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Add blog post: Automating tax and benefit policy modeling with multi-agent AI#630

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hua7450 wants to merge 4 commits intomainfrom
blog/encode-policy-multi-agent-ai
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Add blog post: Automating tax and benefit policy modeling with multi-agent AI#630
hua7450 wants to merge 4 commits intomainfrom
blog/encode-policy-multi-agent-ai

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@hua7450 hua7450 commented Feb 2, 2026

Summary

Adds a new technical blog post describing the encode-policy workflow—a multi-agent AI system that automates tax and benefit policy implementation from legal documents to tested pull requests.

Content

Main thesis: Reduces policy implementation from 2-3 weeks to 90 minutes using specialized AI agents.

Article structure:

  • The manual process (~1,500 lines of code per state program)
  • Evolution through 5 iterations (70% → 40% → 15% error rate)
  • Design principles: source authority, isolation, shared knowledge, orchestrator pattern, composability
  • Workflow architecture with 4 phases and 12 specialized agents
  • Results: 42 states with TANF, 60K+ lines of code generated
  • Instructions for trying the workflow

Changes

  • Full-screen interactive app: Added to apps.json as iframe type
  • Interactive presentation: diagrams.html contains the full article with:
    • Clickable iteration cards showing architecture evolution
    • SVG agent flow diagrams
    • Design principles grid
    • Terminal-style code blocks
    • Stats cards for results
  • New author: Ziming Hua added to authors.json
  • Cover image: Agent flow diagram
  • Test update: Allow local /assets/ paths in app source URL validation

Test plan

  • Preview at /research/encode-policy-multi-agent-ai
  • Verify full-screen iframe loads and scrolls properly
  • Verify cover image displays on research page
  • Click through iteration cards (1-5) and verify diagrams render
  • Check agent flow diagram renders with loop indicator
  • Verify author displays correctly

🤖 Generated with Claude Code

…agent AI

Introduces a new technical blog post describing the encode-policy workflow
that uses specialized AI agents to automate policy implementation.

- Add article markdown with interactive diagrams (iframe)
- Add author entry for Ziming Hua
- Add cover image and diagram assets

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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vercel bot commented Feb 2, 2026

The latest updates on your projects. Learn more about Vercel for GitHub.

Project Deployment Actions Updated (UTC)
policyengine-app-v2 Ready Ready Preview, Comment Feb 4, 2026 0:51am
policyengine-calculator Ready Ready Preview, Comment Feb 4, 2026 0:51am
policyengine-website Ready Ready Preview, Comment Feb 4, 2026 0:51am

Request Review

- Replace diagrams.html with full interactive presentation
- Move entry from posts.json to apps.json as iframe type
- Convert markdown to placeholder (content now served via iframe)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
hua7450 and others added 2 commits February 3, 2026 19:48
Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
Update test to accept /assets/ paths in addition to external URLs.

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
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