← all workMUKUL A. BHATT
AI-NATIVEAGENTIC DEV WORKFLOW2026

Claude Pickup

An agentic development workflow where non-technical testers file tickets and Claude carries them most of the way to a merged PR — with me as the reviewer in the loop. ~40% of issues resolved end-to-end.

ROLE · Designed & operate the workflowSCOPE · Agentic dev loop, human-in-the-loop
~40%
ISSUES RESOLVED E2E
human
IN THE LOOP
this site
BUILT THIS WAY
01 / PROBLEM

Non-technical testers surface real bugs and ideas, but the cost of translating each one into a spec, then code, then a tested PR is high — and it bottlenecks on engineers for even small, well-defined work.

02 / WHAT I DID

Wired a pipeline where testers file GitHub tickets and Claude drafts a PRD from each one.

I review the PRD, then Claude develops directly from the approved spec.

I test the result and merge — keeping a human decision point on everything that ships.

Meta: this very portfolio site was built with Claude Design inside the same loop.

03 / IMPACT

~40% of incoming issues resolved end-to-end through the agentic flow.

Engineers freed from well-defined tickets to focus on hard problems.

A repeatable, safe template for AI-native development with humans in control.

04 / STACK
ClaudeGitHubPRD automationagentic workflowsprompt engineeringCI/CD
NEXT CASE STUDY
Food-Safety Inspection Backend
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