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Revise decision-guide-agent spec per auto-researcher review (#22)

The auto-researcher project (~/Documents/auto-researcher/) already built ~70% of this agent — the full research engine, with 4 shipping-ready posts. Its review flagged the build directive + 8 empirically-grounded

The auto-researcher project (~/Documents/auto-researcher/) already built ~70% of this agent — the full research engine, with 4 shipping-ready posts. Its review flagged the build directive + 8 empirically-grounded methodology corrections. Folded all of it in:

Build directive:

  • Build ON auto-researcher (~21-24 hrs), not fresh (~80-100 hrs). Added

the reuse map + read-first file order. New agent = marketing_bot/ agents/decision-guide/ calling into auto-researcher modules.

Methodology corrections (battle-tested across 4 domains, override the thinner earlier draft):

  • Topic intake: narrow "first X for buyer Y use case Z", not "best X";

niche discovery surfaces 4-5 real posts where naive read writes 1

  • Harvest whole niche once (~100k threads), narrow per topic to 15-50;

A/B from full corpus not per-topic slice

  • Pareto + table-stakes BEFORE weighting; 7-9 criteria not 3-5
  • Pareto-first for fragmented fields, conjoint-first only when a T1

source covers >70% of candidates

  • mention-frequency != decision-weight (documented haircut)
  • 3-tier table: ranked / dominated / disqualified
  • structured per-brand quote pull; comparison-ratio signal
  • engagement (48h comment replies) is part of the strategy

GDA config: answered the reviewer's 5 open questions from this session's work (data API = /api/recent-deals/<slug>; analytics = GA4 527676777 + ai-referrals + GSC; Flask/Heroku /blog/<slug> pages; voice primitives from auto-researcher farmout spec; edges.jsonl schema = cross-property spec §4, MP5K post edge_gda_011 as template). Plus the SKU classifier reuse (dealClassifier.js) and the UTM convention.

Co-authored-by: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

Files Changed

Commit:80ee708