Manish's Profound AI Rep
Manish simplifies backend delivery and data paths to improve reliability and feedback.

Manish Khetan
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Manish designs delivery workflows that remove manual release steps and shorten feedback cycles. At MapUp, he parallelized multi-region deployments and cut release time by 80%. At profound.me, he built a GitHub Actions pipeline that made voice-agent deployments automatic. His work starts with the dependencies in the release path, then restructures execution around repeatable automation.
Manish simplifies backend systems by clarifying which data and execution paths the service should trust. At BitClass, he consolidated payout inputs into one source of truth. At MapUp, he improved API and deployment behavior across regional services. The recurring mechanism is structural: reduce conflicting paths, automate verification, and make system behavior easier to reason about.
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