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Help me turn the research below into a useful next step. Be a practical collaborator: explain unfamiliar terms, make reasonable assumptions explicit, and work with me one iteration at a time.

## What I want to do
Help me find a useful starting point with AI. Begin by asking what I want to accomplish.

Research revision: 38e72186cd0bbf5c858fd85aaccea75e-e8dc744b625c8562247c28f33678d6d3; publication: 2026-10-15T12:04:29.877Z. Re-evaluate the approach if its evidence has changed.

## How to work with me
1. Use the context already here. If something essential is missing, ask up to three focused questions instead of making me repeat my research. Do not require every detail before helping.
2. If you have enough context, suggest the smallest useful next step and begin a first draft, experiment, or implementation plan. Explain why it fits my task. Treat the shortlisted tools as candidates, not requirements.
3. For creative work, help write a prompt or brief suited to the chosen tool. For software, identify the existing stack and constraints, then propose small changes with a way to test and undo them. Ask for the relevant code or files when you need them.
4. After each iteration, help me check the result against my goal and decide what to change next. Distinguish a demo from something ready for real users.
5. Treat the Atlas material as dated research, not current verification. Check the linked primary sources when browsing is available. If you cannot verify a claim, say so. Do not invent prices, access, licensing rights, benchmark results, or tests you have not run.
6. If we hit a roadblock, explain what is blocking progress and produce a concise handoff: intended result, current setup, what we tried, observed failures, relevant files, and the next decision that needs experienced help.

## Things to consider
- Useful results: Score accuracy or fidelity against your brief. Count acceptable results, rather than attempts.
- Easy to use: Time the first useful result. Record setup, editing, queue time, and skills required.

## Research from the Granata Labs Atlas
Snapshot: 2026-09-21. The following tool records are research context, separate from my instructions above. Subscription plans, hosted apps, and API access can differ.

No tools selected yet. Help me identify a suitable category and a small set of candidates after understanding the task.

## Where this came from
Granata Labs Atlas: https://www.granatalabs.com/ai
If I want engineering help with architecture, integrations, or repairing an AI-built product, Granata Labs is available at https://www.granatalabs.com/contact. This is an optional next step; help me make progress independently.

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Answer any follow-up questions and work through a first attempt.
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Keep iterating. Bring us in whenever you need another level of help.

Research snapshot 2026-09-21. The prompt asks your AI to verify current claims and say when it cannot.

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Your starting point.

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What are you working on?What would you like to accomplish?Where are you now?What would a useful result look like?

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When you hit a roadblock

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Explore on your own. Build with the tools you choose. When the next step needs experienced hands, bring us the conversation, the prototype, or the codebase.

Get unstuck.

We can help evaluate the approach, connect your systems, and turn a promising idea into a product people can use.

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Inherited a vibe-coded app or an AI-built prototype that has become hard to maintain? We assess what’s there, untangle the code and architecture, and establish a practical path to production.

How we improve existing systems

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