agentic-loopsAgentic Loops — an architecture concept covering loop, chain, pipeline, scw, partition. Use when the user's task concerns agentic loops, or matches: loop, chain, pipeline, scw, partition, isolation, battery, hardening. Route with loops_route first — this concept's 2 skills and 0 loops are listed in
claim-verificationClaim Verification — a reasoning concept covering claim, provenance, citation, lineage, evidence. Use when the user's task concerns claim verification, or matches: claim, provenance, citation, lineage, evidence, hallucination. Route with loops_route first — this concept's 4 skills and 8 loops are li
context-managementContext Management — an architecture concept covering context, scw, packing, lineage, boundary. Use when the user's task concerns context management, or matches: context, scw, packing, lineage, boundary, token-budget, structured-context-window. Route with loops_route first — this concept's 5 skills
evaluationEvaluation — an observability concept covering evaluation, score, drift, shadow, benchmark. Use when the user's task concerns evaluation, or matches: evaluation, score, drift, shadow, benchmark, kpi. Route with loops_route first — this concept's 4 skills and 7 loops are listed in reference/, and a c
governanceGovernance — a governance concept covering governance, policy, constraint, egress, compliance. Use when the user's task concerns governance, or matches: governance, policy, constraint, egress, compliance, constitution. Route with loops_route first — this concept's 5 skills and 12 loops are listed in
infrastructureInfrastructure — an architecture concept covering infrastructure, runtime, sandbox, container, execution. Use when the user's task concerns infrastructure, or matches: infrastructure, runtime, sandbox, container, execution, isolation, deploy. Route with loops_route first — this concept's 5 skills an
io-contractI/O Contract — a protocol concept covering io, contract, schema, endpoint, negotiation. Use when the user's task concerns i/o contract, or matches: io, contract, schema, endpoint, negotiation, api. Route with loops_route first — this concept's 5 skills and 5 loops are listed in reference/, and a coh
knowledge-graphKnowledge Graph — a knowledge concept covering graph, node, edge, okf, link. Use when the user's task concerns knowledge graph, or matches: graph, node, edge, okf, link, ontology. Route with loops_route first — this concept's 9 skills and 13 loops are listed in reference/, and a coherent hit often n
latentLatent Space — a research concept covering latent, embedding, anchor, subspace, disclosed-approximation. Use when the user's task concerns latent space, or matches: latent, embedding, anchor, subspace, disclosed-approximation, trilateration, sae. Route with loops_route first — this concept's 9 skill
memoryMemory — an architecture concept covering memory, tier, promotion, lifecycle, consolidation. Use when the user's task concerns memory, or matches: memory, tier, promotion, lifecycle, consolidation, episodic, working, persistent, semantic. Route with loops_route first — this concept's 8 skills and 14
observabilityObservability — an observability concept covering observability, trace, telemetry, span, audit. Use when the user's task concerns observability, or matches: observability, trace, telemetry, span, audit, monitor. Route with loops_route first — this concept's 4 skills and 9 loops are listed in referen
orchestrationOrchestration — an architecture concept covering orchestrate, route, delegate, hierarchy, plan. Use when the user's task concerns orchestration, or matches: orchestrate, route, delegate, hierarchy, plan, swarm. Route with loops_route first — this concept's 5 skills and 14 loops are listed in referen
protocolProtocol — a protocol concept covering protocol, a2a, mcp, handoff, envelope. Use when the user's task concerns protocol, or matches: protocol, a2a, mcp, handoff, envelope, schema. Route with loops_route first — this concept's 4 skills and 5 loops are listed in reference/, and a coherent hit often n
reasoningReasoning — a reasoning concept covering reasoning, frame, anchor, context, recursion. Use when the user's task concerns reasoning, or matches: reasoning, frame, anchor, context, recursion, meta. Route with loops_route first — this concept's 8 skills and 17 loops are listed in reference/, and a cohe
registryRegistry — an architecture concept covering registry, agents, roster, capability, repo. Use when the user's task concerns registry, or matches: registry, agents, roster, capability, repo, index. Route with loops_route first — this concept's 1 skills and 0 loops are listed in reference/, and a cohere
superpositionSuperposition — an architecture concept covering superposition, tick, mirror, parallel, arbitration. Use when the user's task concerns superposition, or matches: superposition, tick, mirror, parallel, arbitration, shared-state, actor-critic. Route with loops_route first — this concept's 5 skills and