ashwin.system60 fps

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Let's build something hardaccepting work

Freelance projects, full-time roles, collaborations. The form below lands directly in my inbox — no recruiters in the middle, no CRM. I reply to everything, usually within 24 hours.

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what I'm best at

scope check before you write — respect for your time
RAG systemscorpus design → chunking → retrieval → citation gates. I've shipped this at 36K-document scale.
Agent architecturesplanners, workers, verifiers, MCP-style buses — systems that reject their own bad output.
LLM infrastructureprovider abstraction, cost observability, token metering, OpenTelemetry tracing.
Full-stack deliveryFastAPI, React/Next, AWS serverless, WebRTC — the product around the model, not just the model.
tx

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