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[P2] EPIC: LLM engineer, suggestions, transforms (v2, 8 sub-items) #36

@se-jo-ma

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@se-jo-ma

Epic scope

v2 LLM-engineer / suggestions / transforms per design-docs/05-ecosystem-roadmap.md:460-470 (weeks 15-18). Two adapters in this block (Elasticsearch, REST API) are already shipped; remaining 8 sub-items are v2 work.

Sub-items

  • LLM knowledge engineer (maintenance-time rule suggestion) — design-docs/01-overview.md:199-203
  • LLM-assisted vocabulary and intent pattern updates — Weakness 3 long-term mitigation
  • Proactive suggestion rules and suggestion module — design-docs/03-living-brain.md:434
  • Multi-timescale observation rulesets (weekly pattern tracker, access log aggregation) — Weakness 8, design-docs/05-ecosystem-roadmap.md:324-383
  • Fathom DSL: certainty declaration support for rules (depends on Fathom)
  • Similarity scoring deffunctions
  • Freshness decay and knowledge garbage collection
  • Data transformation rules (redaction / aggregation / normalization / conflict resolution) — design-docs/02-core-engine.md:308-310

Shipped (do not re-issue)

  • Elasticsearch adapter ✓ (nautilus/adapters/elasticsearch.py)
  • REST API adapter ✓ (nautilus/adapters/rest.py)

Design references

  • design-docs/05-ecosystem-roadmap.md:460-470
  • design-docs/03-living-brain.md — full v2 design

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Priority

P2 — v2 work.

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    P2Medium priority: v2 epic or non-blocking gapenhancementNew feature or requestepicMulti-issue rollupsize/XLEpic / multi-week / spans subsystems

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