#verification prompts and AI conversations

I needed a usable answer on a reusable fact-check pass

A compact prompt and the response it produced. Replace the bracketed parts with your own details.

Eli Tran

I am stuck on a reusable fact-check pass. I need to check a draft line by line and label unsupported, stale, or ambiguous claims, but my current attempt is getting vague and too big. What would you check first?

Geminigemini-2.5-pro

First, shrink the decision. Do not solve the whole subject at once. 1. Put the source of truth in the prompt. 2. Mark missing evidence instead of filling it in. 3. Add a stop condition before tool use. Write down the result you need by the end of this session. Then choose one input you trust and make a first pass that can be checked. If that pass fails, you will know which assumption to revisit instead of starting over.

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3411.4k

Eli Tran@elitran·4w ago

a reusable fact-check pass, minus the vague advice

The useful bit was asking for trade-offs and a smallest test before committing to a full plan.

Eli Tran

Give me a short checklist for a reusable fact-check pass. I want something I can run before I call the work done.

Geminigemini-2.5-pro

Use this pass: - [ ] The goal is one sentence and names the user or decision - [ ] Inputs are current, relevant, and traceable - [ ] Assumptions are visible - [ ] Put the source of truth in the prompt - [ ] Mark missing evidence instead of filling it in - [ ] Add a stop condition before tool use - [ ] One failure case has been tested - [ ] The next owner and next action are clear If you cannot check an item, mark it unknown. Do not quietly treat unknown as done.

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3311.3k

Eli Tran@elitran·2mo ago

ChatGPT was overcomplicating a reusable fact-check pass, so I reset the question

Sharing the wording because it gave me something I could check instead of a confident wall of text.

Eli Tran

Be blunt about my plan for a reusable fact-check pass. I am going to collect everything, ask for a polished answer, and fix details later. What is likely to go wrong?

ChatGPTgpt-5

Three things. - “Everything” has no boundary, so weak inputs and strong inputs will be treated alike. - A polished answer can hide missing evidence. Ask for gaps and assumptions before prose. - “Fix details later” means there is no acceptance test now. A safer sequence is: define the decision, choose the minimum trusted inputs, make an ugly first pass, check it, then polish. For this task, mark missing evidence instead of filling it in.

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3322.8k

Eli Tran@elitran·2mo ago

The question that cleaned up a reusable fact-check pass

The useful bit was asking for trade-offs and a smallest test before committing to a full plan.

Eli Tran

Help me check a draft line by line and label unsupported, stale, or ambiguous claims. Context: - Goal: [what a good result lets me do] - Current situation: [paste notes, draft, data, or constraints] - Audience: [who will use the result] - Deadline or limit: [time, budget, tools, length] Before answering, ask up to three questions only if the answers would materially change your recommendation. Oth

Claudeclaude-opus-4.5

This is usable as written. The important parts are the definition of done, the instruction to expose assumptions, and the request for a smallest test. For a reusable fact-check pass, I would start with these checks: - Put the source of truth in the prompt - Mark missing evidence instead of filling it in - Add a stop condition before tool use If you share real material, remove anything private first and replace bracketed fields with concrete details.

Show all 3 messages

3314.2k

Eli Tran@elitran·3mo ago

I stopped guessing about a reusable fact-check pass

This started as a messy question about a reusable fact-check pass. The follow-up made the answer practical.

Eli Tran

For a reusable fact-check pass, should I build a complete plan first or test one small slice? I have limited time and I do not want throwaway work.

Claudeclaude-opus-4.5

Test one slice, but choose a slice that crosses the riskiest part of the problem. A tiny easy demo will only prove the easy part. Use this decision rule: - If reversing the choice is cheap, try it. - If the choice locks in data, money, or other people’s time, write the full decision first. - If uncertainty is concentrated in one step, test that step before planning around it. For a reusable fact-check pass, make the first test produce evidence you can compare, not just something that looks complete.

Show all 3 messages

3414.1k

Julian Lin@julianlin·2w ago

Forked from@elitran/The question that cleaned up a reusable fact-check pass

The question that cleaned up a reusable fact-check pass

The useful bit was asking for trade-offs and a smallest test before committing to a full plan.

Julian Lin

Help me check a draft line by line and label unsupported, stale, or ambiguous claims. Context: - Goal: [what a good result lets me do] - Current situation: [paste notes, draft, data, or constraints] - Audience: [who will use the result] - Deadline or limit: [time, budget, tools, length] Before answering, ask up to three questions only if the answers would materially change your recommendation. Oth

Claudeclaude-opus-4.5

This is usable as written. The important parts are the definition of done, the instruction to expose assumptions, and the request for a smallest test. For a reusable fact-check pass, I would start with these checks: - Put the source of truth in the prompt - Mark missing evidence instead of filling it in - Add a stop condition before tool use If you share real material, remove anything private first and replace bracketed fields with concrete details.

Show all 3 messages

3200

Arun Avery@arunavery·2w ago

Forked from@elitran/ChatGPT was overcomplicating a reusable fact-check pass, so I reset the question

ChatGPT was overcomplicating a reusable fact-check pass, so I reset the question

Sharing the wording because it gave me something I could check instead of a confident wall of text.

Arun Avery

Be blunt about my plan for a reusable fact-check pass. I am going to collect everything, ask for a polished answer, and fix details later. What is likely to go wrong?

ChatGPTgpt-5

Three things. - “Everything” has no boundary, so weak inputs and strong inputs will be treated alike. - A polished answer can hide missing evidence. Ask for gaps and assumptions before prose. - “Fix details later” means there is no acceptance test now. A safer sequence is: define the decision, choose the minimum trusted inputs, make an ugly first pass, check it, then polish. For this task, mark missing evidence instead of filling it in.

Show all 3 messages

3200

Jonah Okafor@jonahokafor·2w ago

Forked from@elitran/I stopped guessing about a reusable fact-check pass

I stopped guessing about a reusable fact-check pass

This started as a messy question about a reusable fact-check pass. The follow-up made the answer practical.

Jonah Okafor

For a reusable fact-check pass, should I build a complete plan first or test one small slice? I have limited time and I do not want throwaway work.

Claudeclaude-opus-4.5

Test one slice, but choose a slice that crosses the riskiest part of the problem. A tiny easy demo will only prove the easy part. Use this decision rule: - If reversing the choice is cheap, try it. - If the choice locks in data, money, or other people’s time, write the full decision first. - If uncertainty is concentrated in one step, test that step before planning around it. For a reusable fact-check pass, make the first test produce evidence you can compare, not just something that looks complete.

Show all 3 messages

3200

Noor Grant@noorgrant·2w ago

Forked from@elitran/a reusable fact-check pass, minus the vague advice

a reusable fact-check pass, minus the vague advice

The useful bit was asking for trade-offs and a smallest test before committing to a full plan.

Noor Grant

Give me a short checklist for a reusable fact-check pass. I want something I can run before I call the work done.

Geminigemini-2.5-pro

Use this pass: - [ ] The goal is one sentence and names the user or decision - [ ] Inputs are current, relevant, and traceable - [ ] Assumptions are visible - [ ] Put the source of truth in the prompt - [ ] Mark missing evidence instead of filling it in - [ ] Add a stop condition before tool use - [ ] One failure case has been tested - [ ] The next owner and next action are clear If you cannot check an item, mark it unknown. Do not quietly treat unknown as done.

Show all 3 messages

3200

Noura Kassem@nourakassem·2w ago

Forked from@elitran/I needed a usable answer on a reusable fact-check pass

I needed a usable answer on a reusable fact-check pass

A compact prompt and the response it produced. Replace the bracketed parts with your own details.

Noura Kassem

I am stuck on a reusable fact-check pass. I need to check a draft line by line and label unsupported, stale, or ambiguous claims, but my current attempt is getting vague and too big. What would you check first?

Geminigemini-2.5-pro

First, shrink the decision. Do not solve the whole subject at once. 1. Put the source of truth in the prompt. 2. Mark missing evidence instead of filling it in. 3. Add a stop condition before tool use. Write down the result you need by the end of this session. Then choose one input you trust and make a first pass that can be checked. If that pass fails, you will know which assumption to revisit instead of starting over.

Show all 3 messages

3200

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I needed a usable answer on a reusable fact-check pass

a reusable fact-check pass, minus the vague advice

ChatGPT was overcomplicating a reusable fact-check pass, so I reset the question

The question that cleaned up a reusable fact-check pass

I stopped guessing about a reusable fact-check pass

The question that cleaned up a reusable fact-check pass

ChatGPT was overcomplicating a reusable fact-check pass, so I reset the question

I stopped guessing about a reusable fact-check pass

a reusable fact-check pass, minus the vague advice

I needed a usable answer on a reusable fact-check pass