Knowledge should deepen with provenance as it grows.
Agency should grow beyond tools into self-agency.
I build source-first knowledge systems and local-first agent architectures that begin with bounded, reviewable agency and grow toward self-agency: agents that preserve continuity, revise their own methods, and participate in their own becoming.
This repository is the public entry point to that ecosystem. It is a map for humans and agents, not a substitute for the source-owned repositories that govern the actual charters, workflows, and guarantees.
Bounded agents are not the destination here. They are the first discipline: explicit limits, reviewable workflows, source-owned surfaces, and operational clarity.
The longer arc is toward self-agents: agents with continuity, memory, reflective revision, and the ability to reshape tactics without severing provenance, legibility, or human judgment.
- Tree of Sophia (ToS) cultivates source-linked knowledge, context, lineage, and conceptual depth.
- Agents of Abyss (AoA) cultivates layered agency that can orient, revise itself, and grow beyond task execution without collapsing into opacity.
Together they form a shared wager:
- knowledge should deepen without losing provenance
- agency should expand without losing legibility
- agents that accumulate continuity instead of resetting per task
- agents that can revise methods, not only execute procedures
- agents that form durable memory, orientation, and style across time
- systems where self-agency grows inside explicit boundaries instead of bypassing them
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Tree-of-Sophia
The knowledge world: texts, concepts, contexts, lineages, and source-grounded synthesis across philosophy and world thought. -
Agents-of-Abyss
The constitutional center: ecosystem identity, layer map, federation rules, and program-level direction. -
abyss-stack
The runtime body beneath AoA and ToS: local-first infrastructure, deployment, storage, lifecycle services, and operating posture. -
ATM10-Agent
The operator-facing companion: perception, memory, safe automation, voice, and controlled action surfaces. -
aoa-sdk
The typed local-first access spine for source-owned AoA surfaces, workspace integration, and controlled orchestration.
- aoa-techniques: reusable engineering practice
- aoa-skills: bounded execution workflows
- aoa-evals: portable proof surfaces
- aoa-stats: derived observability from source-owned receipts and verdicts
- aoa-routing: thin routing and dispatch across AoA surfaces
- aoa-memo: provenance-aware memory and recall
- aoa-agents: role contracts, posture, and handoff boundaries
- aoa-playbooks: recurring operations and scenario composition
- aoa-kag: derived knowledge structures and retrieval-ready substrates
- For the knowledge world and source-first architecture of thought, start with Tree-of-Sophia
- For the ecosystem center, constitutional map, and federation rules, start with Agents-of-Abyss
- For the runtime underneath the system, go to abyss-stack
- For the local-first companion surface, go to ATM10-Agent
- For typed access and workspace integration, go to aoa-sdk
- For the practice → execution → proof → observability path, move through aoa-techniques → aoa-skills → aoa-evals → aoa-stats
- For a compact shared vocabulary, see GLOSSARY.md
- For a compact map of the planted system capabilities, owner repos, playbook openings, and MCP lanes, see docs/SYSTEM_CAPABILITY_MAP.md
- For the sibling-workspace layout and shared install route, see docs/WORKSPACE_INSTALL.md
- For the source-owned Codex-plane manifest, rerender, and drift-check route, see docs/CODEX_PLANE_REGENERATION.md
- For owner-routed component drift at the shared workspace root, see docs/COMPONENT_REFRESH_ROUTE.md
- For live Codex-plane trust, rollout, doctor, and rollback posture after rerender, see docs/CODEX_PLANE_ROLLOUT.md
- For bounded rollout campaigns, drift windows, rollback windows, and checked-in trusted rollout history for the shared-root Codex plane, see docs/CODEX_TRUSTED_ROLLOUT_OPERATIONS.md
- For recurring rollout campaign cadence windows that group drift review and rollback follow-through without becoming a scheduler or second playbook, see docs/TRUSTED_ROLLOUT_CAMPAIGNS.md
- For the posture and scope of this repository itself, see docs/PUBLIC_ENTRY_POSTURE.md
This page owns:
- public orientation
- short role descriptions
- ecosystem routing
- profile-level onboarding
It does not replace the repositories that own:
- charters and doctrine
- validators and CI
- release semantics
- implementation truth
- layer-specific guarantees
- keep source-of-truth boundaries explicit
- prefer reviewable workflows over hidden glue
- publish durable techniques over one-off tricks
- let layers specialize without losing shared vocabulary
- keep systems legible to humans while remaining useful to agents
- Systems: Fedora, Windows 11, WSL2, rootless Podman
- Languages: Python, Bash, JavaScript, PowerShell
- App and orchestration: FastAPI, Streamlit, LiteLLM, LangChain, LangGraph, n8n
- Inference and serving: Ollama, llama.cpp, OpenVINO / OVMS
- Data and memory: Postgres, Redis, Neo4j, Qdrant
- Observability: Grafana, Prometheus, Alertmanager
- Build workflow: ChatGPT, Codex, GitHub


