SYSTEMS·APPLIED ML·PHYSICAL SIM
Most software assumes the inputs are clean, the model is right, and the world will hold still long enough to ship.
The Operator works downstream of that lie — in legal advice, in money, in health, in physical systems.
So every system is built around the verification, not the answer. Refuse when unsure. Simulate when reality is expensive.
Production-grade legal research stack for Indian law. Citation audit catches hallucinated precedents before they reach the user. Refuses when uncertain.
Research → signal → execution. Walk-forward only. Costs & slippage modeled inside the optimizer, not assumed away.
Calibrated risk score for cancer / CVD / diabetes from labs + lifestyle. Refuses when input is out-of-distribution.
FastAPI + Next.js daily OS. Whisper STT with a local backend fallback, local-first LLM via Ollama, Groq cloud fallback when offline. RAG over your repos + Hacker News + calendar.
BEMT solver across RPM × pitch × blade count. — drag to see thrust / efficiency / power.
Vortex Ring State across the descent envelope — drag to find the unstable zone.
The hardware behind the sims. Designed using my own BEMT + VRS solvers.
Autonomous ground vehicles. Sensor-fusion + onboard CV experiments.
Sensor-to-actuator loops for things that grow and things that don't.
Raspberry Pi NAS + distributed-computing experiments + DNS-level ad blocking.
10-day summer intern. Vortex ring formation under varying drone flight conditions. Short, focused stint — output continued after: Drone-VRS, Vortex-Tracker, Propeller-Simulator.
Prototype water-based air filtration systems. Hardware-first iteration, weekly build / test / refine.
RAG pipeline for natural language → SQL with large dataset querying + visualization.
Backend + workflow systems at Elevyx. Building Athera — workflow automation. Sites for NGOs & small businesses.
Operator SB is the voice behind this dossier — a student builder who stress-tests ideas across code, models, and messy reality.
How they work: verify claims, simulate outcomes, and refuse to ship noise when the signal is not there.
The portrait above is an original comic illustration (SVG), not a studio photograph. Swap in a real headshot anytime by replacing assets/operator-hero.svg (or point the <img> at a new file) — the panel frame stays.
"I like pressure tests. In systems and in life."
Builder across finance, healthcare, legal reasoning, drones & physical simulation. Measurable performance, tight feedback loops, and knowing exactly when a system should refuse to answer. Competitive sport — skating, football, badminton, swimming. MUN, NGO work, 50+ hrs of community service.
— let's build something real —
siddarthb078@gmail.com ↗