repair Direct read; patch release and re-review policy unresolved.
AIP comparison and future selection/editing SRC-1, article.html, “What AIP Proposes” and “Try It Today” EPI-CLM-graph-validity Direct read; linked paper is excluded. Planned selection/editing is not a current route.

Missing implementation prevents enforcement guarantees and a concrete input-to-output code deduction. Missing memory/skill instances prevent individuating actual propositions or deciding whether synthesis preserves, entails or extends them. Missing review decisions prevent establishing acceptance of any actual ampliative claim. Missing host traces prevent activation and transfer conclusions. Missing experimental artifacts prevent causal attribution to NAMS or its components. These are separate limits, not evidence that the described routes do not exist.

Epistemic-object inventory

Object ID Candidate truth-apt content or none Claimed role Evidence source ID and local anchor Gap/limit
EPI-OBJ-scoped-memory Reports of decisions, calls, results and entities; actual propositions not determinable see record SRC-1, article.html, pipeline Historical report accuracy and extraction fidelity untested.
RT-OBJ-procedure-graph Trace-derived ordering and bindings can assert what happened; branch instructions are policy see record SRC-1, article.html, “AIP Procedure Graphs” No graph instance, formal semantics or checked entailment.
EPI-OBJ-claims Model-written claims; particular truth-apt units not determinable see record SRC-1, article.html, synthesis paragraph No generated claim supplied. Source references alone do not establish support.
EPI-OBJ-step-annotations Names, descriptions and completion criteria; prescriptions need not be truth-apt see record SRC-1, article.html, synthesis paragraph Cannot separate factual descriptions from policy choices in absent output.
RT-OBJ-skill-package Mixed claims, instructions and provenance see record SRC-1, article.html, “What Distillation Produces” Container is not an additional epistemically accepted object.
RT-CMP-llm Particular distributed-parametric content not determinable see record SRC-1, article.html, synthesis paragraph Parameters, training provenance, version and endpoint mutability uninspected.

Authority-route ledger

Each row is a consequential function, not a second declaration of its cited route. Repeated route citations split functions inside a valid supplied container. All statuses concern this frozen document; reported availability does not raise them to implemented or observed. “Unknown source warrant” means fidelity or truth of imported reports was not established, not that provenance is absent.

Route ID Route function Architectural status Object/candidate ID Content/update relation Transition or check target Evaluator/condition and domain Activation and timing Possible or observed result Implemented force Epistemic authority and scope Operational authority: behavior permitted, blocked, or changed Behavioral-authority path: consumer, channel, force, horizon Evidence source ID and local anchor Claim IDs or none Mismatch marker or none Gap/limit
RT-RTE-skill-distillation content transformation doctrine only EPI-OBJ-scoped-memory truth-apt transformation: acquisition/import Scoped conversations to selected snippets Scope resolver and snapshot protocol; conversation membership and settled extraction Before synthesis; no activation observed Claimed bounded, redacted input None verified Unknown source warrant; provenance is retained in design Limits what synthesis receives Synthesis endpoint; snippets; input restriction; one synthesis call SRC-1, article.html, pipeline RT-CLM-admission-controls none 400-snippet cap may omit relevant evidence; selection details unknown.
RT-RTE-skill-distillation content transformation doctrine only RT-OBJ-procedure-graph truth-apt transformation: indeterminate Traces to clusters, ordering and branches Deterministic outcome clustering/topology derivation, described but not inspected Before synthesis Claimed patterns, anti-patterns and graph, or prose fallback None verified Recorded succession does not establish necessary dependencies or transfer Selects reusable procedure structure Synthesis/validators; graph; constraining; current and retained product SRC-1, article.html, graph and consolidate stages EPI-CLM-graph-validity deterministic is not entailed Could reshape observations or infer a new general procedure; code and example needed to decide.
RT-RTE-skill-distillation content transformation doctrine only EPI-OBJ-claims, EPI-OBJ-step-annotations truth-apt transformation: indeterminate Snippets to claims and annotations LLM, scoped snippet context; content semantics opaque Single synthesis stage Claimed source-bearing text None verified Candidate generation only Proposes instructions and completion criteria for gates/reviewer Worker and reviewer; returned text; proposal; pending product SRC-1, article.html, synthesis paragraph EPI-CLM-actionable-knowledge cited does not mean entailed Reshaping, derivation and ampliative conjecture remain alternatives; non-entailment is not evidenced. Policy text may instead be non-truth-apt.
EPI-RTE-source-check check/evidence production doctrine only EPI-OBJ-claims no content change Presence of sources and reference existence in actual subgraph Service source filter and worker lookup; existence domain Before return and after synthesis Missing source or reference discrepancy None verified; described software gate At most source presence/existence, not truth or entailment Supplies a failure signal to disposition Service/worker; check outcome; constraining in design; current candidate SRC-1, article.html, synthesis paragraph RT-CLM-admission-controls none Disposition of an invalid worker reference is not specified.
EPI-RTE-source-check disposition/acceptance doctrine only EPI-OBJ-claims no content change Unsourced claim to dropped candidate Synthesis service; absence of source Before leaving service Claimed claim removal None verified; described enforcing filter Rejection for missing provenance, not positive epistemic acceptance Blocks unsourced claim return Worker; filtered response; enforcing in design; this synthesis SRC-1, article.html, synthesis paragraph RT-CLM-admission-controls none Does not test cited source truth.
EPI-RTE-quality-check check/evidence production doctrine only RT-OBJ-skill-package, RT-OBJ-procedure-graph no content change Grounding, recurring-pattern coverage, coherence, schema/spec, PII, separable procedures Software checks; grounding >0.9 and coverage >0.6 as described; other definitions opaque Before persistence Claimed pass/fail or split suggestion None verified Schema validity is limited to encoded shape; other semantic license not determinable without metric definitions Supplies initial admission result Distiller; gate outcomes; constraining in design; initial candidate SRC-1, article.html, gates paragraph RT-CLM-admission-controls none These checks do not document task replay, causal testing or transfer evaluation.
EPI-RTE-pending-admission disposition/acceptance doctrine only RT-OBJ-skill-package no content change Checked candidate to withheld scope or pending skill Distiller consumes initial gates; software veto After gates, before write Claimed withholding or permission to persist None verified; described enforcing gate Operational admission for review, not accepted knowledge for arbitrary tasks Blocks failed scope; permits pending write Neo4j writer; gate result; permissive/enforcing in design; initial persistence SRC-1, article.html, gates and persist stages RT-CLM-admission-controls none No rollback/failure transaction details.
RT-RTE-skill-distillation retention doctrine only RT-OBJ-skill-package, RT-OBJ-procedure-graph no content change Candidate to pending subgraph/package Neo4j persistence after gates Before human review Claimed retained content and grounding links None verified Evidence-linked retention is not acceptance or post-acceptance integration Makes pending content available to reviewer Reviewer; stored graph/package; evidential/advisory; later review SRC-1, article.html, persist stage EPI-CLM-actionable-knowledge none GROUNDED_IN edges are created before human approval.
RT-RTE-review-delivery disposition/acceptance doctrine only RT-OBJ-skill-package no content change Pending skill to approved or rejected Human follows steps and evidence; exact acceptance rubric not supplied After pending persistence Claimed approval/rejection None verified; described human veto Evidence-consuming review is described; no actual claim acceptance against a named substantive criterion established Approval permits publication, rejection blocks it in design Publisher; review state; permissive/enforcing in design; initial publication SRC-1, article.html, review RT-CLM-admission-controls publication is not universal truth warrant Human judgment may add substantive evaluation, so source checks are not necessarily the only review; depth remains unknown.
RT-RTE-review-delivery operational admission/selection/consumption doctrine only RT-OBJ-skill-package no content change Published package to later host Host interpretation; published state is documented condition Later sessions/invocations Claimed loading/fetching None verified Delivery carries no new truth warrant Gives a host instructions; no tool permissions or compliance guarantee see RT-BAP-skill-consumption SRC-1, article.html, delivery EPI-CLM-actionable-knowledge none No executed consumer decision or observed benefit.
RT-RTE-drift-check check/evidence production doctrine only RT-OBJ-procedure-graph no content change Step expectStatus versus current grounded ToolCall status Program comparison in named status domain Governance schedule unspecified Claimed contradicted flag None verified; described flag only Narrow counterevidence to expected status; not a causal diagnosis or general invalidity proof Makes issue visible; automatic blocking not established Governance UI/reviewer; flag; advisory; later governance SRC-1, article.html, contradiction drift EPI-CLM-graph-validity none Existing edges can coexist with contradiction. No documented revocation consumer.
RT-RTE-step-repair lineage/freshness/recovery doctrine only RT-OBJ-procedure-graph truth-apt transformation: indeterminate One step re-grounded to survivors; deleted sources dropped Source traversal and graph revalidation On single-step drift; trigger owner unspecified Claimed bounded patch None verified Restored lineage does not establish source truth or restored tool success Changes one step's grounding and supersedes version Reviewer/later resolver; patch and diff; proposed replacement; later use SRC-1, article.html, repair RT-CLM-admission-controls none Could preserve meaning or change support; no patch instance or semantic check.
RT-RTE-step-repair disposition/acceptance doctrine only RT-OBJ-procedure-graph no content change Salvageable patch versus no surviving grounding Repair mechanism; surviving sources and graph revalidation During repair Claimed supersession or refusal/full re-distill flag None verified; described refusal Lineage/structural admission only; no established semantic acceptance Refuses unsupported repair; permits patch path Reviewer/version store; patch or escalation flag; permissive/enforcing in design; subsequent version SRC-1, article.html, repair RT-CLM-admission-controls none Initial gates, patch human approval, withdrawal and loaded-copy invalidation unresolved.

No separate lifecycle-integration route is established by the document: pending evidence linkage precedes review, and publication is operational availability. This does not exclude unreported post-acceptance integration. No direct adaptation of the distiller's own policy or model parameters is established; skill repair changes an external instruction product. The status is bounded by SRC-1's article contents, not a negative finding about opaque services.

System-claim versus route comparison

Claim ID Claimed operation or warrant Claim source ID/anchor and evidence layer Doctrine/design support Implemented route IDs Observed-run support Causal support and design limits Supported conclusion Mismatch/unknown
RT-CLM-admission-controls see record SRC-1, article.html, pipeline/review; doctrine/design see record; checks and disposition separated above None inspected; described EPI-RTE-source-check, EPI-RTE-quality-check, EPI-RTE-pending-admission, RT-RTE-review-delivery None supplied No path equivalence, gate accuracy or review-effect experiment Explicit source, structure, quality and human publication controls are declared Source existence is narrower than claim justification; patch review coverage unknown.
EPI-CLM-actionable-knowledge see record SRC-1, article.html, introduction and product; doctrine/design Source-grounded artifacts plus later loading described None inspected; described RT-RTE-skill-distillation, RT-RTE-review-delivery None supplied No replay or transfer test; no actual accepted claim Candidate procedural instruction construction, evidence-linked retention and reviewable delivery Actual production of warranted ampliative knowledge or improved capacity is not established.
EPI-CLM-graph-validity see record SRC-1, article.html, governance and AIP; doctrine/design and reported operation Status check, bounded repair and schema validation described None inspected; described RT-RTE-drift-check, RT-RTE-step-repair Article reports another study, not supplied NAMS runs AIP numbers are secondhand; treatment/setup unavailable; no isolated NAMS component effect Addressable graph representation permits declared local checks and repair Whole-skill validity, explanation, transfer and automatic withdrawal exceed the specified check domain.

Bounded conclusion

NAMS is described as acquiring workspace reports with source identities, reshaping or inferring a procedure, generating model-written claims/annotations, and retaining a pending evidence-linked skill. Source warrant is unknown: provenance is described, but upstream factual accuracy and extraction fidelity are not checked here. Without actual inputs/outputs or implementation, no new proposition can be classified as a checked entailed derivation or a demonstrated ampliative conjecture. Determinism of topology generation does not settle either classification. See RT-RTE-skill-distillation and the distinct parts EPI-OBJ-claims and EPI-OBJ-step-annotations.

The declared gates license narrower actions than “knowledge” can suggest. Source checks license provenance presence/existence; grounding and coverage thresholds license passage under unspecified metrics; schema checks license structural conformance; PII checks target disclosure, not truth. These feed an enforcing-in-design pre-persistence gate for a review candidate, not a demonstrated acceptance decision for a true general procedure. Human evidence inspection can approve publication or reject it, but its substantive acceptance criterion and any actual accepted claim are unavailable. Evidence links made while pending are not post-acceptance lifecycle integration. See EPI-RTE-source-check, EPI-RTE-quality-check, EPI-RTE-pending-admission and RT-RTE-review-delivery.

The status-drift route has a genuine distinct target: an expected/current ToolCall status discrepancy, even when citations survive. Its recorded flag does not establish withdrawal or repair consumption. Repair can refuse a step with no surviving grounding, or produce a bounded superseding patch; neither lineage repair nor schema revalidation establishes restoration of task success. Tool changes, data changes and policy changes remain competing explanations for a failure. See RT-RTE-drift-check and RT-RTE-step-repair.

The later behavioral channel is a published package interpreted by a host, not a demonstrated universal graph executor. It can guide later action across sessions, but delivery, activation and benefit remain distinct; no supplied trace closes the latter two. Trace-fed persistence supports a declared instruction-maintenance mechanism, not demonstrated future-capacity improvement. Parameter learning is independently uninspected in RT-CMP-llm. Step addressability does not establish a formulated explanatory theory: each theory-builder condition remains independently unestablished on the supplied artifact-free evidence, as qualified in RT-RTE-step-repair. The represented aspects are backing memory/status, not a demonstrated self-representation of this builder's method; reflection of the builder is unresolved. Human publication veto limits autonomous release, while other internal roles are computational in doctrine. No live self-update of the distiller's own behavior-determining organization is traced, and no exercised self-improvement or successful improvement is established. These conclusions are independent, not one system-wide score.

Shared records

Operative objects

EPI-OBJ-scoped-memory

Label: Scoped memory inputs

Source-native identity: scoped decisions (:AgentStep), :ToolCall records, touched entities, messages, observations and reflections. Symbolic node identities and status fields are consumed by scope/topology/check programs; natural-language reasoning and messages are consumed by synthesis and reviewers. Substrate: input workspace graph in Neo4j; selected redacted snippets cross to synthesis. This is an input object, distinct from the output RT-OBJ-procedure-graph and RT-OBJ-skill-package; no input counterpart was declared in the supplied runtime. SRC-1, article.html, pipeline. Particular factual content, historical authenticity and ontology extraction fidelity are not inspectable.

Its raw inputs come from all three memory types: recorded decisions (:AgentStep nodes with reasoning, action, and result), the tool calls each decision made (:ToolCall nodes with tool name, input, output, and recorded status), the entities those conversations touched, and the surrounding messages, observations, and reflections. --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

EPI-OBJ-claims

Label: Skill claims

Part of: RT-OBJ-skill-package

Source-native identity: the skill's model-returned claims with source references. Natural-language candidate assertions with symbolic source IDs; retained within Neo4j skill/package content in the design. Distinct from step names and completion criteria because assertions require truth support, whereas prescriptions can alter behavior without asserting a truth. Particular propositions and their preservation/entailment are not determinable. SRC-1, article.html, synthesis paragraph; minimum passage is supplied by RT-RTE-skill-distillation. The supplied container remains valid; no supersession is needed.

EPI-OBJ-step-annotations

Label: Step annotations

Part of: RT-OBJ-skill-package

Source-native identity: names, descriptions and completion criteria returned by synthesis. Natural-language text interpreted by human reviewers and host models; stored with the skill/package in Neo4j as described. Different consumer role from factual claims: it can name steps or prescribe what counts as done. A factual description might be truth-apt, but the capture supplies no annotation instance to classify. SRC-1, article.html, synthesis paragraph; passage in RT-RTE-skill-distillation. Symbolic topology remains RT-OBJ-procedure-graph, not authored by this text route in doctrine.

Routes

EPI-RTE-source-check

Label: Synthesis source checking

Part of: RT-RTE-skill-distillation

Endpoints: model-returned claims/references → synthesis-service source presence filtering → worker subgraph reference check. Owner: service and worker, not the model as authority on node existence. These are computational checks; the service can veto return of a source-less claim. No answer oracle for the correct procedure is supplied. Operating mode is open scoped synthesis, triggered by a scope job, not an experiment. Source existence and presence are the check domain; source truth or semantic entailment is not specified. Guidance is scoped snippets and source IDs; what survives is returned source-bearing claims. This part separates check/filter duties from the parent's generation and retention. SRC-1, article.html, synthesis paragraph; passage and scope limits in RT-RTE-skill-distillation.

  • Immediate return: Claimed filtered claims and checked references; invalid-reference worker return shape uninspected.
  • Later read-back: Surviving claims can enter the retained package for later review/consumption; check transcript retention is uninspected.
  • Delegated visibility: Service sees up to 400 interleaved PII-redacted snippets; worker checks against actual subgraph.
  • Selection predicate: Source presence at service; reference existence in scoped graph at worker.
  • Invalidation or expiry: uninspected — no check-result lifetime or rollback protocol supplied.
  • Activation or effect: Claimed source-less claim removal before return; no exercised filter result supplied.
  • Evidence limits: Doctrine/design only; no code, claim, lookup trace, semantic test or result artifact.
  • implementation conclusion status: claimed
  • operation conclusion status: uninspected

EPI-RTE-quality-check

Label: Initial quality checks

Part of: RT-RTE-skill-distillation

Endpoints: synthesized package/graph → software grounding, coverage, coherence, spec lint and PII checks → gate result/split suggestion. Owner: distiller's gate stage. Model and deterministic stages propose content; this computational check supplies the criterion result, while disposition is EPI-RTE-pending-admission. Grounding must clear 0.9, recurring-pattern coverage 0.6; separable procedures are identified for splitting; graph schema is checked before persistence. Domains differ: reference/coverage measures, procedure coherence, data shape and privacy. Formulas and semantic evaluation procedures are opaque. No independent expected procedure oracle or replay test is provided. Operating mode is initial construction; improvement trigger is requested distillation. SRC-1, article.html, gates paragraph; minimum passage in RT-CLM-admission-controls.

  • Immediate return: Claimed gate result or split suggestion; exact schema uninspected.
  • Later read-back: uninspected — exported grounding/coverage scores are described, but complete check-result or rationale retention is not shown.
  • Delegated visibility: uninspected — gate inputs beyond the candidate, scoped graph and recurring patterns are not specified.
  • Selection predicate: Initial synthesized scope; grounding, coverage, coherence, spec and PII criteria.
  • Invalidation or expiry: uninspected — no result expiry or recheck schedule for these initial gates supplied.
  • Activation or effect: Claimed results feed pending-admission decision; no executed checks supplied.
  • Evidence limits: Threshold definitions, checker code, boundary cases, false positives/negatives and fallback checks unknown.
  • implementation conclusion status: claimed
  • operation conclusion status: uninspected

EPI-RTE-pending-admission

Label: Pending skill admission

Part of: RT-RTE-skill-distillation

Endpoints: candidate and gate results → withholding, split suggestion or permission to persist pending human review. Owner: software distiller; computational veto precedes human publication review. Trigger and proposed change: a scope job proposes a new skill graph/package. Guidance: initial gate criteria, scoped evidence and synthesized procedure. Intended use is admission to review, not an independently warranted solution to future tasks. No expected-answer oracle is supplied. Rejected scopes are withheld; split is suggested rather than automatically demonstrated. Rollback, retry and partial-write recovery are unspecified. Persisted material is the skill and packaged artifact, not a demonstrated acceptance rationale. SRC-1, article.html, gates and persist stages. Minimum passages are in RT-CLM-admission-controls and below.

  • Immediate return: Permission for pending write, or withheld scope/split suggestion as described.
  • Later read-back: Pending content reaches human review; published content can later reach hosts via the parent and review route.
  • Delegated visibility: Reviewer is described as receiving steps and supporting memory; exact failed-gate visibility uninspected.
  • Selection predicate: Initial gate pass versus failure; separable procedures cause withholding and split suggestion.
  • Invalidation or expiry: uninspected — initial pending-state expiry, rollback and rejected-candidate retention are not documented.
  • Activation or effect: Claimed block on failed scopes before persistence; no admitted or rejected instance supplied.
  • Evidence limits: No transaction code, executed gate consumer, bypass audit or published-state enforcement trace.
  • implementation conclusion status: claimed
  • operation conclusion status: uninspected

  • Gates — grounding, coverage, coherence, spec lint, and PII checks; a scope that fails is withheld, not shipped
    • --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

  • Persist — write the skill subgraph and the packaged artifact into Neo4j, pending human review
    • --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

    Claims

    EPI-CLM-actionable-knowledge

    Label: Distillation produces usable knowledge

    Claimed operation: distillation converts workspace experience into portable, provenance-grounded instructions a new agent can load and run; evidence next to the procedure is described as justifying claims. SRC-1, article.html, introduction and “What Distillation Produces.” This is the product/warrant claim, distinct from the admission-control mechanisms in RT-CLM-admission-controls. A source-bearing procedure can be useful without proving its truth, mechanism or transfer; an actual evidence-consuming acceptance decision is not supplied.

    Skill distillation produces knowledge your agents can act on, an artifact they load at runtime, and a governance loop that keeps both honest. --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

    What separates it from a hand-written skill is the evidence shipped next to the procedure: steps grounded in actual tool calls observed from reasoning memory, grounding and coverage scores, and claims linked to the sources that justify them. The skill persists as a subgraph in Neo4j with GROUNDED_IN edges pointing back into the memory that justifies each claim. --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

    EPI-CLM-graph-validity

    Label: Graph-governed validity and improvement

    Claimed operation: keeping grounding and skills together makes validity queryable; schema-bound graph edits support measurable skill improvement. SRC-1, article.html, governance and “What AIP Proposes.” This warrant/benefit claim is distinct from RT-CLM-admission-controls, though its local controls overlap. The operative contradiction check is limited to expected/current tool statuses; its source passage is in RT-RTE-drift-check. Salvageable/no-survivor repair countercases are in RT-RTE-step-repair. These qualify a broad validity reading rather than proving it false. The prose fallback in RT-RTE-skill-distillation also prevents universal graph guarantees.

    A grounded skill is only as good as the memory under it and memory changes over time. Entities merge, policies are updated, and tool behavior shifts. Because a skill and its grounding are graph data side by side, “is this skill still valid?” is a graph query. --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

    The AIP paper frames this as a validity-gated action space: because each node is typed and schema-bound, edits are constrained and checkable — a foundation for structured, measurable skill improvement instead of open-ended prose rewriting.

    --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

    This graph structure measurably helps. In the AIP authors’ own evaluation on SkillsBench, structured skills beat freeform prose by +14.1 percentage points in pass rate (53.3% → 67.4%) and ran ~13% faster (585s → 510s). (Source: AIP, arXiv 2606.04781)

    --- /media/zby/2b5e98b6-baf0-4e97-90d2-03321ea23372/outputs/commonplace-worktrees/batch-22-nams-retry-1/kb/agentic-system-analyses/state/AAS-2026-10-18-from-agent-memory-to-portable-skills-4a509c7732b1-01/sources/article.html

    This is an attributed AIP contrast, not a supplied causal experiment on the NAMS builder, gates, review or repair. It cannot identify their contribution, and outcome differences alone would not establish explanatory warrant for generated claims.