Sutan Mandava

Live systems. Built alone.

Real infrastructure, running right now, not slides or mockups.

See the live work

The proof

The systems, live.

Live

Signal

Watches SEC filings, hiring activity, and news for public companies and turns it into a confidence-scored call, evidence cited, before anyone else notices.

Enter Signal
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FastAPI + SQLModel APScheduler background polling SEC EDGAR API LLM synthesis via Nous API
Live

Verdict

Five AI jurors, each on a different underlying model, argue a submitted case live. A Foreperson then researches it and delivers a verdict with real citations.

Enter Verdict
See the stack
FastAPI + WebSocket streaming 5 different models via Nous API ffmpeg evidence pipeline Live web search grounding