From 5de16d7206d9a14b2fbe4a0b9eef9c58be13920d Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Thu, 25 Jun 2026 12:11:19 +0100 Subject: [PATCH 01/28] Add UK chat blog post: bringing AI to policymaking 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. 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b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md new file mode 100644 index 000000000..d9dddd1e6 --- /dev/null +++ b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md @@ -0,0 +1,41 @@ +[PolicyEngine UK Chat](https://policyengine.org/uk) is an AI-powered chat interface to PolicyEngine UK. It answers UK tax-and-benefit questions in a conversation and runs our microsimulation engine for every calculation. When a question needs a number, the chat calls a tool that computes the result, rather than producing the number from the language model's memory. We built it for policymaking, where the figure is often the point, and where a number a model produces from memory can read like an answer without having been computed. This follows our earlier work on [multi-agent AI workflows for policy research](https://policyengine.org/uk/research/multi-agent-workflows-policy-research), and it sits on the same engine we use elsewhere, for example in [how PolicyEngine estimates the effects of UK carbon taxes](https://policyengine.org/uk/research/how-policyengine-estimates-the-effects-of-uk-carbon-taxes) and our [carbon tax and dividend analysis](https://policyengine.org/uk/research/uk-carbon-tax-dividend). + +## Why the calculation is separate from the model + +A language model generates text by predicting continuations, not by applying tax and benefit rules. Ask one what Universal Credit a lone parent receives and it returns a number without running the taper, the work allowance, or the benefit rates. The wording reads the same whether the number is right or wrong. + +Prompting does not change this. Instructing a model to state only real figures does not give it the rules; it changes the wording around the same guess. For policy work the number is often the point, so a wrong figure presented as an answer is worse than no figure. + +This matters when results feed decisions. A researcher, a charity adviser, or a journalist comparing two reforms needs figures that come from a stated model, not from a model's recollection of figures it has seen. The same applies to a household trying to work out how a threshold change affects its own income: the figure has to come from the rules, with the assumptions written down, so it can be reproduced. + +## The model plans, the tools calculate + +A [Claude model](https://claude.com/claude) reads the question, works out what is being asked, and selects a tool. The system prompt requires every number to come from a tool result, and the tools, not the model, perform the calculation. Most numbers come from typed calculation tools that call the [PolicyEngine UK microsimulation engine](https://github.com/PolicyEngine/policyengine-uk); some come from reproducible PolicyEngine Python when a question falls outside those tools. Either way the number comes from a computation, not from the model's memory. + +The model does the part it is suited to: turning an ambiguous question into a calculation, choosing a tool, and reporting the result it gets back. The engine applies the rules. The engine is open source, so anyone can check how a number is produced, and the same rules sit behind our web app and Python package, which keeps the chat's answers consistent with the rest of PolicyEngine. If a household-level answer in the chat looks off, the same scenario can be run in the web app or the package and the two should agree. + +## What it can answer + +The chat has six tools. `calculate_household` builds a synthetic illustrative household, such as a lone parent on a given wage, and returns outcomes like Universal Credit, Child Benefit, and net income. We label these households as synthetic illustrations rather than real people. + +`run_economy_simulation` runs a reform across the population and returns the budgetary impact, the change by income decile, how many households gain or lose, and the effect on poverty. `analyse_microdata` answers population questions at an aggregate level. `generate_chart` turns any of these into a chart. `run_python` runs reproducible PolicyEngine Python for questions the typed tools do not cover, and `validate_reform` checks a reform definition before it is used. In each case the figures come from the computation, not from recall. + +## Constraints + +Three rules shape the behaviour. The first is neutrality. The chat states what a policy does and who is affected, and it does not call a reform good, bad, fair, unfair, regressive, progressive, generous, or punitive. It reports the change by decile and leaves the judgement to the reader. + +The second is privacy. The chat does not read row-level Family Resources Survey records and does not sample the Enhanced FRS at the individual level, and it does not display row-level microdata. Household examples are synthetic illustrations built for the question, so no individual's records are exposed. + +The third is reproducibility. We run the model at temperature zero, which reduces variation between runs, and the computation itself is deterministic because it comes from the engine. The model's wording and its choice of tool can still vary between attempts. A version-stamped reference tells the model what the current engine version covers, so its descriptions of scope stay aligned with what the engine computes. + +## Where it falls short + +The chat is a modelling tool, not advice. It reports what the model calculates under stated assumptions, and it is not a substitute for professional guidance on an individual's circumstances. + +`run_economy_simulation` handles parametric reforms, meaning changes to existing rates, thresholds, and parameters. Reforms that introduce new mechanisms fall back to `run_python`, which we review, or sit outside the standard tools. Only the major UK tax and benefit programmes are modelled, so questions about minor or unmodelled provisions may not be answerable. + +Results depend on the dataset, the year, and the modelling assumptions, and the chat states these dependencies rather than presenting figures as universal. The aim is that every path either produces a number you can check or says plainly that it cannot. + +## Next steps + +We want to widen the range of reforms the typed tools cover, so fewer questions fall back to reviewed Python, and to make that fallback quicker to run and inspect. PolicyEngine UK Chat works alongside our wider use of Claude and our plugin ecosystem, which bring the same engine to researchers building their own analyses. Try it with a reform you care about, and check the figures against the open-source engine that produced them. diff --git a/app/src/data/posts/posts.json b/app/src/data/posts/posts.json index 7ef2f15ae..400049780 100644 --- a/app/src/data/posts/posts.json +++ b/app/src/data/posts/posts.json @@ -1725,5 +1725,14 @@ "authors": ["vahid-ahmadi"], "filename": "multi-agent-workflows-policy-research.md", "image": "multi-agent-workflows-policy-research.webp" + }, + { + "title": "Bringing AI to policymaking: a chat interface to PolicyEngine UK", + "description": "Every figure comes from our microsimulation engine, not from the language model's memory.", + "date": "2026-06-25", + "tags": ["uk", "featured", "technology", "ai"], + "authors": ["vahid-ahmadi", "anthony-volk"], + "filename": "uk-chat-cant-make-up-numbers.md", + "image": "uk-chat-cant-make-up-numbers.webp" } ] From 4acee999771125e4571edecadcf7613b74378545 Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Thu, 25 Jun 2026 12:22:03 +0100 Subject: [PATCH 02/28] Add technical architecture section to UK chat post 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) --- .../articles/uk-chat-cant-make-up-numbers.md | 96 +++++++++++++++++++ 1 file changed, 96 insertions(+) diff --git a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md index d9dddd1e6..3da613b95 100644 --- a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md +++ b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md @@ -20,6 +20,102 @@ The chat has six tools. `calculate_household` builds a synthetic illustrative ho `run_economy_simulation` runs a reform across the population and returns the budgetary impact, the change by income decile, how many households gain or lose, and the effect on poverty. `analyse_microdata` answers population questions at an aggregate level. `generate_chart` turns any of these into a chart. `run_python` runs reproducible PolicyEngine Python for questions the typed tools do not cover, and `validate_reform` checks a reform definition before it is used. In each case the figures come from the computation, not from recall. +## The architecture + +The runtime is a FastAPI server-sent-events handler that calls the Anthropic SDK directly. There is no agent framework in the request path: the chat owns its tool loop, because the rules that matter are enforced inside that loop rather than around it. + +A request runs in a fixed order. The server validates it and checks the account's balance. It assembles the system blocks — the system prompt and a version-stamped engine reference, both marked for prompt caching. It opens a streaming call to a Claude model, using Claude Haiku for light turns and Claude Sonnet for heavier ones, chosen by the estimated size of the request. It reads the model's output as it streams. When the model asks for a tool, the server runs the tool through a deterministic executor and feeds the result back. This repeats until the model stops, and the client receives events throughout. + + + + + + + + Request + + System blocks assembled + + prompt cache (ephemeral) + + Anthropic streaming + Haiku · Sonnet (by size) + + + + ↺ tool loop — up to 30 iterations + + + detect tool_use block + + execute_tool() dispatch + + + deterministic typed tools + household · economy sim + microdata · python · chart + policyengine-uk-compiled · real data + + + result → back into model + + SSE events → client + chunk · tool_* · done + + + +*The model proposes and the deterministic layer disposes. Every iteration of the loop reaches the client as a server-sent event.* + +## The tool-use loop + +The streaming API returns content as a sequence of blocks. The chat watches for tool-use blocks as they arrive, each naming a tool and carrying a JSON input. It resolves the name against a dispatch table, runs the handler, and appends the result to the conversation as a tool-result turn before streaming the next one. Independent tools requested in the same turn run concurrently. + +Two controls keep the loop bounded. An iteration cap, `MAX_ITERATIONS = 30`, limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continue. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a terminal event stamped `stop_reason="iteration_cap"`, so the client always receives a clean ending. + +```python +for i in range(MAX_ITERATIONS): + blocks = await stream_assistant_turn(conversation) + tool_uses = [b for b in blocks if b.type == "tool_use"] + if not tool_uses: + break # model is done — final prose turn + + sig = signature(tool_uses) + recent.append(sig) + if recent[-3:].count(sig) == 3: + yield error("identical tool call repeated 3x"); break + + results = await run_tools(tool_uses) # independent tools run concurrently + conversation.append(tool_result_turn(results)) +else: + # cap reached without convergence — summarise and stop cleanly + yield message(summarise(attempted_tools, last_error)) + yield done(stop_reason="iteration_cap") +``` + +## What the model decides and what the code decides + +The boundary between the model and the code is written down and treated as a contract. The model handles the parts that are open-ended: interpreting the question, planning, selecting tools, writing prose, and suggesting follow-ups. The code handles everything that affects a number or a displayed result: request validation, tool dispatch, the typed tools themselves — including Python execution and chart construction — result truncation and summarisation, billing, and database writes. + +Some of these could be left to the model and deliberately are not. If the model chose which rows of a large table to show, that choice would be a sampling decision, and a sampling decision the reader cannot see is one the reader cannot check. A deterministic helper makes it instead. The principle is uniform: anything that affects a number or an artifact is code, so it can be audited rather than trusted. + +Plan mode follows the same logic. It lets the model talk through an approach before running anything. Telling the model "do not call tools" in the prompt is a request it can ignore, so the chat does not rely on that: in plan mode the list of tools is left out of the request entirely, and a model cannot call a tool it was never offered. + +## The six typed tools + +The tools are defined in one place, with shared schema fragments — the year, reform-property, dataset, filter, and chart schemas — reused across them, so a definition such as a reform property lives in a single location. + +| Tool | What it does (deterministically) | +| --- | --- | +| `validate_reform` | Type-checks a proposed reform against the parameter tree | +| `calculate_household` | Runs a single household through the model | +| `run_economy_simulation` | Population-level reform impact, including aggregate FRS | +| `analyse_microdata` | Aggregate microdata queries, with access guards | +| `run_python` | Sandboxed Python over engine outputs | +| `generate_chart` | Builds chart JSON deterministically | + +## A reference generated from the engine + +The model also needs to know what the engine can actually compute, and that surface changes every time `policyengine-uk-compiled` is updated. At deploy time, a build step snapshots the installed engine into a reference document: its reported capabilities, the public API signatures and docstrings, and the full parameter schema. That document is loaded into the system prompt and stamped with the engine version. Because it is generated from the engine rather than written by hand, the model's account of what the engine covers cannot drift from what the engine actually does. + ## Constraints Three rules shape the behaviour. The first is neutrality. The chat states what a policy does and who is affected, and it does not call a reform good, bad, fair, unfair, regressive, progressive, generous, or punitive. It reports the change by decile and leaves the judgement to the reader. From 174d9a65f12bd4f6b3de8a4b5009f005e1ef1b90 Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Thu, 25 Jun 2026 12:26:31 +0100 Subject: [PATCH 03/28] Revise UK chat post: AI-for-policymaking intro, plainer subtitle, drop 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) --- .../articles/uk-chat-cant-make-up-numbers.md | 24 ++----------------- app/src/data/posts/posts.json | 2 +- 2 files changed, 3 insertions(+), 23 deletions(-) diff --git a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md index 3da613b95..bce32e7c8 100644 --- a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md +++ b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md @@ -1,4 +1,4 @@ -[PolicyEngine UK Chat](https://policyengine.org/uk) is an AI-powered chat interface to PolicyEngine UK. It answers UK tax-and-benefit questions in a conversation and runs our microsimulation engine for every calculation. When a question needs a number, the chat calls a tool that computes the result, rather than producing the number from the language model's memory. We built it for policymaking, where the figure is often the point, and where a number a model produces from memory can read like an answer without having been computed. This follows our earlier work on [multi-agent AI workflows for policy research](https://policyengine.org/uk/research/multi-agent-workflows-policy-research), and it sits on the same engine we use elsewhere, for example in [how PolicyEngine estimates the effects of UK carbon taxes](https://policyengine.org/uk/research/how-policyengine-estimates-the-effects-of-uk-carbon-taxes) and our [carbon tax and dividend analysis](https://policyengine.org/uk/research/uk-carbon-tax-dividend). +AI is moving quickly into policymaking. Analysts, advisers, and journalists increasingly ask language models how a tax or benefit change would play out, because a model can read an ambiguous question and answer it in plain language in seconds. The difficulty is that a language model produces numbers from memory, and in policy work the number is usually the point: a figure that reads like an answer but was never computed is worse than no figure at all. [PolicyEngine UK Chat](https://policyengine.org/uk) is built for exactly this gap. It is an AI chat interface to PolicyEngine UK that answers UK tax-and-benefit questions in a conversation and runs our microsimulation engine for every calculation. When a question needs a number, the chat calls a tool that computes the result, rather than producing the number from the language model's memory, so the figure comes from the rules rather than from recall. ## Why the calculation is separate from the model @@ -69,27 +69,7 @@ A request runs in a fixed order. The server validates it and checks the account' The streaming API returns content as a sequence of blocks. The chat watches for tool-use blocks as they arrive, each naming a tool and carrying a JSON input. It resolves the name against a dispatch table, runs the handler, and appends the result to the conversation as a tool-result turn before streaming the next one. Independent tools requested in the same turn run concurrently. -Two controls keep the loop bounded. An iteration cap, `MAX_ITERATIONS = 30`, limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continue. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a terminal event stamped `stop_reason="iteration_cap"`, so the client always receives a clean ending. - -```python -for i in range(MAX_ITERATIONS): - blocks = await stream_assistant_turn(conversation) - tool_uses = [b for b in blocks if b.type == "tool_use"] - if not tool_uses: - break # model is done — final prose turn - - sig = signature(tool_uses) - recent.append(sig) - if recent[-3:].count(sig) == 3: - yield error("identical tool call repeated 3x"); break - - results = await run_tools(tool_uses) # independent tools run concurrently - conversation.append(tool_result_turn(results)) -else: - # cap reached without convergence — summarise and stop cleanly - yield message(summarise(attempted_tools, last_error)) - yield done(stop_reason="iteration_cap") -``` +Two controls keep the loop bounded. An iteration cap limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continue. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a clean terminal event, so the client always receives a proper ending. ## What the model decides and what the code decides diff --git a/app/src/data/posts/posts.json b/app/src/data/posts/posts.json index 400049780..7f97d9f90 100644 --- a/app/src/data/posts/posts.json +++ b/app/src/data/posts/posts.json @@ -1728,7 +1728,7 @@ }, { "title": "Bringing AI to policymaking: a chat interface to PolicyEngine UK", - "description": "Every figure comes from our microsimulation engine, not from the language model's memory.", + "description": "An AI chat interface to PolicyEngine UK that answers tax and benefit questions by running the microsimulation engine for every figure.", "date": "2026-06-25", "tags": ["uk", "featured", "technology", "ai"], "authors": ["vahid-ahmadi", "anthony-volk"], From 625f9541473395c46838b5c71a3bcc02eb8fb2dc Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Thu, 25 Jun 2026 12:33:48 +0100 Subject: [PATCH 04/28] Use UK chat interface screenshot as post cover Replace the borrowed placeholder with a dark-mode screenshot of the UK Chat interface ("What's on your mind today?"). 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zIvXq;hvBw#8ejcB1cQ!M0`_}7t*f1s?rq;!-~ zYgFCSDuLL_ZDS6n#k)f6-uPXsL=@9(Dz|*kU6X&zeSV^8k0#!2cF1uWz*d($r1i1v z)9*=K)K*Nl>iizXC<5724!jq{Jo{9sh`?z5HHn3%i9yp9W$&V{c+hS8Lm4&E@>h*e zQ0((nLKy!{q-Y@?ShI)#s%-UiuS6=`INc5QBpGd)bfduVico7$YKdd}V^z2O12ynNqKScB^nbeHL>Sq%}q)C{ZHLZgEBZMFbpEB$fL| zzJU?;avi<=#Y6Cw=3yytd4-r@aqL*?MBtp?wuh;p>@R(z6@LZe;X5SVDO8N*R(^wE z#$zOf6U2CH+5J{ujORCCI`Ko}jbHu5Wp#&pUcd-m_?YdxvEw=m`NP`A$ktn$D;f=N;By0h zyrmSRvr~H~x-u7yKlMIG%eQbbagw{@z~4vRV1d$5Idn62(->7gvT}EEd`gc6EcpKG zJ#LErCWL9vx?p5J-%LGO&2mVsriwCtLB8iC;T zmOe#mrUWqig4peCzkC-kPXKc_fN~%MXD#-E9po;EV`C+JSmLei!8)EOK=aA4R^o_Z zM+mp5IzztA<>RA96`w#mQ+9hkJwf28U~W{wWm}RPW%lBfg1VmY7rOMAP|d7;82D_! z^Wb6NwSqdEuh{O?f?CrFI>v9nN+#wqt&Q36*E2J!sq+ zgXjN|881*;NJWiHiw9l2lLa43bnL>C-Em)q(Dq=~6B1|CZ7WshF5Cd|F5q*0p;3&K zQ%~JVRn@Xky?w4_%@8w<#tri#nCxV;J*cbPC(f?F$r>)xHvgxU1UQ{g3f_@Jp%rUn W_2f;an3QJgrBx>Y6@+Q}0000SD%}PE From 8061368a8de50052724713bfd64944914aeee220 Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Thu, 25 Jun 2026 12:41:59 +0100 Subject: [PATCH 05/28] Tighten UK chat post: shorter headings, neutral wording, fix diagram label MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit - 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) --- .../articles/uk-chat-cant-make-up-numbers.md | 16 ++++++++-------- 1 file changed, 8 insertions(+), 8 deletions(-) diff --git a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md index bce32e7c8..9574b2ea9 100644 --- a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md +++ b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md @@ -1,10 +1,10 @@ -AI is moving quickly into policymaking. Analysts, advisers, and journalists increasingly ask language models how a tax or benefit change would play out, because a model can read an ambiguous question and answer it in plain language in seconds. The difficulty is that a language model produces numbers from memory, and in policy work the number is usually the point: a figure that reads like an answer but was never computed is worse than no figure at all. [PolicyEngine UK Chat](https://policyengine.org/uk) is built for exactly this gap. It is an AI chat interface to PolicyEngine UK that answers UK tax-and-benefit questions in a conversation and runs our microsimulation engine for every calculation. When a question needs a number, the chat calls a tool that computes the result, rather than producing the number from the language model's memory, so the figure comes from the rules rather than from recall. +Language models are increasingly used to ask how a tax or benefit change would work, because a model can read a loosely worded question and answer it in plain language. The difficulty is that a language model produces its numbers from memory, and in policy work the number is often the point. [PolicyEngine UK Chat](https://policyengine.org/uk) is an AI chat interface to PolicyEngine UK that answers UK tax-and-benefit questions in a conversation and runs our microsimulation engine for every calculation. When a question needs a number, the chat calls a tool that computes the result, rather than producing it from the language model's memory, so the figure comes from the rules rather than from recall. -## Why the calculation is separate from the model +## Why calculation is separate A language model generates text by predicting continuations, not by applying tax and benefit rules. Ask one what Universal Credit a lone parent receives and it returns a number without running the taper, the work allowance, or the benefit rates. The wording reads the same whether the number is right or wrong. -Prompting does not change this. Instructing a model to state only real figures does not give it the rules; it changes the wording around the same guess. For policy work the number is often the point, so a wrong figure presented as an answer is worse than no figure. +Prompting does not change this. Instructing a model to state only real figures does not give it the rules; it changes the wording around the same guess. For policy work the number is often the point, and a figure that is wrong but reads as an answer can be harder to catch than no figure at all. This matters when results feed decisions. A researcher, a charity adviser, or a journalist comparing two reforms needs figures that come from a stated model, not from a model's recollection of figures it has seen. The same applies to a household trying to work out how a threshold change affects its own income: the figure has to come from the rules, with the assumptions written down, so it can be reproduced. @@ -12,7 +12,7 @@ This matters when results feed decisions. A researcher, a charity adviser, or a A [Claude model](https://claude.com/claude) reads the question, works out what is being asked, and selects a tool. The system prompt requires every number to come from a tool result, and the tools, not the model, perform the calculation. Most numbers come from typed calculation tools that call the [PolicyEngine UK microsimulation engine](https://github.com/PolicyEngine/policyengine-uk); some come from reproducible PolicyEngine Python when a question falls outside those tools. Either way the number comes from a computation, not from the model's memory. -The model does the part it is suited to: turning an ambiguous question into a calculation, choosing a tool, and reporting the result it gets back. The engine applies the rules. The engine is open source, so anyone can check how a number is produced, and the same rules sit behind our web app and Python package, which keeps the chat's answers consistent with the rest of PolicyEngine. If a household-level answer in the chat looks off, the same scenario can be run in the web app or the package and the two should agree. +The model does the part it is suited to: turning an ambiguous question into a calculation, choosing a tool, and reporting the result it gets back. The engine applies the rules. The engine is open source, so anyone can check how a number is produced, and the same rules sit behind our web app and Python package, which keeps the chat's answers consistent with the rest of PolicyEngine. If a household-level answer in the chat seems wrong, the same scenario can be run in the web app or the package and the two should agree. ## What it can answer @@ -56,14 +56,14 @@ A request runs in a fixed order. The server validates it and checks the account' policyengine-uk-compiled · real data - result → back into model + result → back into model SSE events → client chunk · tool_* · done -*The model proposes and the deterministic layer disposes. Every iteration of the loop reaches the client as a server-sent event.* +*The model requests tools; the code runs them and feeds the results back. Each iteration of the loop reaches the client as a server-sent event.* ## The tool-use loop @@ -71,7 +71,7 @@ The streaming API returns content as a sequence of blocks. The chat watches for Two controls keep the loop bounded. An iteration cap limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continue. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a clean terminal event, so the client always receives a proper ending. -## What the model decides and what the code decides +## What the model and code decide The boundary between the model and the code is written down and treated as a contract. The model handles the parts that are open-ended: interpreting the question, planning, selecting tools, writing prose, and suggesting follow-ups. The code handles everything that affects a number or a displayed result: request validation, tool dispatch, the typed tools themselves — including Python execution and chart construction — result truncation and summarisation, billing, and database writes. @@ -92,7 +92,7 @@ The tools are defined in one place, with shared schema fragments — the year, r | `run_python` | Sandboxed Python over engine outputs | | `generate_chart` | Builds chart JSON deterministically | -## A reference generated from the engine +## The engine reference The model also needs to know what the engine can actually compute, and that surface changes every time `policyengine-uk-compiled` is updated. At deploy time, a build step snapshots the installed engine into a reference document: its reported capabilities, the public API signatures and docstrings, and the full parameter schema. That document is loaded into the system prompt and stamped with the engine version. Because it is generated from the engine rather than written by hand, the model's account of what the engine covers cannot drift from what the engine actually does. From b3499793b059805d9f8fe528eea814e91d2b536b Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Fri, 26 Jun 2026 13:09:53 +0100 Subject: [PATCH 06/28] Revise UK chat post: lead with the contract, fix engine accuracy, add 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) --- .../articles/uk-chat-cant-make-up-numbers.md | 34 ++++++++++++------- 1 file changed, 22 insertions(+), 12 deletions(-) diff --git a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md index 9574b2ea9..2f698eba8 100644 --- a/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md +++ b/app/src/data/posts/articles/uk-chat-cant-make-up-numbers.md @@ -1,30 +1,40 @@ -Language models are increasingly used to ask how a tax or benefit change would work, because a model can read a loosely worded question and answer it in plain language. The difficulty is that a language model produces its numbers from memory, and in policy work the number is often the point. [PolicyEngine UK Chat](https://policyengine.org/uk) is an AI chat interface to PolicyEngine UK that answers UK tax-and-benefit questions in a conversation and runs our microsimulation engine for every calculation. When a question needs a number, the chat calls a tool that computes the result, rather than producing it from the language model's memory, so the figure comes from the rules rather than from recall. +# PolicyEngine UK Chat: the model plans, the engine calculates + +Most AI chatbots answer a tax-or-benefit question by guessing the number from memory. [PolicyEngine UK Chat](https://policyengine.org/uk) instead computes every number from the actual rules, by running our microsimulation engine. When a question needs a figure, the chat calls a tool that computes the result rather than producing it from the language model's memory, so the figure comes from the rules rather than from recall. + +Language models are increasingly used to ask how a tax or benefit change would work, because a model can read a loosely worded question and answer it in plain language. The difficulty is that a language model [produces its numbers from memory](https://www.gov.uk/government/publications/ai-playbook-for-the-uk-government/artificial-intelligence-playbook-for-the-uk-government-html), and in policy work the figure is usually what matters. PolicyEngine UK Chat is an AI chat interface to PolicyEngine UK that answers UK tax-and-benefit questions in a conversation and runs the engine for every calculation. ## Why calculation is separate A language model generates text by predicting continuations, not by applying tax and benefit rules. Ask one what Universal Credit a lone parent receives and it returns a number without running the taper, the work allowance, or the benefit rates. The wording reads the same whether the number is right or wrong. -Prompting does not change this. Instructing a model to state only real figures does not give it the rules; it changes the wording around the same guess. For policy work the number is often the point, and a figure that is wrong but reads as an answer can be harder to catch than no figure at all. +Prompting does not change this. Instructing a model to state only real figures does not give it the rules; it changes the wording around the same guess. A model can recite the correct taper rate and still get the arithmetic wrong, and the output reads identically whether the figure is right or wrong, so you cannot tell from the answer which it is. A figure that is wrong but reads as an answer can be [harder to catch than no figure at all](https://post.parliament.uk/research-briefings/post-pn-0708/). -This matters when results feed decisions. A researcher, a charity adviser, or a journalist comparing two reforms needs figures that come from a stated model, not from a model's recollection of figures it has seen. The same applies to a household trying to work out how a threshold change affects its own income: the figure has to come from the rules, with the assumptions written down, so it can be reproduced. +[This matters when results feed decisions](https://www.nao.org.uk/reports/use-of-artificial-intelligence-in-government/). A researcher, a charity adviser, or a journalist comparing two reforms needs figures that come from a stated model, not from a model's recollection of figures it has seen. The same applies to a household trying to work out how a threshold change affects its own income: the figure has to come from the rules, with the assumptions written down, so it can be reproduced. ## The model plans, the tools calculate -A [Claude model](https://claude.com/claude) reads the question, works out what is being asked, and selects a tool. The system prompt requires every number to come from a tool result, and the tools, not the model, perform the calculation. Most numbers come from typed calculation tools that call the [PolicyEngine UK microsimulation engine](https://github.com/PolicyEngine/policyengine-uk); some come from reproducible PolicyEngine Python when a question falls outside those tools. Either way the number comes from a computation, not from the model's memory. +A [Claude model](https://claude.com/claude) reads the question, works out what is being asked, and selects a tool. The system prompt requires every number to come from a tool result, and the tools, not the model, perform the calculation. Most numbers come from typed calculation tools that call the [PolicyEngine UK microsimulation engine](https://github.com/PolicyEngine/policyengine-uk), running on its compiled `policyengine-uk-compiled` build; some come from sandboxed Python over the same compiled engine when a question falls outside those tools. + +This split is the central design principle: anything that affects a number or an artefact is handled by code, so it can be audited rather than trusted, while the open-ended work — reading the question, planning, choosing a tool, and writing the answer — is left to the model. -The model does the part it is suited to: turning an ambiguous question into a calculation, choosing a tool, and reporting the result it gets back. The engine applies the rules. The engine is open source, so anyone can check how a number is produced, and the same rules sit behind our web app and Python package, which keeps the chat's answers consistent with the rest of PolicyEngine. If a household-level answer in the chat seems wrong, the same scenario can be run in the web app or the package and the two should agree. +The engine applies the rules, and it is open source, so anyone can check how a number is produced. The same rules sit behind our web app and Python package, which keeps the chat's answers consistent with the rest of PolicyEngine. We test chat scenarios against that same engine, so if a household-level answer in the chat seems wrong, the same scenario can be run in the web app or the package and the two should agree. ## What it can answer The chat has six tools. `calculate_household` builds a synthetic illustrative household, such as a lone parent on a given wage, and returns outcomes like Universal Credit, Child Benefit, and net income. We label these households as synthetic illustrations rather than real people. -`run_economy_simulation` runs a reform across the population and returns the budgetary impact, the change by income decile, how many households gain or lose, and the effect on poverty. `analyse_microdata` answers population questions at an aggregate level. `generate_chart` turns any of these into a chart. `run_python` runs reproducible PolicyEngine Python for questions the typed tools do not cover, and `validate_reform` checks a reform definition before it is used. In each case the figures come from the computation, not from recall. +`run_economy_simulation` runs a reform across the population and returns the budgetary impact, the change by income decile, how many households gain or lose, and the effect on poverty. `analyse_microdata` answers population questions at an aggregate level. `generate_chart` turns any of these into a chart. `run_python` runs sandboxed Python over the same compiled engine for questions the typed tools do not cover, and `validate_reform` checks a reform definition before it is used. + +## For technical readers + +The rest of this section describes how the chat is built and where the model–code boundary sits. A reader who only wants to know what the chat does and how far to trust it can skip to [Constraints](#constraints). ## The architecture The runtime is a FastAPI server-sent-events handler that calls the Anthropic SDK directly. There is no agent framework in the request path: the chat owns its tool loop, because the rules that matter are enforced inside that loop rather than around it. -A request runs in a fixed order. The server validates it and checks the account's balance. It assembles the system blocks — the system prompt and a version-stamped engine reference, both marked for prompt caching. It opens a streaming call to a Claude model, using Claude Haiku for light turns and Claude Sonnet for heavier ones, chosen by the estimated size of the request. It reads the model's output as it streams. When the model asks for a tool, the server runs the tool through a deterministic executor and feeds the result back. This repeats until the model stops, and the client receives events throughout. +A request runs in a fixed order. The server validates it and checks the account's balance. It assembles the system blocks — the system prompt and an engine reference generated from the installed engine, both marked for prompt caching. It opens a streaming call to a Claude model, defaulting to Claude Haiku and escalating to Claude Sonnet when the estimated input-token count of the assembled request — messages, system prompt, and engine reference — passes a fixed threshold. It reads the model's output as it streams. When the model asks for a tool, the server runs the tool through a deterministic executor and feeds the result back. This repeats until the model stops, and the client receives events throughout. @@ -69,13 +79,13 @@ A request runs in a fixed order. The server validates it and checks the account' The streaming API returns content as a sequence of blocks. The chat watches for tool-use blocks as they arrive, each naming a tool and carrying a JSON input. It resolves the name against a dispatch table, runs the handler, and appends the result to the conversation as a tool-result turn before streaming the next one. Independent tools requested in the same turn run concurrently. -Two controls keep the loop bounded. An iteration cap limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continue. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a clean terminal event, so the client always receives a proper ending. +Two controls keep the loop bounded. An iteration cap limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continuing. When a single tool raises, the error is caught and returned to the model as that tool's result, recorded as the last tool error, and the loop continues, so the model can adjust rather than the request failing outright. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a clean terminal event, so the client always receives a proper ending. ## What the model and code decide The boundary between the model and the code is written down and treated as a contract. The model handles the parts that are open-ended: interpreting the question, planning, selecting tools, writing prose, and suggesting follow-ups. The code handles everything that affects a number or a displayed result: request validation, tool dispatch, the typed tools themselves — including Python execution and chart construction — result truncation and summarisation, billing, and database writes. -Some of these could be left to the model and deliberately are not. If the model chose which rows of a large table to show, that choice would be a sampling decision, and a sampling decision the reader cannot see is one the reader cannot check. A deterministic helper makes it instead. The principle is uniform: anything that affects a number or an artifact is code, so it can be audited rather than trusted. +Some of these could be left to the model and deliberately are not. If the model chose which rows of a large table to show, that choice would be a sampling decision, and a sampling decision the reader cannot see is one the reader cannot check. A deterministic helper makes it instead. The principle is uniform: anything that affects a number or an artefact is code, so it can be audited rather than trusted. Plan mode follows the same logic. It lets the model talk through an approach before running anything. Telling the model "do not call tools" in the prompt is a request it can ignore, so the chat does not rely on that: in plan mode the list of tools is left out of the request entirely, and a model cannot call a tool it was never offered. @@ -94,7 +104,7 @@ The tools are defined in one place, with shared schema fragments — the year, r ## The engine reference -The model also needs to know what the engine can actually compute, and that surface changes every time `policyengine-uk-compiled` is updated. At deploy time, a build step snapshots the installed engine into a reference document: its reported capabilities, the public API signatures and docstrings, and the full parameter schema. That document is loaded into the system prompt and stamped with the engine version. Because it is generated from the engine rather than written by hand, the model's account of what the engine covers cannot drift from what the engine actually does. +The model also needs to know what the engine can actually compute, and that surface changes every time `policyengine-uk-compiled` is updated. At deploy time, a build step snapshots the installed engine into a reference document: its reported capabilities, the public API signatures and docstrings, and the full parameter schema. That document is loaded into the system prompt and reflects the engine installed at deploy time. Because it is generated from the engine rather than written by hand, the model's account of what the engine covers cannot drift from what the engine actually does. ## Constraints @@ -102,7 +112,7 @@ Three rules shape the behaviour. The first is neutrality. The chat states what a The second is privacy. The chat does not read row-level Family Resources Survey records and does not sample the Enhanced FRS at the individual level, and it does not display row-level microdata. Household examples are synthetic illustrations built for the question, so no individual's records are exposed. -The third is reproducibility. We run the model at temperature zero, which reduces variation between runs, and the computation itself is deterministic because it comes from the engine. The model's wording and its choice of tool can still vary between attempts. A version-stamped reference tells the model what the current engine version covers, so its descriptions of scope stay aligned with what the engine computes. +The third is reproducibility. We run the model at temperature zero, which reduces variation between runs, and the computation itself is deterministic because it comes from the engine. The model's wording and its choice of tool can still vary between attempts. A reference generated from the installed engine tells the model what it currently covers, so its descriptions of scope stay aligned with what the engine computes. ## Where it falls short @@ -110,7 +120,7 @@ The chat is a modelling tool, not advice. It reports what the model calculates u `run_economy_simulation` handles parametric reforms, meaning changes to existing rates, thresholds, and parameters. Reforms that introduce new mechanisms fall back to `run_python`, which we review, or sit outside the standard tools. Only the major UK tax and benefit programmes are modelled, so questions about minor or unmodelled provisions may not be answerable. -Results depend on the dataset, the year, and the modelling assumptions, and the chat states these dependencies rather than presenting figures as universal. The aim is that every path either produces a number you can check or says plainly that it cannot. +Results depend on the dataset, the year, and the modelling assumptions, and the chat states these dependencies rather than presenting figures as universal. The aim is that every path either produces a number you can check or says plainly that it cannot. It is free to try, and its answers can be cited and reproduced: because the figures come from the same open engine behind our web app and Python package, they can be checked against independent estimates, such as those from the IFS, the Resolution Foundation, or the OBR. ## Next steps From e9081e537000e350c544cf4fc7c306a143ee27fa Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Fri, 26 Jun 2026 14:21:56 +0100 Subject: [PATCH 07/28] Restructure UK chat post: sections/subsections, six-tools graphic, deep-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 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zWbvLw9}8Tf&{QL82u*5?bgP3j!#n`5C1@33B*;wys2qqw%;*l2sx9s+%meI5wW?o^ z#~Q5GV&DJOTmLawZBDQ~P33Oa-tL{7X=7-fgNEvzElQ+aWZgffuwrW?{N*`}tM7Wb42iJ)jU$S*)s| + + calculate_household + One synthetic household → + UC, Child Benefit, net income + + run_economy_simulation + A reform across everyone → + budget, deciles, gains and + losses, poverty + + analyse_microdata + Aggregate population + questions + + generate_chart + Turns any result + into a chart + + run_python + Sandboxed Python for + questions the tools don't cover + + validate_reform + Checks a reform definition + before it is used + -`run_economy_simulation` runs a reform across the population and returns the budgetary impact, the change by income decile, how many households gain or lose, and the effect on poverty. `analyse_microdata` answers population questions at an aggregate level. `generate_chart` turns any of these into a chart. `run_python` runs sandboxed Python over the same compiled engine for questions the typed tools do not cover, and `validate_reform` checks a reform definition before it is used. +Household examples are built for the question and labelled as synthetic illustrations, not real people. -## For technical readers +## How it works -The rest of this section describes how the chat is built and where the model–code boundary sits. A reader who only wants to know what the chat does and how far to trust it can skip to [Constraints](#constraints). +### The architecture -## The architecture +The runtime is a FastAPI server-sent-events handler that calls the Anthropic SDK directly. There is no agent framework in the request path: the chat owns its tool loop, because the rules that matter are enforced inside that loop rather than around it. A request then runs in a fixed order: -The runtime is a FastAPI server-sent-events handler that calls the Anthropic SDK directly. There is no agent framework in the request path: the chat owns its tool loop, because the rules that matter are enforced inside that loop rather than around it. +1. Validate the request and check the account's balance. +2. Assemble the system blocks — the system prompt and an engine reference generated from the installed engine — both marked for prompt caching. +3. Open a streaming call to a Claude model, defaulting to Claude Haiku and escalating to Claude Sonnet when the estimated input-token count of the assembled request (messages, system prompt, and engine reference) passes a fixed threshold. +4. Read the model's output as it streams; whenever it asks for a tool, run that tool through a deterministic executor and feed the result back, repeating until the model stops. +5. Stream events to the client throughout. -A request runs in a fixed order. The server validates it and checks the account's balance. It assembles the system blocks — the system prompt and an engine reference generated from the installed engine, both marked for prompt caching. It opens a streaming call to a Claude model, defaulting to Claude Haiku and escalating to Claude Sonnet when the estimated input-token count of the assembled request — messages, system prompt, and engine reference — passes a fixed threshold. It reads the model's output as it streams. When the model asks for a tool, the server runs the tool through a deterministic executor and feeds the result back. This repeats until the model stops, and the client receives events throughout. +The diagram below traces one request through that loop — the model requesting tools, the code running them and feeding results back, each iteration reaching the client as a server-sent event. @@ -73,54 +103,37 @@ A request runs in a fixed order. The server validates it and checks the account' -*The model requests tools; the code runs them and feeds the results back. Each iteration of the loop reaches the client as a server-sent event.* +### The tool-use loop + +Inside that loop, the streaming API returns content as a sequence of blocks, which the chat processes as they arrive: -## The tool-use loop +1. Watch for tool-use blocks, each naming a tool and carrying a JSON input. +2. Resolve the name against a dispatch table and run the handler; independent tools requested in the same turn run concurrently. +3. Append each result to the conversation as a tool-result turn before streaming the next. -The streaming API returns content as a sequence of blocks. The chat watches for tool-use blocks as they arrive, each naming a tool and carrying a JSON input. It resolves the name against a dispatch table, runs the handler, and appends the result to the conversation as a tool-result turn before streaming the next one. Independent tools requested in the same turn run concurrently. +Two controls keep the loop bounded. An iteration cap limits how many tool rounds a single request can take, and a repeated-call check stops the loop with an error when three identical calls arrive in a row, which means the model is stuck. When a single tool raises, the error is caught and returned to the model as that tool's result so it can adjust rather than the request failing outright; if the cap is reached first, the chat returns a message naming the tools it attempted and the last error, then a clean terminal event, so the client always receives a proper ending. -Two controls keep the loop bounded. An iteration cap limits how many tool rounds a single request can take. A repeated-call check tracks the most recent tool calls; three identical calls in a row means the model is stuck, and the loop stops with an error rather than continuing. When a single tool raises, the error is caught and returned to the model as that tool's result, recorded as the last tool error, and the loop continues, so the model can adjust rather than the request failing outright. If the cap is reached before the model finishes, the chat returns a message naming the tools it attempted and the last error, then a clean terminal event, so the client always receives a proper ending. +The tools are defined in one place, with shared schema fragments — the year, reform-property, dataset, filter, and chart schemas — reused across them, so a definition such as a reform property lives in a single location. -## What the model and code decide +### What the model and code decide The boundary between the model and the code is written down and treated as a contract. The model handles the parts that are open-ended: interpreting the question, planning, selecting tools, writing prose, and suggesting follow-ups. The code handles everything that affects a number or a displayed result: request validation, tool dispatch, the typed tools themselves — including Python execution and chart construction — result truncation and summarisation, billing, and database writes. -Some of these could be left to the model and deliberately are not. If the model chose which rows of a large table to show, that choice would be a sampling decision, and a sampling decision the reader cannot see is one the reader cannot check. A deterministic helper makes it instead. The principle is uniform: anything that affects a number or an artefact is code, so it can be audited rather than trusted. +Some of these could be left to the model and deliberately are not. If the model chose which rows of a large table to show, that choice would be a sampling decision, and a sampling decision the reader cannot see is one the reader cannot check. A deterministic helper makes it instead, so the choice can be inspected rather than taken on trust. Plan mode follows the same logic. It lets the model talk through an approach before running anything. Telling the model "do not call tools" in the prompt is a request it can ignore, so the chat does not rely on that: in plan mode the list of tools is left out of the request entirely, and a model cannot call a tool it was never offered. -## The six typed tools - -The tools are defined in one place, with shared schema fragments — the year, reform-property, dataset, filter, and chart schemas — reused across them, so a definition such as a reform property lives in a single location. - -| Tool | What it does (deterministically) | -| --- | --- | -| `validate_reform` | Type-checks a proposed reform against the parameter tree | -| `calculate_household` | Runs a single household through the model | -| `run_economy_simulation` | Population-level reform impact, including aggregate FRS | -| `analyse_microdata` | Aggregate microdata queries, with access guards | -| `run_python` | Sandboxed Python over engine outputs | -| `generate_chart` | Builds chart JSON deterministically | - -## The engine reference +### The engine reference The model also needs to know what the engine can actually compute, and that surface changes every time `policyengine-uk-compiled` is updated. At deploy time, a build step snapshots the installed engine into a reference document: its reported capabilities, the public API signatures and docstrings, and the full parameter schema. That document is loaded into the system prompt and reflects the engine installed at deploy time. Because it is generated from the engine rather than written by hand, the model's account of what the engine covers cannot drift from what the engine actually does. -## Constraints - -Three rules shape the behaviour. The first is neutrality. The chat states what a policy does and who is affected, and it does not call a reform good, bad, fair, unfair, regressive, progressive, generous, or punitive. It reports the change by decile and leaves the judgement to the reader. - -The second is privacy. The chat does not read row-level Family Resources Survey records and does not sample the Enhanced FRS at the individual level, and it does not display row-level microdata. Household examples are synthetic illustrations built for the question, so no individual's records are exposed. - -The third is reproducibility. We run the model at temperature zero, which reduces variation between runs, and the computation itself is deterministic because it comes from the engine. The model's wording and its choice of tool can still vary between attempts. A reference generated from the installed engine tells the model what it currently covers, so its descriptions of scope stay aligned with what the engine computes. - ## Where it falls short The chat is a modelling tool, not advice. It reports what the model calculates under stated assumptions, and it is not a substitute for professional guidance on an individual's circumstances. `run_economy_simulation` handles parametric reforms, meaning changes to existing rates, thresholds, and parameters. Reforms that introduce new mechanisms fall back to `run_python`, which we review, or sit outside the standard tools. Only the major UK tax and benefit programmes are modelled, so questions about minor or unmodelled provisions may not be answerable. -Results depend on the dataset, the year, and the modelling assumptions, and the chat states these dependencies rather than presenting figures as universal. The aim is that every path either produces a number you can check or says plainly that it cannot. It is free to try, and its answers can be cited and reproduced: because the figures come from the same open engine behind our web app and Python package, they can be checked against independent estimates, such as those from the IFS, the Resolution Foundation, or the OBR. +Results depend on the dataset, the year, and the modelling assumptions, and the chat states these dependencies rather than presenting figures as universal. The aim is that every path either produces a number you can check or says plainly that it cannot. It is free to try, and its answers can be cited and reproduced: because the figures come from the same open engine that powers the rest of PolicyEngine, they can be checked against independent estimates, such as those from the IFS, the Resolution Foundation, or the OBR. ## Next steps From 561cb433ea973aac3d74f94fe88bf1274d0518ae Mon Sep 17 00:00:00 2001 From: Vahid Ahmadi Date: Fri, 26 Jun 2026 14:34:56 +0100 Subject: [PATCH 08/28] Polish UK chat post: short headings, centred six-tools figure, list fix, 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 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