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Agent Notes

Read _docs/PROCESS.md before working on issues.

When launching subagents for this workflow, use high-capability/high-reasoning settings by default unless the user explicitly asks for a cheaper or lower reasoning run.

Treat "continue where we stopped" as a prompt to check _docs/PROCESS.md, inspect the current issue/worktree/process state, and resume the next pipeline step.

This repo uses GitHub Issues in DataTalksClub/dataops as the work tracker. The orchestrator files raw user requests as issues with needs grooming, then role agents move each issue through the pipeline.

Operational knowledge boundary:

  • DataTalksClub/dataops stays public and owns product/runtime code, CI/CD, tests, schemas, sanitized fixtures, and public-safe planning docs.
  • Operational documents and knowledge belong in a separate private repository. The planned repo name is DataTalksClub/dataops-knowledge.
  • Do not add raw SOPs, workflow templates, assistant prompts/process instructions, screenshots, private links, credentials-adjacent setup notes, contact details, sponsor or finance context, or generated operational artifacts to this public repo.
  • Existing content/ material in this repo is transitional migration debt. Treat it as public-sensitive until it is audited and moved behind the private knowledge boundary.

Current planning docs:

  • _docs/MERGE_PLAN.md
  • _docs/PROCESS.md
  • PORTAL_ANALYSIS.md
  • PROJECT_PLAN.md

AWS infrastructure source:

  • Shared sandbox AWS infrastructure lives one level up in ../aws-infra/.
  • DataOps-specific sandbox infra is in ../aws-infra/sandbox/dataops/.
  • The GitHub Actions OIDC deploy role template is ../aws-infra/sandbox/dataops/template.github-actions.yaml.
  • aws-infra does not currently deploy itself through CI/CD. If that template changes, committing/pushing it is not enough; a credentialed AWS operator must apply the dataops-github-actions CloudFormation stack.
  • The DataOps app itself deploys through this repo's GitHub Actions CI/CD using OIDC after main is pushed. Do not replace that with a normal manual app deploy.

Initial source systems:

  • ../dtc-operations
  • ../datatasks
  • ../podcast-assistant

Do not modify those source repos while working in dataops unless the issue explicitly asks for it.