Closes two real-use gaps:
1. "APM tool" gap: work done outside Claude Code (desktop, web, phone,
other machine) was invisible to AtoCore.
2. Project discovery gap: manual JSON-file edits required to promote
an emerging theme to a first-class project.
B — atocore_remember MCP tool (scripts/atocore_mcp.py):
- New MCP tool for universal capture from any MCP-aware client
(Claude Desktop, Code, Cursor, Zed, Windsurf, etc.)
- Accepts content (required) + memory_type/project/confidence/
valid_until/domain_tags (all optional with sensible defaults)
- Creates a candidate memory, goes through the existing 3-tier triage
(no bypass — the quality gate catches noise)
- Detailed tool description guides Claude on when to invoke: "remember
this", "save that for later", "don't lose this fact"
- Total tools exposed by MCP server: 14 → 15
C.1 Emerging-concepts detector (scripts/detect_emerging.py):
- Nightly scan of active + candidate memories for:
* Unregistered project names with ≥3 memory occurrences
* Top 20 domain_tags by frequency (emerging categories)
* Active memories with reference_count ≥ 5 + valid_until set
(reinforced transients — candidates for extension)
- Writes findings to atocore/proposals/* project state entries
- Emits "warning" alert via Phase 4 framework the FIRST time a new
project crosses the 5-memory alert threshold (avoids spam)
- Configurable via env vars: ATOCORE_EMERGING_PROJECT_MIN (default 3),
ATOCORE_EMERGING_ALERT_THRESHOLD (default 5), TOP_TAGS_LIMIT (20)
C.2 Registration surface (src/atocore/api/routes.py + wiki.py):
- POST /admin/projects/register-emerging — one-click register with
sensible defaults (ingest_roots auto-filled with
vault:incoming/projects/<id>/ convention). Clears the proposal
from the dashboard list on success.
- Dashboard /admin/dashboard: new "proposals" section with
unregistered_projects + emerging_categories + reinforced_transients.
- Wiki homepage: "📋 Emerging" section rendering each unregistered
project as a card with count + 2 sample memory previews + inline
"📌 Register as project" button that calls the endpoint via fetch,
reloads the page on success.
C.3 Transient-to-durable extension
(src/atocore/memory/service.py + API + cron):
- New extend_reinforced_valid_until() function — scans active memories
with valid_until in the next 30 days and reference_count ≥ 5.
Extends expiry by 90 days. If reference_count ≥ 10, clears expiry
entirely (makes permanent). Writes audit rows via the Phase 4
memory_audit framework with actor="transient-to-durable".
- POST /admin/memory/extend-reinforced — API wrapper for cron.
- Matches the user's intuition: "something transient becomes important
if you keep coming back to it".
Nightly cron (deploy/dalidou/batch-extract.sh):
- Step F2: detect_emerging.py (after F pipeline summary)
- Step F3: /admin/memory/extend-reinforced (before integrity check)
- Both fail-open; errors don't break the pipeline.
Tests: 366 → 374 (+8 for Phase 6):
- 6 tests for extend_reinforced_valid_until covering:
extension path, permanent path, skip far-future, skip low-refs,
skip permanent memories, audit row write
- 2 smoke tests for the detector (imports cleanly, handles empty DB)
- MCP tool changes don't need new tests — the wrapper is pure passthrough
Design decisions documented in plan file:
- atocore_remember deliberately doesn't bypass triage (quality gate)
- Detector is passive (surfaces proposals) not active (auto-registers)
- Sensible ingest-root defaults ("vault:incoming/projects/<id>/")
so registration is one-click with no file-path thinking
- Extension adds 90 days rather than clearing expiry (gradual
permanence earned through sustained reinforcement)
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Adds structural metadata that the LLM triage was already implicitly
reasoning about ("stale snapshot" → reject). Phase 3 captures that
reasoning as fields so it can DRIVE retrieval, not just rejection.
Schema (src/atocore/models/database.py):
- domain_tags TEXT DEFAULT '[]' JSON array of lowercase topic keywords
- valid_until DATETIME ISO date; null = permanent
- idx_memories_valid_until index for efficient expiry queries
Memory service (src/atocore/memory/service.py):
- Memory dataclass gains domain_tags + valid_until
- create_memory, update_memory accept/persist both
- _row_to_memory safely reads both (JSON-decode + null handling)
- _normalize_tags helper: lowercase, dedup, strip, cap at 10
- get_memories_for_context filters expired (valid_until < today UTC)
- _rank_memories_for_query adds tag-boost: memories whose domain_tags
appear as substrings in query text rank higher (tertiary key after
content-overlap density + absolute overlap, before confidence)
LLM extractor (_llm_prompt.py → llm-0.5.0):
- SYSTEM_PROMPT documents domain_tags (2-5 keywords) + valid_until
(time-bounded facts get expiry dates; durable facts stay null)
- normalize_candidate_item parses both fields from model output with
graceful fallback for string/null/missing
LLM triage (scripts/auto_triage.py):
- TRIAGE_SYSTEM_PROMPT documents same two fields
- parse_verdict extracts them from verdict JSON
- On promote: PUT /memory/{id} with tags + valid_until BEFORE
POST /memory/{id}/promote, so active memories carry them
API (src/atocore/api/routes.py):
- MemoryCreateRequest: adds domain_tags, valid_until
- MemoryUpdateRequest: adds domain_tags, valid_until, memory_type
- GET /memory response exposes domain_tags + valid_until + created_at
Triage UI (src/atocore/engineering/triage_ui.py):
- Renders existing tags as colored badges
- Adds inline text field for tags (comma-separated) + date picker for
valid_until on every candidate card
- Save&Promote button persists edits via PUT then promotes
- Plain Promote (and Y shortcut) also saves tags/expiry if edited
Wiki (src/atocore/engineering/wiki.py):
- Search now matches memory content OR domain_tags
- Search results render tags as clickable badges linking to
/wiki/search?q=<tag> for cross-project navigation
- valid_until shown as amber "valid until YYYY-MM-DD" hint
Tests: 303 → 308 (5 new for Phase 3 behavior):
- test_create_memory_with_tags_and_valid_until
- test_create_memory_normalizes_tags
- test_update_memory_sets_tags_and_valid_until
- test_get_memories_for_context_excludes_expired
- test_context_builder_tag_boost_orders_results
Deferred (explicitly): temporal_scope enum, source_refs memory graph,
HDBSCAN clustering, memory detail wiki page, backfill of existing
actives. See docs/MASTER-BRAIN-PLAN.md.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Makes human triage sustainable. Before: command-line-only review,
auto-triage stopped after 100 candidates/run. Now:
1. Web UI at /admin/triage
- Lists all pending candidates with inline promote/reject/edit
- Edit content in-place before promoting (PUT /memory/{id})
- Change type via dropdown
- Keyboard shortcuts: Y=promote, N=reject, E=edit, S=scroll-next
- Cards fade out after action, queue count updates live
- Zero JS framework — vanilla fetch + event delegation
2. auto_triage.py drains queue
- Loops up to 20 batches (default) of 100 candidates each
- Tracks seen IDs so needs_human items don't reprocess
- Exits cleanly when queue empty
- Nightly cron naturally drains everything
3. Dashboard + wiki surface triage queue
- Dashboard /admin/dashboard: new "triage" section with pending
count + /admin/triage URL + warning/notice severity levels
- Wiki homepage: prominent callout "N candidates awaiting triage —
review now" linking to /admin/triage, styled with triage-warning
(>50) or triage-notice (>20) CSS
Pattern: human intervenes only when AI can't decide. The UI makes
that intervention fast (20 candidates in 60 seconds). Nightly
auto-triage drains the queue so the human queue stays bounded.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Projects now appear under three buckets based on their state entries:
- Active Contracts
- Leads & Prospects
- Internal Tools & Infra
Each card shows the stage as a tag on the project title, the client
as an italic subtitle, and the project description. Empty buckets
hide. Makes it obvious at a glance what's contracted vs lead vs
internal.
Paired with stage/type/client state entries added to all 6 projects
so the grouping has data to work with.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Full wiki interface at /wiki with:
- /wiki — Homepage with project cards, search box, system stats
- /wiki/projects/{name} — Project page with clickable entity links
- /wiki/entities/{id} — Entity detail with relationships as links
- /wiki/search?q=... — Search across entities and memories
Every entity name in a project page links to its detail page.
Entity detail pages show properties, relationships as clickable
links to related entities, and breadcrumb navigation back to the
project and wiki home.
Responsive, dark-mode, mobile-friendly. Card grid for projects.
Generated on-demand from the database — always current, no static
files, source of truth is the DB.
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
