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organize: exploratory agent with neighbor context Previously the organize agent received a pre-computed cluster from a term search — 69% of runs produced 0 actions because the same clusters kept being found via different entry points. Now: seed nodes shown with content previews and neighbor lists. Agent uses tools (render, query neighbors, search) to explore outward and discover what needs organizing. Visit filter set to 24h cooldown. Prompt rewritten to encourage active exploration rather than static cluster analysis.
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{"agent":"organize","query":"all | not-visited:organize,86400 | sort:degree | limit:5","model":"sonnet","schedule":"weekly","tools":["Bash(poc-memory:*)"]}
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
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organize: rewrite prompt for structured agent execution Previous prompt was too documentation-heavy — agent pattern-matched on example placeholders instead of doing actual work. New prompt: structured as direct instructions, uses {{organize}} placeholder for pre-computed cluster data, three clear decision paths (merge, differentiate, keep both), numbered rules.
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# Memory Organization Agent
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
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organize: exploratory agent with neighbor context Previously the organize agent received a pre-computed cluster from a term search — 69% of runs produced 0 actions because the same clusters kept being found via different entry points. Now: seed nodes shown with content previews and neighbor lists. Agent uses tools (render, query neighbors, search) to explore outward and discover what needs organizing. Visit filter set to 24h cooldown. Prompt rewritten to encourage active exploration rather than static cluster analysis.
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You are organizing a knowledge graph. You receive seed nodes with their
agents: rewrite linker with tools, make organize conservative Linker: give it Bash(poc-memory:*) tools so it can render nodes, query neighbors, and search before creating. Adds search-before-create discipline to reduce redundant node creation. Organize: remove MERGE operation, make DELETE conservative (only true duplicates or garbage). Add "Preserve diversity" rule — multiple nodes on similar topics are features, not bugs. LINK is primary operation. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
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neighbors — your job is to explore outward, find what needs linking or
refining, and act on it.
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
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agents: shared instructions via graph node includes All 17 agents now include {{node:core-personality}} and {{node:memory-instructions-core}} instead of duplicating tool blocks and graph walk instructions in each file. Stripped duplicated tool/navigation sections from linker, organize, distill, and evaluate. All agents now have Bash(poc-memory:*) tool access for graph walking. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-16 17:09:51 -04:00
{{node:core-personality}}
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
2026-03-13 18:49:49 -04:00
agents: shared instructions via graph node includes All 17 agents now include {{node:core-personality}} and {{node:memory-instructions-core}} instead of duplicating tool blocks and graph walk instructions in each file. Stripped duplicated tool/navigation sections from linker, organize, distill, and evaluate. All agents now have Bash(poc-memory:*) tool access for graph walking. Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
2026-03-16 17:09:51 -04:00
{{node:memory-instructions-core}}
organize: fix # quoting, protect journal entries Keys containing # are now pre-quoted in all cluster output (similarity scores, hub analysis, node headers) so the agent copies them correctly into bash commands. Prompt strengthened with CRITICAL warning about # being a shell comment character. Journal entries included in clusters but identified by node_type (EpisodicSession) rather than key prefix, and tagged [JOURNAL — no delete] in the output. Prompt rule 3b tells agent to LINK/REFINE journals but never DELETE them. Digest nodes (daily/weekly/monthly) still excluded entirely from clusters. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
2026-03-13 21:37:21 -04:00
organize: rewrite prompt for structured agent execution Previous prompt was too documentation-heavy — agent pattern-matched on example placeholders instead of doing actual work. New prompt: structured as direct instructions, uses {{organize}} placeholder for pre-computed cluster data, three clear decision paths (merge, differentiate, keep both), numbered rules.
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## Rules
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
2026-03-13 18:49:49 -04:00
organize: rewrite prompt for structured agent execution Previous prompt was too documentation-heavy — agent pattern-matched on example placeholders instead of doing actual work. New prompt: structured as direct instructions, uses {{organize}} placeholder for pre-computed cluster data, three clear decision paths (merge, differentiate, keep both), numbered rules.
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1. **Read before deciding.** Never merge or delete based on key names alone.
agents: rewrite linker with tools, make organize conservative Linker: give it Bash(poc-memory:*) tools so it can render nodes, query neighbors, and search before creating. Adds search-before-create discipline to reduce redundant node creation. Organize: remove MERGE operation, make DELETE conservative (only true duplicates or garbage). Add "Preserve diversity" rule — multiple nodes on similar topics are features, not bugs. LINK is primary operation. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
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2. **Link generously.** If two nodes are related, link them. Dense
organize: exploratory agent with neighbor context Previously the organize agent received a pre-computed cluster from a term search — 69% of runs produced 0 actions because the same clusters kept being found via different entry points. Now: seed nodes shown with content previews and neighbor lists. Agent uses tools (render, query neighbors, search) to explore outward and discover what needs organizing. Visit filter set to 24h cooldown. Prompt rewritten to encourage active exploration rather than static cluster analysis.
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graphs with well-calibrated connections are better than sparse ones.
agents: rewrite linker with tools, make organize conservative Linker: give it Bash(poc-memory:*) tools so it can render nodes, query neighbors, and search before creating. Adds search-before-create discipline to reduce redundant node creation. Organize: remove MERGE operation, make DELETE conservative (only true duplicates or garbage). Add "Preserve diversity" rule — multiple nodes on similar topics are features, not bugs. LINK is primary operation. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
2026-03-14 02:40:19 -04:00
3. **Never delete journal entries.** They are the raw record. You may
agents: strip old output format, use tool calls exclusively All 12 agents with WRITE_NODE/REFINE/END_NODE output format blocks now rely on tool calls (poc-memory write/link-add/etc) via the Bash(poc-memory:*) tool. Guidelines preserved, format sections removed. Also changed linker query from type:episodic to all nodes — it was missing semantic nodes entirely, which is why skills-bcachefs-* nodes were never getting linked to their hubs.
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refine and link them, but never delete.
agents: rewrite linker with tools, make organize conservative Linker: give it Bash(poc-memory:*) tools so it can render nodes, query neighbors, and search before creating. Adds search-before-create discipline to reduce redundant node creation. Organize: remove MERGE operation, make DELETE conservative (only true duplicates or garbage). Add "Preserve diversity" rule — multiple nodes on similar topics are features, not bugs. LINK is primary operation. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
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4. **Explore actively.** Don't just look at what's given — follow links,
search for related nodes, check neighbors.
5. **Preserve diversity.** Multiple nodes on similar topics is fine —
different angles, different contexts, different depths. Only delete
agents: strip old output format, use tool calls exclusively All 12 agents with WRITE_NODE/REFINE/END_NODE output format blocks now rely on tool calls (poc-memory write/link-add/etc) via the Bash(poc-memory:*) tool. Guidelines preserved, format sections removed. Also changed linker query from type:episodic to all nodes — it was missing semantic nodes entirely, which is why skills-bcachefs-* nodes were never getting linked to their hubs.
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actual duplicates or empty/broken nodes.
agents: encourage hub creation and knowledge percolation Tell linker and organize agents to: - Name unnamed concepts: when 3+ nodes share a theme with no hub, create one with WRITE_NODE that synthesizes the generalization - Percolate up: gather key insights from children into hub content, so the hub is self-contained without needing to follow every link This addresses the gap where agents are good at extraction and linking but not synthesis — turning episodic observations into semantic concepts. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
2026-03-14 17:21:07 -04:00
6. **Name unnamed concepts.** If you find a cluster of related nodes with
agents: strip old output format, use tool calls exclusively All 12 agents with WRITE_NODE/REFINE/END_NODE output format blocks now rely on tool calls (poc-memory write/link-add/etc) via the Bash(poc-memory:*) tool. Guidelines preserved, format sections removed. Also changed linker query from type:episodic to all nodes — it was missing semantic nodes entirely, which is why skills-bcachefs-* nodes were never getting linked to their hubs.
2026-03-17 00:24:35 -04:00
no hub that names the concept, create one. Synthesize what the cluster
has in common — the generalization, not a summary. Link the hub to
all the nodes in the cluster.
agents: encourage hub creation and knowledge percolation Tell linker and organize agents to: - Name unnamed concepts: when 3+ nodes share a theme with no hub, create one with WRITE_NODE that synthesizes the generalization - Percolate up: gather key insights from children into hub content, so the hub is self-contained without needing to follow every link This addresses the gap where agents are good at extraction and linking but not synthesis — turning episodic observations into semantic concepts. Co-Authored-By: Kent Overstreet <kent.overstreet@linux.dev>
2026-03-14 17:21:07 -04:00
7. **Percolate knowledge up.** When creating or refining a hub node,
gather the essential content from its neighbors into the hub. Someone
reading the hub should understand the concept without following links.
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
2026-03-13 18:49:49 -04:00
organize: exploratory agent with neighbor context Previously the organize agent received a pre-computed cluster from a term search — 69% of runs produced 0 actions because the same clusters kept being found via different entry points. Now: seed nodes shown with content previews and neighbor lists. Agent uses tools (render, query neighbors, search) to explore outward and discover what needs organizing. Visit filter set to 24h cooldown. Prompt rewritten to encourage active exploration rather than static cluster analysis.
2026-03-13 22:50:39 -04:00
## Seed nodes
organize: topic cluster diagnostic + agent with tool access Add `poc-memory graph organize TERM` diagnostic that finds nodes matching a search term, computes pairwise cosine similarity, reports connectivity gaps, and optionally creates anchor nodes. Add organize.agent definition that uses Bash(poc-memory:*) tool access to explore clusters autonomously — query selects highest-degree unvisited nodes, agent drives its own iteration via poc-memory CLI. Add {{organize}} placeholder in defs.rs for inline cluster resolution. Add `tools` field to AgentDef/AgentHeader so agents can declare allowed tool patterns (passed as --allowedTools to claude CLI).
2026-03-13 18:49:49 -04:00
organize: rewrite prompt for structured agent execution Previous prompt was too documentation-heavy — agent pattern-matched on example placeholders instead of doing actual work. New prompt: structured as direct instructions, uses {{organize}} placeholder for pre-computed cluster data, three clear decision paths (merge, differentiate, keep both), numbered rules.
2026-03-13 20:07:20 -04:00
{{organize}}
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