I build things alone, usually at night, usually without knowing if they'll work.
No bootcamp. No CS degree. No mentor sitting next to me when I get stuck. I learn from papers, documentation, and a lot of broken code at 2am. It's the only way I've ever known how to learn.
When I want to understand how something works, I don't import an API wrapper — I build the engine from scratch.
🛡️ GhostTraceKernel-Level Threat Detector & Rootkit Hunter A Linux kernel-level threat detector using eBPF, memory scanning, and anomaly detection to identify rootkits, process injection, and DKOM attacks in real time. Features live interactive TUI dashboards and SIEM integration.
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⚡ BlazeVPNAutonomous Fast VPN Client for Windows One-word VPN client for Windows — auto-discovers and connects to the lowest-latency server, continuously monitors tunnel health, and auto-heals degraded routes. Built for seamless zero-config operation.
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🧠 LightLLM124M Parameter Transformer Built From Scratch A 124M parameter LLM built from scratch — GPT-style transformer architecture, manually implemented in PyTorch without fine-tuning or base models. Built to understand what was actually happening inside, not just call an API.
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End-to-End Institutional Communication Ecosystem A school communication platform, built end to end — mobile app, backend, database, auth, encrypted chat, an AI agent, billing. Started because I came from the exact school system this fixes.
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📈 AbitdaInstitutional Options Risk Desk & Stress Harness Institutional options agent test harness and mathematical risk desk for Alpaca. Features deterministic Black Swan stress-testing, closed-form Greeks firewall, and autonomous multi-agent execution.
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Adversarial Defense & Scam Intelligence Network An AI-powered adversarial defense platform that traps online fraudsters using conversational honeypots, extracting real-time intelligence (UPI IDs, bank accounts, IFSC codes, phishing endpoints), paired with an RL simulation environment.
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"Nobody actually wants the thing you build. |
I learned this the hard way through freelancing — I'd build someone a website and they'd ask why they still had no customers. Now I think in outcomes first, build second.
I also work best completely alone on the first version of anything. Collaboration comes later, once there's something real to react to.
I'd rather learn whatever a problem needs than stay loyal to a stack.
