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Tool audit log:
- Every orchestrator tool call logged to home/{user}/tool_audit/YYYY-MM-DD.jsonl
- Files panel sidebar: audit log group (collapsed), date-linked read-only table
- Admin endpoints: /api/audit/files, /api/audit/day, /api/audit/recent, /api/audit/stats
- Engine and model name recorded per entry
OpenAI orchestrator improvements:
- Context budget enforcement: 75% of model context_k (min 16k)
- Message compaction: truncates old tool results when approaching budget
- max_rounds respected per model config (intersected with server cap)
OpenRouter onboarding (setup.html, onboarding.py, app.js, settings.html):
- Step 3 of 3: /setup/model with curated model picker
- Chat banner for users on server-default model (informational, not alarmist)
- Settings quick-link card; /setup/model works standalone for existing users
Model registry + session store:
- set_role_config / get_role_config for per-role tool lists and system_append
- session_store: session rename, session name backfill endpoint
UI updates (app.js, index.html, style.css, local_llm.html):
- Role toggle in context panel
- Off-the-record mode
- Agent notes read-only viewer
- OPERATIONS.md loaded at T2+ in context
Documentation:
- HELP.md: full tool table, per-role tool sets, Agent Notes, usage tracking
- TOOLS.md: Agent Notes section, count corrected to 44
- ARCH__SYSTEM.md, ARCH__BACKENDS.md, MASTER.md updated to match reality
- CLAUDE.md: onboarding flow, documentation philosophy sections
- README.md: stack in practice, DeepSeek TUI mention, architecture diagram updated
- TODO__Agents.md: onboarding task completed with deviation notes
Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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Cortex — Roadmap
Phases and priorities. For active tasks see
TODO__Agents.md. Last updated: 2026-04-29
Phase 0 — Foundation ✅
- Syncthing fleet sync (
agents_sync/) operational - MCP tools (
ae_*) available in all Claude Code sessions - Fleet agents running independently on each machine
Phase 1 — Dispatcher Core ✅
- FastAPI service with streaming SSE responses
- Claude CLI and Gemini CLI subprocess backends
- Session context management (rolling window, file persistence)
- Nextcloud Talk bot (HMAC-signed webhook)
- Memory distiller (APScheduler — short/mid/long cycles)
- Local web UI (single-page, mobile-responsive)
- Auth status monitoring (
/auth/status, UI banner) - Session logging and file browser
Phase 2 — Identity & Multi-User ✅
- Inara persona formalized (
IDENTITY.md,SOUL.md,PROTOCOLS.md, context tiers) - Two-level user/persona layout (
home/{user}/persona/{name}/) - Session auth: bcrypt passwords, JWT cookies, invite tokens, Google OAuth
- Multi-user live: Scott, Holly, Brian
- Per-user channel config (
channels.json) - Per-user Gemini API key (settings UI)
- Help & Reference system (shared base + per-persona additions)
- Lucide icons, persona picker page, session persistence across navigation
Phase 3 — Intelligence Layer (In Progress)
- ✅ Gemini API orchestrator (tool loop → Claude responder)
- ✅ Tool suite: web search, AE Journal read/write, tasks, scratch, reminders, cron, system, email_send (+ per-user allowlist), nc_talk_send
- ✅ Agent mode in UI (async job, poll for result); role-based tool access + confirmation gate
- ✅ Local LLM backend (Open WebUI/Ollama, per-user multi-model config); inline model edit in registry UI
- ✅ Proactive cron (
message/briefjob types → NC Talk) - ✅ Session search (full-text across past session logs)
- ✅ Distill notifications (NC Talk after mid/long runs)
- ✅ Local backend for distillation (DISTILL_BACKEND_MID/LONG in .env)
- Local orchestrator — ReAct tool loop using local model (High priority — see
TODO__Agents.md) - Knowledge import — markdown → AE Journals (import script)
- Dev agent pipeline — specialist agents + supervisor + approval gate
- Gitea webhook integration + Actions CI
Phase 4 — Channel Expansion
- ✅ Web UI
- ✅ Nextcloud Talk
- ✅ Google Chat
- WhatsApp (Business API or bridge — investigating)
- Webhook triggers from Aether platform events
Phase 5 — Routing Intelligence & Scale
- Intelligent model routing (by task type, privacy, context length)
- Agent-to-agent task delegation across fleet
Phase 6 — Infrastructure
- Server DMZ finalized
- WireGuard for all Cortex-accessing devices
- Camera/IoT VLAN segmentation
Deferred / Watching
- Speculative decoding — llama.cpp supports it (E4B + E2B draft ≈ 2x speed); Ollama does not yet
- RAG via Open WebUI — feed Nextcloud docs into local knowledge collections; possible complement to AE Journals search
- Multi-host local models — per-user config already supports multiple hosts; routing logic TBD
- WhatsApp — requires Business API account or a bridge; not started