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geointel/docs/16-autonomy-governance/IMPROVEMENT_POLICY.md
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Initial GeoIntel V1 foundation
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# Improvement Policy
GeoIntel should be strict enough for autonomous execution but flexible enough for good engineering.
## Desired improvements
Codex is encouraged to improve:
- typed API clients;
- service boundaries;
- validation specificity;
- reusable geospatial utilities;
- test determinism;
- frontend state handling;
- developer commands;
- logging and diagnostics;
- small UX clarity improvements.
## Undesired improvements
Do not add:
- unrelated dashboards;
- user accounts before V1;
- payment/billing;
- social features;
- generic file manager replacing dataset manager;
- raw LLM chatbot as a central feature;
- unsupported live data scraping;
- excessive styling frameworks beyond the chosen frontend stack.
## Improvement report format
When making improvements beyond the exact prompt, add:
```text
IMPROVEMENT:
- what changed
- why it helps GeoIntel
- why it does not change scope
```
inside `docs/CODEX_EXECUTION_LOG.md`.