Runtime: current analyses

System Runtime account
LACP LACP runtime baseline: native model/tool execution, host wrappers, sandbox gates, orchestration and change admission at e31f134b689afd6a71d94b0420682d1f528d6fa1.
AgeMem AgeMem runtime baseline: the paper-specified memory action loop, curriculum, control limits and policy updates at the frozen arXiv v1 capture.
trajectory-informed-memory-generation Document-grounded runtime baseline of trajectory-informed memory generation: trajectory processing, admission, alternative retrieval paths and the reported AppWorld consumer.
wikiskill WikiSkill runtime baseline: documented task execution, wiki maintenance, skill proposal and validation rollback at the frozen arXiv v1 capture.
aide2 AIDE2 runtime baseline: documented nested harness search, private-grade admission and forcing routes in the frozen paper capture.
origin Origin runtime baseline: daemon-owned capture, scheduled organization, page admission and later recall at the frozen Wenlan revision.
MiroShark MiroShark runtime baseline: graph-derived setup, synchronized simulation, interviews, report loops and optional external-tool dispatch.
Cortex Cortex runtime baseline: shipped capture, pipeline, retrieval, alternate admission paths and transport controls at a51c2209eb6d26812c19c97aaade3cb64ccfc23c.
RSIAgent RSIAgent runtime baseline tracing benchmark entrypoints, model-authored execution, verification boundaries and learning admission.
llm-wiki-coordination LLM Wiki Coordination runtime baseline: agent-operated dialogue and canon protocols, deterministic audit entry point and enforcement limits at the frozen commit.
Agentic Local Brain Agentic Local Brain runtime baseline: collection, retrieval, mining, wiki admission and installation changes at the frozen source revision.
AgentFly AgentFly's planner–executor invocation, MCP effect paths, case-admission drivers and separate retriever training at the frozen commit.
Ars Contexta Ars Contexta runtime baseline: conversational generation, queue-driven model work, hook effects and approval-based evolution at the frozen commit.
Agno Agno SDK and AgentOS runtime baseline: agent/tool execution, delegation, workflow handoffs, approval, durable dispatch and component admission at the frozen revision.
pal Pal runtime baseline: coordinated knowledge work, direct ingestion, scheduled maintenance, controls and Git synchronization.
claude-obsidian claude-obsidian runtime: host-directed knowledge workflows, transaction admission, retrieval alternatives and lifecycle context at the frozen commit.
SkillRL SkillRL runtime baseline: skill-conditioned environment rollouts, policy fitting, failure-triggered bank admission and offline data production.
AriGraph AriGraph runtime baseline: shipped game decisions, navigation, QA, alternative memory consumers and their control limits at the frozen commit.
llm-project-wiki LLM Project Wiki runtime baseline: model-mediated bootstrap, wiki-first use, source sync, diff ingest and existing-vault repair.
Stash Stash runtime baseline: MCP and CLI memory requests, model-driven maintenance and release admission at d34ed430c4348ef741ef95146b488aea8616f4fb.
AI-Context-OS AI-Context-OS runtime baseline tracing desktop chat, MCP context serving and workspace change admission at the public snapshot.
echel Echel runtime baseline: canonical initialization, legacy work/context execution, verification and scoped change admission at aee36de4d2d1c404fb36e9ad68cc0a920784ee61.
Zikkaron Zikkaron runtime baseline: MCP memory operations, direct SQLite host hooks, compaction replay, instruction installation and evaluation at the frozen source revision.
SAGE SAGE runtime baseline: paired AppWorld rollouts, skill execution, reward-fed policy updates, evaluation and expert-to-SFT admission.
quicky-wiki Quicky Wiki runtime: source-to-graph compilation, query consumption, client mutation and maintenance at cfeecbffce5b6d0f16533b258a1e88edd86f731e.
Apache Maka Apache Maka runtime baseline: Host-admitted model/tool turns, boundary controls, delegated and durable work, and plugin capability admission at the frozen commit.
Synapptic Synapptic runtime baseline: transcript extraction, profile admission, publication, benchmark feedback and optional relay at the frozen revision.
Tracecraft Tracecraft runtime baseline: bucket-backed coordination, session mirroring and shipped change paths at the frozen SDK revision.
arsumbris Arsumbris runtime baseline: documented typed-graph, host and agent routes plus the implemented device-config seeder at the frozen entry-repository boundary.
llm-context-base Runtime baseline of llm-context-base's instruction-driven session, capture, query and maintenance paths at the frozen template revision.
Claude Context Guard Claude Context Guard's installation, session recovery, checkpoint, lesson, audit and hook routes at the frozen source revision.
Synthadoc Synthadoc runtime baseline: queued knowledge compilation, bounded answering, maintenance tool loops and alternate admission paths at the frozen Git boundary.
TheKnowledge TheKnowledge runtime baseline: incremental authorship, durable deposits, retrieval, remote research and instruction admission at the frozen Git boundary.
MemoryOS MemoryOS runtime baseline across JSON libraries, MCP, Playground, ChromaDB and evaluation at the frozen repository revision.
Basic Memory Basic Memory runtime baseline: local note acceptance, deferred materialization, context retrieval and Pi checkpoint loops at the frozen revision.
beever-atlas Beever Atlas runtime: ingestion, wiki maintenance, QA and alternate MCP/control paths at the frozen whole-system boundary.
GMemory GMemory runtime: shipped benchmark invocations, multi-agent action paths, retained-context delivery and automatic admission at the frozen revision.
AI Agents in Depth AI Agents in Depth runtime baseline: context-agent invocation, ablation and executor counterpaths, and bounded retry-policy change admission.
Agent-R Agent-R runtime baseline: environment-driven MCTS, revision-data admission and evaluation at the frozen repository revision.
ByteRover CLI ByteRover CLI runtime: caller-authored knowledge, daemon admission, deterministic retrieval and alternate mutation paths at the frozen repository boundary.
oh-my-pi oh-my-pi runtime baseline: CLI session, model/tool control, delegated contexts and alternate effect/admission paths at the frozen commit
ATLAS ATLAS runtime baseline: shipped chat, extraction, enrichment, MCP and administrative paths at the frozen repository revision.
claude-workstream-kit Claude Workstream Kit runtime baseline: installed instructions, state reload, model-mediated work, guarded rewrites and change admission.
Tardigrade Tardigrade runtime baseline tracing atom invocation, governed and code execution, legacy hosting, recovery and actor admission at the frozen commit.
llmwiki-marimo Runtime baseline of llmwiki-marimo: ingestion, three chat modes, save admission and maintenance at the frozen source revision.
MentisDB MentisDB runtime baseline: memory admission and read-back, alternate transports, extraction, skill admission and release updates at the frozen Rust/Python boundary.
llm-wiki LLM Wiki runtime baseline: external-agent maintenance, CLI/MCP retrieval, scaffolding and forcing routes at the frozen commit.
CocoIndex CocoIndex runtime baseline: incremental indexing, live maintenance, preview, model extraction and shipped retrieval at the frozen revision.
Halo Halo runtime baseline: shipped trace diagnosis, delegation, bounded execution, desktop follow-ups and improvement handoff at b7f8509745d67b499b4e80efe20ea37c03426a74.
Exocomp Exocomp runtime baseline: planner inference, contractor processes, tool effects, operator routes and change admission at the frozen source revision.
CrewAI CrewAI runtime baseline: Crew and standalone Agent execution, mediated tools, Flow control and instruction admission at the frozen revision.
Ecdysis Ecdysis runtime baseline: failure review, adapter-mediated harness editing, score admission and retained-harness inference at the frozen commit.
Decapod Decapod runtime baseline: ephemeral CLI/RPC governance, agent-owned work, context delivery, custody and exact-candidate publication at the frozen repository revision.
smriti-mcp Smriti MCP runtime baseline: caller-driven durable writes, recall, trace consolidation and maintenance at the frozen source revision.
Engraph Engraph runtime baseline: shipped retrieval, vault admission, maintenance and server controls at f9a95bc96accc792c02ee384d9e6bf768a88c8c8.
beads_rust beads_rust runtime baseline: CLI issue lifecycle, MCP requests, JSONL admission, instruction installation and executable replacement at the frozen commit.
cass_memory_system cass_memory_system runtime baseline: context retrieval, reflection admission, caller-assisted onboarding, HTTP tools and host safety hooks at the frozen revision
eigenius Eigenius runtime baseline: asynchronous prose formalization, separate knowledge admission, and effectful program execution at the frozen revision.
LLM-WIKI-MCP LLM-WIKI-MCP runtime baseline: shipped ask paths, deterministic retrieval, model synthesis and local change admission at the frozen revision.
Compound Engineering Plugin Compound Engineering Plugin runtime baseline: host-loaded skills, native implementation, cross-model transactions, shipping and change admission.
exo Exo runtime baseline tracing managed turns, harness alternatives, capability admission and host self-update at the frozen source revision.
Hyperagents Hyperagents runtime baseline: code-editing generations, task evaluation, lineage replay and optional selection/ensemble execution at the frozen revision.
Closure-SDK Closure-SDK current Rust Closure EA runtime: ingestion, corrective feedback, direct memory access, inference and state restoration.
pi-posthorse Pi Posthorse runtime baseline: foreground reset admission, automatic recovery, request guidance and bounded retained-state retrieval at the frozen extension boundary.
incremental-self-improvement Incremental self-improvement's documented probabilistic interpreter, self-modification and reward-rate retention loop in the revised FKI-198-94 capture.
From Agent Memory to Portable Skills Runtime baseline of From Agent Memory to Portable Skills: documented NAMS distillation, gates, review, delivery and bounded repair in the frozen article.
GBrain GBrain runtime baseline: capture admission and publication, MCP controls, context delivery, delegated tool execution and shared-skill revision at the frozen commit.
archie Archie runtime-client baseline: persistent model-role selection and zsh launch paths at the frozen revision.
JEPA-Anything JEPA-Anything runtime baseline: host-model task compilation, deterministic scaffold admission, generated consumers and structural evaluators.
nao nao runtime baseline: analytics chat, delegated and scheduled execution, tool boundaries and context-change admission at the frozen commit.
Sentry Skills Sentry Skills runtime baseline: host-consumed instructions, PR repair helpers, approval-scoped triage and skill change admission.
Graphiti Graphiti runtime baseline tracing episode ingestion, retrieval, shipped consumers, service queues and alternate admission paths at the frozen commit.
Phantom Phantom runtime baseline: channel and durable chat execution, SDK controls, dynamic capabilities and reflection admission at the frozen revision.
harness2 Harness² runtime baseline: shipped sweep, recursive harness editing, execution, selection and change admission at the frozen revision.
ReasoningBank ReasoningBank runtime baseline: shipped web and coding task loops, automatic memory admission and forcing routes.
link Link runtime baseline: local context retrieval, admission, session delivery and maintenance at cc92f3632121b04063b24eaaf3a8c5429eaf2b57.
autocontext Autocontext runtime baseline: scenario generations, task revision, context admission, host execution and model/code improvement at the frozen repository revision.
PrimeScientist PrimeScientist runtime baseline: filesystem-backed research search, benchmark execution, scoring and plan admission at the frozen revision.
MemWiki MemWiki runtime baseline: scaffold and update CLI, host-agent protocol, maintenance requests and their enforcement limits.
xMemory xMemory runtime baseline: shipped construction, hierarchy maintenance, retrieval, answer consumption and evaluation at the frozen Git revision.
CORAL CORAL runtime baseline: coding-agent launch, asynchronous evaluation, feedback, steering and island migration at the frozen commit.
academic-research-skills Runtime baseline of academic-research-skills: host-mediated research stages, screening fan-out, revision admission and bounded verification controls.
ModularRSI ModularRSI runtime baseline: module-library evolution, gated generation admission and later solver consumption at the frozen release.
AI Research OS Workshop AI Research OS Workshop runtime baseline: host-mediated research routing, wiki admission, helper enforcement and downstream consumption.
o-o o-o runtime baseline: local polyglot document updates, external Claude dispatch, library drivers and change admission at the frozen commit.
Instinctual Memory Instinctual Memory runtime baseline: journal consolidation, validated changes, retrieval, host context delivery and alternate maintenance paths.
jaz-evals jaz-evals runtime baseline: configured evaluation, agent adapters, improvement admission and control limits at the frozen parent revision.
DocMason DocMason runtime baseline: host-owned reasoning, canonical ask closure, staged publication and local change admission.
ReframeWeb ReframeWeb runtime baseline tracing bound user input, BAML and Codex execution, task-scoped effects and saved Store admission at the frozen commit.
Atomic Atomic runtime baseline tracing chat, model-authored writes, wiki admission, reports and maintenance at the frozen repository revision.
llm-wiki LLM Wiki runtime baseline: ingestion, retained-content consumption, alternate drivers and incomplete prompt-change admission at the frozen Git boundary.
kgai kgai runtime baseline: foreground decision capture, host nudges, optional model fork, configuration approval, synchronization and editor read-back.
MerchantBench MerchantBench runtime baseline tracing the shipped ReAct/store loop, HTTP controls, alternate clients, hosted evaluation and Hermes launch boundary.
Synto Synto runtime baseline tracing vault production, publication, query, MCP and exported agent instructions at the frozen commit.
SAGE SAGE runtime baseline: signed memory admission, retrieval, host-context hooks and operator-controlled change at e2e0242a421afbd356ed135d7d754a35b0ad5f14.
SwarmWorld SwarmWorld runtime baseline: model planning, authoritative world stepping, human overrides, artifact programs, scenario admission and recorded replay.
OpenWiki OpenWiki runtime baseline: native and host repository generation, personal ingestion, retrieval and change admission at the frozen commit.
Eidetic Eidetic runtime baseline: lifecycle extraction and injection, recall, admission gates, logical-index worker and product updates.
ExpeL ExpeL runtime baseline tracing benchmark acting, reflection, insight admission and evaluation at the frozen Git revision.
context-constitution Context Constitution runtime baseline: declared context selection, memory admission, compaction and delegation without the executing Letta harness.
Letta Code Letta Code runtime baseline: foreground provider/tool turns, durable listener approvals, delegation and executable/configuration admission at the frozen commit.
SkillNote SkillNote runtime baseline: skill admission, host delivery, context hooks and feedback at the frozen source revision.
dense-mem Dense-Mem runtime baseline: authenticated Remember, session intake, bounded recall and automatic and manager-controlled maintenance at bd736450454e237f1ab6d138f4ae9755916d73f6.
pi-self-learning pi-self-learning runtime baseline: host-triggered reflection, memory admission, maintenance and future-turn injection at the frozen extension revision.
Mem0 Mem0 runtime baseline: Python memory and answer loops, direct-write and API controls, hosted delegation and OpenClaw context delivery at the frozen revision.
Memori Memori runtime baseline: Python and TypeScript interception, service-dependent augmentation, and shipped agent-host memory routes.
Napkin Napkin's CLI/SDK retrieval, caller-directed mutations, shipped agent skills and benchmark consumption at the frozen source revision.
KBLaM KBLaM runtime baseline: knowledge-conditioned generation, alternate context routes, dataset admission and adapter training at the frozen research implementation.
MemPalace MemPalace runtime baseline: live capture, later recall, MCP control boundaries, setup admission and delegated task delivery at the frozen commit.
Voyager Voyager runtime baseline tracing Minecraft learning, inference, manual decisions and direct JavaScript execution at the frozen commit.
Meta-n Meta-n runtime baseline: evaluated recursive injections, native and external solving, admission gates and bounded controls.
EchoWiki EchoWiki runtime baseline tracing Obsidian and CLI ingestion, model-directed wiki writes and editable compilation instructions.
CQ CQ runtime baseline: host-led knowledge use, MCP and CLI routes, local fallback, remote review, and optional embedding retrieval.
binder Binder runtime baseline: graph transactions, alternate admission paths and shipped agent callers at e4066d750ac5c6918706f44b12daa261b261106e.
Agent Skills for Context Engineering Source-grounded runtime baseline of Agent Skills for Context Engineering: skill delivery, research admission, router evaluation and selected persistent-context examples.
auto-harness auto-harness runtime baseline: coding-agent improvement loop, three benchmark routes and conditional admission at the frozen Git revision.
nuggets Nuggets runtime baseline: messaging-to-Pi invocation, memory hooks, proactive scheduling and admission limits at the frozen TypeScript revision.
wuphf Wuphf runtime baseline: broker-driven office turns, scheduled tools, model authoring and route-local approval boundaries.
QwenPaw QwenPaw runtime baseline: native request orchestration, tool governance, delegated work, alternative harnesses and capability admission at the frozen commit.
secure-llm-wiki Secure LLM-Wiki runtime: CLI ingestion, model review, write admission, retained-context queries and operator maintenance at dfbc60e37487b61e9a5cbce1271a13576a776d51.
Reflexion Reflexion's task-specific attempt, evaluation and reflection workflows, including alternate strategies and incomplete dependency paths.
IsaacCLupus_mnemosyn_spec Runtime baseline of IsaacCLupus_mnemosyn_spec: proposed unified lifecycle and statically inspected legacy bridge at 0fda14eb33d2fc01a4e3969a9ab487b22c4f9d92.
Hermes Agent Hermes Agent runtime baseline: one-shot invocation, tool-effect controls, delegation, executable extensions and Codex alternate runtime at the frozen commit.
llm-wiki llm-wiki runtime baseline: host-operated compilation, bounded retrieval, delegation, adapter execution and change admission at the frozen revision.
SoL-Pi SoL-Pi runtime baseline: configured extension hooks, fused mutations, log reduction, observation replay, compaction and shipped delegation/visual paths.
semantic-engine Semantic Engine runtime baseline: operator-driven ingestion, embedding, retrieval and alternate display/export paths at the frozen commit.
OpenSage OpenSage's manager-driven execution, delegation, capability admission and alternate runner paths at the frozen repository revision.
OS-Copilot OS-Copilot runtime baseline tracing FRIDAY task execution, repair, capability admission and shipped alternate loops at the frozen revision.
HippoRAG HippoRAG runtime baseline: retained document indexing, graph/dense retrieval, QA, iterative retrieval and MCP entry paths at the frozen revision.
SkillWeaver SkillWeaver runtime baseline: website exploration, Python skill admission, native execution and alternate consumers at the frozen Git revision.
Enoch Enoch runtime baseline: chat actions, durable task execution, governed evolution, adapters and update admission at the frozen application boundary.
llm-wiki llm-wiki runtime baseline: session conversion, backend synthesis, host handoff, retrieval and publication at the frozen commit
prime-agent Prime Agent's Rust model/tool loop, Python execution boundary, delegation and change-admission routes at the frozen commit.
Prove2Me_workspace Prove2Me_workspace runtime baseline: instructed solver, proposal audit and project-upload routes, with executable extraction helpers and external verification limits.
echoes-vault-opencode EchoesVault for OpenCode runtime baseline: restoration, shared writer admission, lifecycle grants and project-runtime installation at the frozen commit.
okf-harness OKF Harness runtime baseline tracing agent-owned wiki work, deterministic retrieval, alternate control paths and change admission at the frozen commit.
Hyalo Hyalo runtime baseline: local CLI work, Pi integration, tidy admission and optional Jev suggestions at the frozen revision.
Tolaria Tolaria runtime baseline: desktop CLI invocation, direct-provider note creation, MCP writes and guidance admission at the frozen revision.
Thalo Thalo runtime baseline: deterministic context selection, shipped Pi synthesis writeback, Git publication and alternate authoring paths.
talorys Talorys runtime baseline tracing owner chat, guarded tools, scheduled work and owner/deployment change paths
EvoOntology EvoOntology runtime baseline: plugin-driven construction, semantic task execution, evaluation and version admission at c94389b764394379086ff25e50d0e0f4396167b4.
REM REM runtime baseline tracing API admission, context retrieval, worker scheduling and consolidation gaps at the frozen revision.
equipa EQUIPA runtime baseline: task execution, provider alternatives, gated product admission and prompt/configuration change paths.
cludebot Cludebot runtime baseline: authenticated chat, memory entry modes, maintenance and dashboard execution at the frozen repository revision.
Tendril Tendril runtime baseline: desktop-to-agent invocation, capability admission, Deno execution and alternate workspace controls.
interview-doc-agent Interview Doc Agent's host-interpreted initialization, dossier maintenance and document-generation routes at its frozen prompt boundary.
sig-releases Sig runtime baseline: declared capture, AI-provider, sharing, skills and telemetry paths in its public release documentation.
Signet Signet runtime baseline: Pi context delivery and capture, bounded Dreaming maintenance, and alternate admission and executor paths.
Agent S Agent S runtime baseline: S3 desktop and coding execution, historical hierarchy, experience admission and offline rollout selection.
gnosis Gnosis runtime baseline: repository-local CLI, doctrine delivery, retrieval, admission and maintenance at the frozen commit.
AutoSci AutoSci runtime baseline: prompted research, wiki producers and consumers, browser and scheduled writers, and optional Hiera execution at the frozen commit.
Spacebot Spacebot runtime baseline: conversational execution, delegated workers, autonomous epochs, context control and change admission at the frozen revision.
WikiSkill WikiSkill runtime baseline: host-driven work requests, native handoffs, feedback admission and two research execution paths.
meta-harness Meta-Harness runtime baseline: reference harness search, task execution and the experimental Harbor evaluation loop.
Company Brain Company Brain's Slack turn loop, alternate execution paths, local controls and change admission at the frozen worker revision.
supermemory Supermemory runtime baseline: public middleware, tool loops and MCP admission paths, with the memory engine opaque.
Dynamic Cheatsheet Dynamic Cheatsheet runtime baseline tracing generation, curation, retrieval, execution and benchmark continuation at the frozen source revision.
Swamp Swamp runtime baseline: external-agent launch, typed behavior and workflow execution, approval, extension admission and repository review at the frozen commit.
WeKnora WeKnora runtime baseline tracing agent turns, RAG, tool controls and skill-image admission at the frozen Git revision.
Pond Pond runtime baseline: capture, model-directed recall, SQL escape paths and session restoration at the frozen revision.
Semiont Semiont runtime baseline tracing gathered-context generation, queued annotation work, direct admission and compiler repair at the frozen repository revision.
ai-modules ai-modules runtime baseline: model-interpreted task and wiki workflows, helper controls, charter interception, deployment and evaluator launch at the frozen commit.
eal-bench EAL-Bench runtime baseline tracing writer admission, executor scoring, replay and closed-loop write-back at the frozen revision.
Cognee Cognee runtime baseline: ingestion, recall, session maintenance, decorated consumers and agentic tools at the frozen revision.
Fractal Fractal runtime baseline: CLI admission, direct workspace delegation, durable turns, interruption and configuration at the frozen revision.
playground Playground runtime baseline: tenant sandbox execution, bounded jobs, file exchange and the optional native-worker gateway.
Kompl Kompl runtime baseline: compile orchestration, knowledge admission, query feedback and alternate maintenance paths at the frozen commit.
funes Funes runtime baseline: external Librarian invocation, retained-library workflow, extraction helpers and mechanical CI at the frozen revision.
Continuity Continuity runtime baseline: desktop conversation, isolated research, memory admission, plugin capability controls and Threads publication at the frozen source revision.
PageIndex PageIndex runtime baseline: local indexing and document QA, alternate builders, framework tools and opaque cloud routes.
Hindsight Hindsight runtime baseline: HTTP reflection, bounded retrieval and synthesis, asynchronous retention, Claude Code hooks and configuration admission at the frozen commit.
VLM-wiki VLM-wiki runtime baseline: host-mediated compilation and query, direct image calls, deterministic reviews, import and delivery.
browzy.ai browzy.ai runtime baseline: terminal and library answering, source compilation and retained-change admission at the frozen Git boundary.
Siftly Siftly runtime baseline: import, model enrichment, category admission and retained-content consumption at the frozen Git revision.
Virtual Context Virtual Context runtime baseline tracing shipped chat, proxy, paging, import, administration and engagement paths at the frozen repository revision.
Voiden Voiden runtime baseline: agent-facing MCP request execution, plugin admission and request-backed publishing at the frozen subsystem boundary.
OpenViking OpenViking runtime baseline: scoped retrieval, context assembly, durable session processing and conditional skill/config admission at the frozen revision.
deja-vu deja-vu runtime baseline: local history ingestion, host delivery, explicit admission and recovery at the frozen Git boundary.
LLM-Wiki-v3 LLM-Wiki-v3 runtime baseline: extraction, curated admission, index-backed retrieval and evaluation at the frozen source revision.
SkillLift SkillLift runtime baseline: task-portfolio evolution, verifier calibration, durable recovery and distinct category/domain drivers at the frozen main-repository revision.
Auto-claude-code-research-in-sleep Runtime baseline of Auto-claude-code-research-in-sleep: host-driven research stages, reviewer transports, acceptance/resume controls and harness-patch admission at the frozen partial-loop boundary.
memex Memex runtime baseline tracing Unix-socket admission, per-wiki jobs, delegated Claude work and control limits at the frozen commit.
Self-Training-LLM Self-Training-LLM runtime baseline: operator-launched generation, SFT/DPO admission, checkpoint consumption and model judging at the frozen source revision.
claude-code-dynamic-workflows Claude Code dynamic workflows runtime baseline: documented script orchestration, launch controls, worker effects and session-scoped replay.
A-MEM A-MEM runtime baseline tracing note admission, model-mediated evolution, retrieval and direct mutation at its frozen library boundary.
sage-wiki Sage-wiki runtime baseline: capture, tiered compilation, retrieval and answer admission, with direct-write, provider and parser alternatives at the frozen commit.
openclerk OpenClerk runtime baseline tracing agent context, session planning, document admission, semantic modules and evaluation callers at the frozen commit.
Sparks Sparks runtime baseline: external-agent semantic work, CLI/MCP maintenance, persistence and later consumption at the frozen revision.
ai-memex-cli Runtime baseline of ai-memex-cli: delegated knowledge maintenance, deterministic feedback, and later-session context delivery at the frozen revision
SkillX SkillX runtime baseline: trajectory-to-library construction, prompt preparation, exploration and change admission at the frozen commit.
lhtb LHTB runtime baseline: terminal task execution, continuation, hidden verification and alternate Harbor integration paths at the frozen revision.
Agent Workflow Memory Agent Workflow Memory runtime baseline: benchmark callers, model action paths and workflow admission at the frozen source revision.