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[Docs]: Documentation completion epic — public product surface after all features ship
documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.help wantedExtra attention is needed.Extra attention is needed.Status: Open.[Enhancement]: Evaluate Jupyter notebooks as supplementary examples
discussionDesign discussion or RFC.Design discussion or RFC.documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.examplesCore patterns under examples/ and integration demos.Core patterns under examples/ and integration demos.rfcDesign RFC or discussion before implementation.Design RFC or discussion before implementation.Status: Open.[Enhancement]: HTTP fleet API — RFC for remote session lifecycle
documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.rfcDesign RFC or discussion before implementation.Design RFC or discussion before implementation.Status: Open.#64 In ARPAHLS/aura;[Enhancement]: RFC — framework auto-discovery (LangGraph, MCP probe)
documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.hostsTool adapters — ToolHost, SkillwareHost, egress wrapping.Tool adapters — ToolHost, SkillwareHost, egress wrapping.rfcDesign RFC or discussion before implementation.Design RFC or discussion before implementation.Status: Open.[Core]: Memory type plugin reference stub
core frameworkSession, spine, constraints, conformance, identity, audit report.Session, spine, constraints, conformance, identity, audit report.enhancementNew feature or improvement request.New feature or improvement request.testingpytest, black, flake8, or test coverage.pytest, black, flake8, or test coverage.Status: Open.[Enhancement]: Brain type plugin reference stub
core frameworkSession, spine, constraints, conformance, identity, audit report.Session, spine, constraints, conformance, identity, audit report.enhancementNew feature or improvement request.New feature or improvement request.testingpytest, black, flake8, or test coverage.pytest, black, flake8, or test coverage.Status: Open.[Core]: MCP tools type plugin stub — mcp.tools surface
core frameworkSession, spine, constraints, conformance, identity, audit report.Session, spine, constraints, conformance, identity, audit report.enhancementNew feature or improvement request.New feature or improvement request.hostsTool adapters — ToolHost, SkillwareHost, egress wrapping.Tool adapters — ToolHost, SkillwareHost, egress wrapping.membraneIngress context and egress guarded tool calls.Ingress context and egress guarded tool calls.Status: Open.[Integration]: Nickel cron demo — example 07-scheduled-agent-slo
enhancementNew feature or improvement request.New feature or improvement request.examplesCore patterns under examples/ and integration demos.Core patterns under examples/ and integration demos.help wantedExtra attention is needed.Extra attention is needed.observersParallel audit trail subscribers and SLO monitors.Parallel audit trail subscribers and SLO monitors.Status: Open.[Integration]: Sequencer middleware.pii_mask step op
enhancementNew feature or improvement request.New feature or improvement request.membraneIngress context and egress guarded tool calls.Ingress context and egress guarded tool calls.securitySecurity, trust model, or policy bypass concerns.Security, trust model, or policy bypass concerns.sequencerPrescriptive step pipelines, gates, step telemetry.Prescriptive step pipelines, gates, step telemetry.testingpytest, black, flake8, or test coverage.pytest, black, flake8, or test coverage.Status: Open.[Integration]: Framework host wrap patterns — LangGraph, OpenAI Agents, CrewAI, plain Python
documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.examplesCore patterns under examples/ and integration demos.Core patterns under examples/ and integration demos.integrationsStack attach paths under integrations/ — models, tools, frameworks.Stack attach paths under integrations/ — models, tools, frameworks.Status: Open.[Integration]: Gatekeeper run authorization — biometric gate before AURA session open
documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.examplesCore patterns under examples/ and integration demos.Core patterns under examples/ and integration demos.integrationsStack attach paths under integrations/ — models, tools, frameworks.Stack attach paths under integrations/ — models, tools, frameworks.securitySecurity, trust model, or policy bypass concerns.Security, trust model, or policy bypass concerns.Status: Open.[Enhancement]: Verified operator identity adapter — optional Auth0 / DID / SSO trailer
core frameworkSession, spine, constraints, conformance, identity, audit report.Session, spine, constraints, conformance, identity, audit report.documentationDocs, README, or glossary updates.Docs, README, or glossary updates.enhancementNew feature or improvement request.New feature or improvement request.securitySecurity, trust model, or policy bypass concerns.Security, trust model, or policy bypass concerns.Status: Open.