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jawahar4k/README.md

Jawahar Prasad

Building AI dev productivity at scale, and the measurement framework that doesn't depend on AI lineage or surveys.

Bay Area · jawaharprasad.com · LinkedIn

What I build

ORBIT: an agentic AI dev-productivity platform running across thousands of repositories (700+ microservices), used across engineering, QA, and product. Sub-systems:

  • DeepContext: hybrid retrieval over Jira, Confluence, code, and PRs
  • Central: agentic orchestration with sandboxed execution
  • CPI: Composite Productivity Index, a measurement framework that doesn't depend on AI lineage or surveys
  • AIR: incident-response research direction, currently in early preview

ORBIT replaced PDAF (Persona-Driven AI Framework), the prompt-driven AI agent framework I shipped in 2025. PDAF produced the results Augment Code documented in their December 2025 customer feature: 60% reduction in merge time (3 days to 1 day), +21% MR volume at same headcount.

Public work

Background

~21 years engineering, ~16 of them in ML / search / shopping / AI. Yahoo!, Jabong, Flipkart (doubled ads revenue, Best People Manager 2018), Amazon (Recommendations and Personalization). Founding team of what became Whatfix (2010, left after 13 months before product-market fit).

Currently at Tekion since 2020.

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