Add blog post: Bringing AI to policymaking — a chat interface to PolicyEngine UK#1070
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Add blog post: Bringing AI to policymaking — a chat interface to PolicyEngine UK#1070vahid-ahmadi wants to merge 9 commits into
vahid-ahmadi wants to merge 9 commits into
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Add "Bringing AI to policymaking: a chat interface to PolicyEngine UK" with Vahid Ahmadi and Anthony Volk as co-authors. Reuses the multi-agent workflows cover image for now. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Add high-level technical content adapted from the engineering draft: an inline-SVG architecture diagram of the tool-use loop, the bounded loop with its iteration cap and repeated-call breaker, the deterministic vs non-deterministic contract, structural plan mode, the six typed tools, and the version-stamped engine reference. Claims verified against the policyengine-uk-chat runtime; engine attributed to policyengine-uk-compiled. Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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…p code block - Rework the opening to lead with AI's growing role in policymaking - Set subtitle to a plain description of the chat interface - Remove the related-work sentence and the tool-loop code block Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Replace the borrowed placeholder with a dark-mode screenshot of the
UK Chat interface ("What's on your mind today?").
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
…label - Shorten three section headings - Soften strong/informal phrasings toward neutral language - Reposition the "result → back into model" diagram label so the dashed return arrow no longer crosses it Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
… UK-gov sources - Lead with the guess-vs-compute contrast; add H1 title - Drop unsupported "version-stamped" engine-reference claim - Attribute calculations to the compiled engine (policyengine-uk-compiled) - Surface the audit-vs-trust contract early; name the failure mode - Describe input-token routing, single-tool error path, and eval checks - Add "For technical readers" divider; add free/citable/checkable trust line - British English (artefact) and trimmed repetition - Add three UK public-sector sources (GOV.UK AI Playbook, POST, NAO) Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
…ep-link citations - Remove the H1 title (title comes from posts.json) and the "For technical readers" and "Constraints" sections - Group the technical deep-dive under "How it works" with H3 subsections; make The architecture and The tool-use loop numbered lists - Replace the duplicated six-tools prose/table with a single SVG graphic - Generalise "A Claude model" to "AI tools like Claude or ChatGPT"; drop the compiled-build aside and the eval-cross-check sentence - Deep-link the AI Playbook and add a Wikipedia citation for next-token generation, both via #:~:text= fragments - Move the loop-diagram caption to a lead-in above the diagram; trim repetition - Update the cover image Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
…ix, cover - Shorten section/subsection titles to short noun phrases (no interrogatives) - Replace the six-tools figure with a centred, grouped (Calculate/Support) SVG; add a figure lead-in and drop the trailing synthetic-illustration note - Generalise "Anyone comparing two reforms"; unlink Claude/ChatGPT mention - Deep-link the POST and NAO citations to their exact sentences (#:~:text=) - Fix ordered/unordered list rendering: restore list markers that Tailwind preflight had reset, so numbered steps show their numbers - Update the cover image Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
Co-Authored-By: Claude Opus 4.8 (1M context) <noreply@anthropic.com>
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Superseded by #1073, which consolidates all the UK chatbot launch work (blog post, homepage CTA, featured tools, CliffWatch rename) into a single PR. |
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Adds the research post "Bringing AI to policymaking: a chat interface to PolicyEngine UK" by Vahid Ahmadi and Anthony Volk.
What's here
app/src/data/posts/articles/uk-chat-cant-make-up-numbers.mdposts.jsonentry (date 2026-06-25; tagsuk / featured / technology / ai; authorsvahid-ahmadi,anthony-volk)Content
The post explains why every figure comes from the
policyengine-uk-compiledmicrosimulation engine rather than the language model's memory, then a technical section covering:MAX_ITERATIONS = 30, repeated-identical-call breaker,stop_reason="iteration_cap")Technical claims were verified against the
policyengine-uk-chatruntime source.@anth-volk — requesting your review, especially on the technical section and the cover image (placeholder for now).
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