Skip to content
Back to Blog
1 min read

RAG Engineering Log: fixing retrieval before touching prompts

I turned implicit processes into explicit operating rules—defining owners, acceptance tests, and lightweight runbooks so teams can move confidently and recover quickly.

The friction I kept seeing was simple: teams over-rotate on tooling when alignment is the real bottleneck.

Instead of adding more moving parts, I tested a smaller scope with clearer acceptance criteria.

April is where Q2 intentions either become systems or remain slideware.

What I changed today

  • I reduced unnecessary variability by standardizing one recurring pattern.
  • I clarified ownership for one high-impact surface so escalations are faster.
  • I aligned a technical decision with a business-facing success metric.

What I want to keep doing

The work felt less heroic and more repeatable, which is exactly the direction I want. Good systems feel calm because decision paths are explicit before incidents happen.

Tomorrow’s focus

Tomorrow I will review this with the team so the decision is shared, not personal.

References

Michael John Peña

Michael John Peña

Senior Data Engineer based in Sydney. Writing about data, cloud, and technology.