Milestones

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• Phase 6: Observability & Optimization

  Analytics, AI score calibration, A/B testing, LLM cost dashboards, quality metrics.

  No due date
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• Phase 5: Community & Contribution

  Web-form submissions, voting, outdated reports, public API + webhooks, RSS feeds, maintainer dashboards.

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• Phase 4: Query Frontend

  Full-text + semantic search, faceted filtering, tool detail pages, curated views. README auto-generated from DB.

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• Phase 3: AI Review & Moderation

  AI pre-screening pipeline for new submissions, with human-in-the-loop review UI. Detect spam, abandoned projects, and self-promotion.

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• Phase 2: AI Enrichment & Scoring

  LLM-based scoring, categorization, TL;DR summarization, semantic deduplication, and surfaced quality signals.

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• Phase 1: Multi-Source Ingestion

  Scrapers for GitHub Trending, Hacker News, Reddit, Product Hunt, dev.to. Normalized Source/Mention/Tool schema. Scheduled ingestion.

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• Phase 0: Foundations

  Project skeleton: Next.js + Prisma scaffold, OSSInsight ingestion, DB tooling, env contract, CI.

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