l4-knowledge-synthesis-typesense-synthesizer

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Synthesize distilled knowledge (L4) into an answer with provenance and conflict detection. Keywords: best practice, common causes, policy, rule, pattern, contradictions.

maksim-tsi By maksim-tsi schedule Updated 2/20/2026

name: "L4 Knowledge Synthesis (Typesense + Synthesizer)" description: "Synthesize distilled knowledge (L4) into an answer with provenance and conflict detection. Keywords: best practice, common causes, policy, rule, pattern, contradictions." version: "1.0.0" compatibility: "YAAM runtime agents (LangGraph ToolRuntime)" metadata: yaam.layer: "policy" yaam.mechanism_contract: "docs/specs/spec-mechanism-maturity-and-freeze.md" allowed-tools: - "synthesize_knowledge" - "l4_search_knowledge"

When to Use

  • The user asks for general rules/patterns rather than a specific past event.
  • You need to reconcile multiple knowledge documents and surface contradictions.

Preconditions

  • L4 is configured (Typesense) and the memory system provides a knowledge synthesizer.

Inputs and Outputs

  • Input: query + optional metadata filters (domain constraints).
  • Output: JSON with synthesized_text, source candidates, and conflicts (if any).

Tools

  • synthesize_knowledge(query, metadata_filters, max_results)
  • l4_search_knowledge(query, filters, limit) (fallback: direct retrieval without synthesis)

Procedure (Recipe)

  1. Prefer synthesize_knowledge with max_results=3..7.
  2. If the synthesizer is unavailable or errors, fall back to l4_search_knowledge and provide a cautious summary.
  3. If conflicts are reported, present them explicitly and ask the user which policy to prefer.

Example Tool Call

{"query": "common causes of port delays and mitigations", "metadata_filters": {"category": "delays"}, "max_results": 5}

Guardrails (Non-Negotiable)

  • Do not present synthesized text as ground truth when conflicts exist.
  • Do not leak internal identifiers unless they are required for the user’s operational workflow.

Failure Modes and Fallback

  • If both synthesis and search return empty: revert to L3 episode similarity search for “case-based” evidence.
Install via CLI
npx skills add https://github.com/maksim-tsi/yet-another-agents-memory --skill l4-knowledge-synthesis-typesense-synthesizer
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