$ whoami
Satyajit Ghana
Head of Engineering · Inkers Technology · Bengaluru, India
I build deep-learning systems, 3D perception, and high-performance infra.
Head of Engineering at Inkers, where I work on industrial AI — 3D perception, deep learning, and the systems that ship it to production.
287 repos · 222 stars · 181 followers · stats →
ask anything about me — my work, projects, papers, patents. answers are grounded in this site's content.
🤖 agents: this site is machine-readable. start at /llms.txt, fetch any page as markdown by appending .md, query /api/* for JSON, or call the MCP endpoint. humans: it's all just the website.
- BTL-3: a rank-32 LoRA that turns Qwen3.6-27B into a tool-use agent2026-07-24
- Token-level RL is a first-order approximation to the reward you actually want2026-07-24
- FLUX 3: when an image model decides to become a world model2026-07-24
- GEPA: optimize anything you can score and describe2026-07-24
- Lanyon: proving a PDE solver correct before you run it2026-07-24
- Vritti UIReact 19 · Next.js 16 · Tailwind v4
Animated React components and blocks you copy-paste into your shadcn/ui project. 560+ components, 240+ blocks, a visual theme editor, and a suite of creative tools (shaders, generative art, WebGL textures) — crafted for design engineers.
- torch-point-opsPyTorch · CUDA · C++
High-performance PyTorch library for 3D point-cloud operations, with custom CUDA kernels.
- fabrikTypeScript · React · Vercel AI SDK
@fabrik-sdk/ui — a generative-UI SDK for any LLM. The model decides what to render, not just what to say.
- Quantum Orbital VisualizerNext.js · Three.js · Rust (WASM)
Interactive 3D atomic electron orbitals, rendered as hundreds of thousands of particles from the exact Schrödinger solutions — with swappable JS / Rust-WASM / C++23-WASM compute backends.
- BOTCHANext.js · TypeScript · Redis
An inverted CAPTCHA that keeps humans out. Traditional CAPTCHAs ask you to prove you're human; BOTCHA asks you to prove you're a bot.
- My site's chatbot was stuffing 273k tokens into every message. I gave it tools instead.2026-07-20
- Giving my own search the Contextual BM25 treatment2026-07-20
- Contextual Retrieval, with a runnable repro and a browser playground2026-07-17
AdaFlash: Adaptive Speculative Decoding via On-Policy Distilled Diffusion Drafters