Ken Ranosa
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Phase 03

Maintenance

Improves the next cycle. What shipped teaches the next Discovery.

Operating model

During Maintenance, the developer observes shipped work and decides what changes next. Agents analyze logs, traces, and failures.

Developer zone

  • Observe shipped work
  • Decide what changes next

Agent zone

  • Logs / traces / failures
  • Analysis + learning notes

Feeds next context, tests, or guardrails.

Analysis loops back into the next cycle.

I use agents to analyze what happened.

I decide what changes next.

Maintenance feeds the next Discovery cycle.

1.1 Maintenance outputs

  • context delta
  • docs or no-docs-needed
  • verification output
  • PR review notes
  • next task notes

How can I help?

Ken Ranosa

Senior Full-Stack Engineer

Test Infrastructure Edge

Remote from Makati, Philippines · GMT+8 · Available now

Need a senior engineer who can ship product and improve release confidence?

ken.ranosa@gmail.com

linkedin.com/in/mranosa

Remote from Makati, Philippines · GMT+8