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Get Started Free →Publish or fetch learned patterns across projects via IPFS (Pinata) -- the cross-project pattern transfer that hooks_transfer enables
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-02 | ✗→✓ | ▲ Improved | -29% | 0% |
| case-04 | ✗→✓ | ▲ Improved | -33% | 0% |
| case-05 | ✗→✓ | ▲ Improved | 28% | 0% |
| case-06 | ✗→✓ | ▲ Improved | 21% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -20% | 0% |
Cross-project pattern sharing via IPFS. Lets a different project — or a different machine — fetch and apply patterns this project has already learned.
Most learning is project-local. hooks_transfer is the escape hatch: publish patterns to IPFS, share the CID, and any peer can ingest them. Equivalent to "a deploy artifact for what your agents have learned."
bash# Required env var (or equivalent endpoint config) echo $PINATA_API_JWT
If unset, hooks_transfer returns a structured success: false with error: "PINATA_API_JWT not configured". Configure before running this skill.
bash# Inspect what's stored locally first mcp tool call neural_patterns --json -- '{"list": true}' # Publish to IPFS — returns a CID mcp tool call hooks_transfer --json -- '{"action": "store"}'
The response includes the IPFS CID. Save it; share it with peers who need the patterns.
bash# Pull a CID and apply locally mcp tool call hooks_transfer --json -- '{"action": "load", "cid": "QmXyz..."}' # Verify they landed mcp tool call hooks_intelligence_pattern-search --json -- '{"query": "<test>", "limit": 5}'
Patterns are merged with local state, not replaced. Conflicts are resolved by recency (newer wins).
bash# Read patterns from a sibling project on disk and republish under a new CID mcp tool call hooks_transfer --json -- '{"action": "from-project", "source": "/path/to/peer-project"}'
Useful for consolidating learnings across a monorepo or a fleet of related projects.
agentdb_consolidate does the local equivalent.aidefence_has_pii first) before publishing.agentdb_* export tools (out of scope here).ruflo-agentdb ADR-0001 §"Namespace convention" — defines pattern namespace that this transfer reads fromneural-train skill — produces the patterns that this skill shipsOther measured skills in the registry, with their headline benchmark lift.