/about
I build real AI systems for real businesses.
I'm a senior engineer who's been shipping production software for nearly a decade. The last few years, I went deep on LLMs, RAG, and agentic systems — and noticed every team wiring agents into production trips on the same problems: prompts drift, tool scopes leak, regressions ship on Friday nights.
Sadaf Labs is the response. We're a lab + studio: open-source tools that solve those problems, plus selective consulting that funds the lab and keeps us honest about what actually ships.
Principles
Ship, then iterate
Real users beat perfect specs. Production in weeks, not quarters.
Boring infra
Lambda, Postgres, S3. Not the hot framework du jour.
Trust by default
Every agent gets policy + audit + replay before it sees real users.
Honesty over hype
If LLMs are wrong for the job, we'll tell you. Often they are.
Path so far
2017
Started writing software professionally. Full-stack web.
2020
Built first ML pipelines in production at a logistics SaaS.
2023
Went deep on LLMs and agents. Shipped first RAG system at scale.
2025
Started Sadaf Labs to build trust infrastructure for autonomous agents.
2026
Lab tools (PolicyLint, Trace Replay, Eval Harness) in pilot with design partners.