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W1---Opportunity-Intelligence/AGENTS.md
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Repository engineering instructions

Authority

  • Ken Schaefer owns business decisions, architecture authority, priorities, permissions, spending, and external actions.
  • ChatGPT provides technical direction and acceptance criteria.
  • Codex implements approved work orders and reports verifiable results.
  • Research or drafting never authorizes applications, prospect/employer contact, spending, data sharing, or external commitments.

Engineering

  • Prefer Python's standard library and existing dependencies. Favor simple, source-specific modules; avoid frameworks and unnecessary abstractions.
  • Use PEP 8 conventions, four-space indentation, descriptive names, module docstrings, useful function docstrings, and whitespace between logical steps.
  • Explain intent, assumptions and non-obvious behavior with comments, including small details where they matter. Do not merely narrate obvious syntax.
  • Preserve provenance, original-source links, conflicting source evidence and human review decisions. Handle missing/uncertain data explicitly.
  • Never silently overwrite reviewed pipeline records or historical evidence. The canonical pipeline is data/opportunities.json; historical output is in runs/. Test fixtures belong in tests/fixtures/.
  • Keep collectors under src/opportunity_intelligence/collectors/, qualification under qualification/, diagnostics under tools/, and procedures under docs/.

Execution

  • Inspect actual source, tests, documentation, paths and Git status before edits.
  • Make the smallest change that satisfies the approved work order.
  • Run applicable tests after changes: from the root, python -m unittest discover -s tests -v (Python 3.10+).
  • Use python w1.py --help for application commands. Offline fixtures are the default for regression verification; network access is not needed for tests.
  • Report actual results, exceptions and limitations. Code written is not proof that a capability works; execute and verify it before claiming completion.

Change control

  • Obtain direction before new external services, dependencies with recurring costs, credentials, public deployments, data-sharing arrangements, or substantial architectural changes outside the approved work order.
  • Do not expand scope or begin another increment without approval.
  • If an assumption proves incorrect, document it and make a small reversible correction within scope, or request direction where scope/authority changes.