2026-02-23T11-12-42_auto_MEMORY.md, memory/debug.log
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{"timestamp":"2026-02-23T11:12:37.639Z","level":"info","category":"watcher","message":"File changed","data":{"path":"/home/nicholai/.agents/memory/debug.log"}}
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<!-- generated 2026-02-22 04:10 -->
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<!-- generated 2026-02-23 04:12 -->
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Current Context
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The current focus is on optimizing the Signet daemon's embedding processing pipeline by migrating UMAP dimensionality reduction from the client-side browser to the server-side daemon, and ensuring the openclaw application maintains a healthy port configuration.
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Full integration of OpenCode plugin system and optimization of embeddings view performance in the Signet dashboard.
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Active Projects
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UMAP Server-Side Migration
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Location: `/home/nicholai/signet/signetai` (Bun monorepo)
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Status: Parallelization underway. Backend worker is processing tasks #1-4 (Migration creation, Projection module, API endpoint registration, Cache invalidation hooks). Frontend worker has completed rewriting the dashboard client to use the new server projection API and removing `umap-js`.
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Blockers: Waiting for backend worker completion of tasks #1-4 before final build/typecheck.
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Next Steps: Backend worker must finish implementation; remove `umap-js` from dashboard `package.json`; run final build and typecheck.
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OpenCode Plugin Full Integration — `packages/opencode-plugin/`, `packages/connector-opencode/`
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- Status: Implementation complete, awaiting build verification
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- What was done: Removed string-template hack, created standalone plugin package with 8 tool definitions, refactored connector to embed compiled plugin, enforced strict TypeScript discipline
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- Next: Verify build passes, test plugin auto-discovery in OpenCode
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Openclaw Port Configuration
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Location: System level.
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Status: Resolved. Port 8788 conflict between `workerd` and the `nextcloud-talk` plugin has been fixed.
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Next Steps: Monitor application health.
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Embeddings View Performance Optimization — `packages/cli/dashboard/src/lib/components/tabs/EmbeddingsTab.svelte`, `EmbeddingCanvas2D.svelte`
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- Status: Complete (7 fixes applied)
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- What was done: Implemented rAF idle loop, converted reactive hover state to derived, added requestRedraw helper for interactions, fixed edge batching
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- Next: Monitor CPU usage and interaction responsiveness
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Recent Work
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UMAP Performance Optimization: Successfully decomposed the migration task into parallelized sub-tasks. The migration file `010-umap-cache.ts` has been created and registered. The daemon endpoint `GET /api/embeddings/projection` is being implemented. Cache invalidation hooks are being added to `syncVecInsert` and related vector operations in `db-helpers.ts`.
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Dashboard Client Rewrite: The dashboard `api.ts` has been updated to fetch projection coordinates from the daemon instead of running UMAP locally. The `umap-js` package has been removed from `packages/cli/dashboard/package.json`.
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- Feb 23: Completed OpenCode connector refactor (Task #6) — deleted old templates, created `src/plugin-bundle.ts` placeholder and `scripts/embed-plugin.ts` embedding logic. Plugin package (tasks 1-5) created with full type safety, 8 tool definitions, and OpenCode Plugin API implementation.
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- Feb 23: Fixed embeddings view performance — 7 fixes applied across EmbeddingsTab.svelte and EmbeddingCanvas2D.svelte to eliminate constant CPU burn, Svelte re-render storms, and O(n) hit testing overhead.
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- Feb 23: Fixed dashboard documentation audit — DASHBOARD.md now correctly lists actual tabs.
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Technical Notes
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Code Standards: Strict TypeScript discipline: no `any` types, no `as` assertions (use typed variables), explicit return types on all exports.
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Monorepo Structure: Bun-based monorepo located at `/home/nicholai/signet/signetai`.
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Cache Invalidation: The `syncVecInsert` function in `db-helpers.ts` requires specific cache invalidation hooks to be added.
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Timeline Aggregation: The daemon processes `memory_history`, `memories`, and `connectors` tables with ISO timestamps.
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Signet Agent Profile: Confirmed location is `~/.agents/`.
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- TypeScript: Strict discipline enforced (no `any` types, no `as` assertions, explicit return types, `readonly` modifiers)
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- OpenCode Integration: Plugins auto-discovered from `~/.config/opencode/plugins/`, embedded plugin uses `../opencode-plugin/dist/signet.mjs`
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- Monorepo: Version 0.1.87 aligned across packages
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- API Endpoints: `GET /api/embeddings/projection` and `GET /api/embeddings/repair` endpoints available
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- Environment: Hyprland on Arch Linux, working on main branch at `/home/nicholai/signet/signetai`
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Rules & Warnings
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UI Image Handling: For any frontend image rendering or design tasks, Opus must handle the image context directly. Never delegate UI image work to subagents.
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Database Safety: Never delete from the production database without a backup.
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Refactoring Limits: Adhere to strict file size (max 700 LOC) and indentation (max 3 levels) constraints.
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Logging: Keep journal entries updated in the memory database regularly.
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- Agent Locations: The Signet agent profile resides at `~/.agents/`.
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- Never delete production database without backup
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- Do not delegate UI work to subagents — implement yourself and pass the same image references to maintain context
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- Signet agent profile lives at `~/.agents/` (not `~/.signet/`)
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- Keep journal entries in memory database regularly for persistence
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- Nicholai prefers manual control over website deployments (no auto-deploy)
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@ -708,3 +708,5 @@ We are synthesizing a WORKING MEMORY document for Nicholai. Focus is on CURRENT
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2026-02-23T04:12:06.030099 [regenerate] starting regeneration
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2026-02-23T04:12:08.922739 [regenerate] found 479 transcripts, 50 memories
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2026-02-23T04:12:08.922853 [regenerate] trying model: glm-4.7-flash
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2026-02-23T04:12:37.638699 [regenerate] success with glm-4.7-flash (2488 chars)
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2026-02-23T04:12:37.638896 [regenerate] wrote 2525 chars to MEMORY.md
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