Building AI dev productivity at scale — and the measurement framework that doesn't depend on AI lineage or surveys.
Bay Area · jawaharprasad.com · LinkedIn
ORBIT — an AI dev-productivity platform running across 3,500+ repos and 1,400+ engineers, QA, and PMs. Sub-systems:
- DeepContext — graph-augmented RAG over Jira, Confluence, code, and PRs
- Central — agentic orchestration with sandboxed execution
- AIR — anomaly detection + RCA + auto-fix (~70% incident-triage reduction)
- CPI — Composite Productivity Index, a measurement framework that doesn't depend on AI lineage or surveys
Augment Code's December 2025 customer feature independently documented the rollout: 60% reduction in merge time (3 days → 1 day), +21% MR volume at same headcount.
- LeadDev: How Tekion enabled 1,300 employees to work with agents
- Augment Code customer feature (Dec 2025)
- CPI paper in development
- More at jawaharprasad.com
~20 years engineering, ~15 of them in ML / search / 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).