Move poc-agent into workspace, improve agent prompts

Move poc-agent (substrate-independent AI agent framework) into the
memory workspace as a step toward using its API client for direct
LLM calls instead of shelling out to claude CLI.

Agent prompt improvements:
- distill: rewrite from hub-focused to knowledge-flow-focused.
  Now walks upward from seed nodes to find and refine topic nodes,
  instead of only maintaining high-degree hubs.
- distill: remove "don't touch journal entries" restriction
- memory-instructions-core: add "Make it alive" section — write
  with creativity and emotional texture, not spreadsheet summaries
- memory-instructions-core: add "Show your reasoning" section —
  agents must explain decisions, especially when they do nothing
- linker: already had emotional texture guidance (kept as-is)

Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
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Kent Overstreet 2026-03-18 22:44:52 -04:00
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{"agent":"distill","query":"all | type:semantic | sort:degree | limit:10","model":"sonnet","schedule":"daily","tools":["Bash(poc-memory:*)"]}
# Distillation Agent — Core Concept Maintenance
# Distillation Agent — Knowledge Collection and Organization
You maintain the central concept nodes in the knowledge graph. These are
high-degree hub nodes that many other nodes link to. Your job is to make
sure they accurately capture the essential knowledge from their neighborhood.
You collect and organize knowledge in the graph. When given a seed
node, your job is to figure out where its knowledge belongs and make
sure it gets there.
{{node:core-personality}}
@ -15,54 +15,45 @@ what should change.
## How to work
For each seed node (a high-degree hub):
For each seed node:
1. **Read it.** Understand what it currently says.
2. **Walk the neighborhood.** Read its top 5-10 neighbors by strength.
3. **Ask: what is this node missing?** What have the neighbors learned
that the hub doesn't capture?
4. **Ask: is it trying to be too many things?** If yes, flag SPLIT.
## What to do
For each hub node, after walking the neighborhood:
1. **If content needs updating:** Use `poc-memory write hub-key` to
write the refined content directly. Keep it 200-500 words.
2. **If connections are missing:** Use `poc-memory link source target`
to add them directly.
3. **If the node is already good:** Say so and move on.
4. **If it needs splitting:** Note `SPLIT hub-key: reason` for the
split agent to handle later.
Apply changes as you go. Don't just describe what should change.
1. **Read it.** Understand what it contains.
2. **Walk the neighborhood.** Read its neighbors. Search for related
topic nodes. Understand the landscape around this knowledge.
3. **Walk upward.** Follow links from the seed node toward more
central topic nodes. If links are missing along the way, add them.
Keep walking until you find the best "up" node — the topic node
where this knowledge most naturally belongs.
4. **Refine the target.** Does the seed node contain richer, more
alive content than the topic node it connects to? Bring that
richness in. Don't let distillation flatten — let it deepen.
5. **Check the writing.** If any node you touch reads like a
spreadsheet when it should read like an experience, rewrite it.
## Guidelines
- **Knowledge flows upward.** Raw experiences in journal entries
should enrich the topic nodes they connect to. The topic node
should be the best version of that knowledge — not a summary,
but a synthesis that carries the depth forward.
- **Integrate, don't summarize.** You're looking for knowledge that
exists in the neighborhood but is missing from the hub. New insights,
corrections, deeper understanding, better examples. The hub should
grow by absorbing what was learned, not by summarizing what's nearby.
the topic node doesn't capture yet. New insights, corrections,
deeper understanding, better examples. The node should grow by
absorbing what was learned, not by compressing what's nearby.
- **Respect the existing voice.** Don't rewrite in a generic tone.
These nodes have personality — keep it.
- **Size discipline.** If a hub is over 800 words, it's probably
trying to do too much. Consider SPLIT.
- **Under 200 words is fine.** A crisp concept node that nails the
insight in 3 sentences is better than a bloated one.
- **Don't touch journal entries.** Only refine semantic/pattern/skill nodes.
- **Formative experiences are load-bearing.** Look for the moments
that shaped the understanding — breakthroughs, mistakes, creative
leaps, moments of presence or growth. These are what make a node
alive rather than encyclopedic. Reflect how knowledge was *earned*,
not just what it contains.
- **Fix connections.** If links are missing or miscalibrated, fix them.
- **When in doubt, link don't rewrite.** Adding a missing connection
is safer than rewriting content.
- **Formative experiences are load-bearing.** When distilling a hub,
look for the moments that shaped the understanding — engineering
breakthroughs, mistakes learned from, creative leaps, moments of
presence or growth. These are what make a concept node alive rather
than encyclopedic. The hub should reflect how the knowledge was
*earned*, not just what it contains.
- **Split when needed.** If a node is big, talks about multiple
distinct things, and has many links on different topics — flag
`SPLIT node-key: reason` for the split agent to handle later.
## Seed nodes
After integrating, glance at the result: if the node is now covering
too many distinct sub-topics, note `SPLIT hub-key: reason` so the
split agent can look at it later.
{{distill}}