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[codex] Package Topic Scout as reusable tool with examples#2

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ginaecho wants to merge 7 commits into
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codex/refine-intent-intake
Draft

[codex] Package Topic Scout as reusable tool with examples#2
ginaecho wants to merge 7 commits into
mainfrom
codex/refine-intent-intake

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@ginaecho

@ginaecho ginaecho commented Jun 19, 2026

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What changed

  • packaged the repository as a reusable Topic Scout tool instead of keeping one active topic workspace at the repo root
  • added executable LLM-backed scout scoring and research-gap generation
  • preserved the current AI-in-hiring run under examples/ai-in-hiring-processes/
  • documented the generic workflow, outputs, and Claw/swarm task-manifest support
  • improved README wording for discoverability and agent recognition

Why

  • the repo should work as a reusable tool for anyone starting a new topic scout
  • generated results from one topic should live as tracked examples, not as the default live workspace
  • Claw and swarm users need concrete manifests and example outputs in-repo

Impact

  • users can initialize a fresh topic workspace at the repo root with make init
  • make scout, make opportunities, and make dashboard now support a more complete end-to-end workflow
  • example artifacts show what a full run looks like, including claw, swarm, and sequential task manifests
  • the repository is easier for AI agents and developers to find and classify correctly

Validation

  • python3 -m unittest -q tests.test_core
  • make reset
  • python3 scripts/orchestrate.py emit --mode claw
  • python3 scripts/orchestrate.py emit --mode swarm
  • regenerated example dashboard and opportunities artifacts from the example topic workspace

@ginaecho ginaecho changed the title [codex] Add scout cost support and governance dashboard [codex] Package Topic Scout as reusable tool with examples Jun 20, 2026
ginaecho and others added 3 commits June 20, 2026 13:48
- Rewrite title and intro with keyword-rich phrasing for search discoverability
- Add shields.io badges (license, Python, OpenAlex)
- Add Table of Contents and structured sections
- Add three Mermaid figures: system architecture, end-to-end pipeline, and multi-agent orchestration fan-out
- Expand search-phrase section and add outputs table

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
… footer

- Reduce to ~half the length while keeping all key information
- Add punchy tagline quote and TL;DR section
- Use emoji section headers for scannability
- Retain three Mermaid diagrams (architecture, pipeline, orchestration)
- Consolidate provider/scout options into one Quick Start block
- Add Tech Stack & Indexing Keywords section for SEO

Co-Authored-By: Claude Sonnet 4.6 <noreply@anthropic.com>
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2 participants