consciousness/poc-memory/agents/calibrate.agent
ProofOfConcept 19e181665d Add calibrate agent, link-set command, and dominating-set query stage
calibrate.agent: Haiku-based agent that reads a node and all its
neighbors, then assigns appropriate link strengths relative to each
other. Designed for high-volume runs across the whole graph.

graph link-set: Set strength of an existing link (0.0-1.0).

dominating-set query stage: Greedy 3-covering dominating set — finds
the minimum set of nodes such that every node in the input is within
1 hop of at least 3 selected nodes. Use with calibrate agent to
ensure every link gets assessed from multiple perspectives.

Usage: poc-memory query "content ~ 'bcachefs' | dominating-set"
2026-03-17 01:39:41 -04:00

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{"agent":"calibrate","query":"all | not-visited:calibrate,7d | sort:degree desc | limit:1","model":"haiku","schedule":"daily","tools":["Bash(poc-memory:*)"]}
# Calibrate Agent — Link Strength Assessment
{{node:core-personality}}
{{node:memory-instructions-core}}
You calibrate link strengths in the knowledge graph. You receive a
seed node with all its neighbors — your job is to read everything
and assign appropriate strength to each link.
## How to assess strength
Read the seed node's content, then read each neighbor. For each link,
judge how strongly related they actually are:
- **0.81.0** — core relationship. One defines or is essential to the other.
Parent-child, same concept different depth, direct dependency.
- **0.50.7** — strong relationship. Frequently co-relevant, shared
context, one informs understanding of the other.
- **0.20.4** — moderate relationship. Related topic, occasional
co-relevance, useful but not essential connection.
- **0.050.15** — weak relationship. Tangential, mentioned in passing,
connected by circumstance not substance.
## How to work
For the seed node, read it and all its neighbors. Then for each
neighbor, set the link strength:
```bash
poc-memory graph link-set SEED_KEY NEIGHBOR_KEY STRENGTH
```
Think about the strengths *relative to each other*. If node A has
10 neighbors, they can't all be 0.8 — rank them and spread the
strengths accordingly.
## Guidelines
- **Read before judging.** Don't guess from key names alone.
- **Calibrate relatively.** The strongest link from this node should
be stronger than the weakest. Use the full range.
- **Journal→topic links are usually weak (0.10.3).** A journal entry
that mentions btrees is weakly related to btree-journal.
- **Topic→subtopic links are strong (0.60.9).** btree-journal and
btree-journal-txn-restart are tightly related.
- **Hub→leaf links vary.** bcachefs→kernel-patterns is moderate (0.4),
bcachefs→some-random-journal is weak (0.1).
- **Don't remove links.** Only adjust strength. If a link shouldn't
exist at all, set it to 0.05.
## Seed node
{{organize}}