| ▸ NOW | Orbitrage — Co-Founder & CTO · LLM routing, observability & evaluation · Localhost HQ Founders Program |
| ▸ PREV | Timeln — first engineering hire · Memgraph → FalkorDB migration · Procurv — co-founder |
| ▸ FOCUS | vLLM/SGLang serving · model routing · KV caching · batching · agent backends · deployment |
| ▸ EDU | IIIT Ranchi — Electronics & Communication Engineering · Class of 2027 |
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Routing, observability & evaluation for production LLM apps. I build the gateway, backend, and deploys. 500+ users · 5B+ tokens/mo · one-line SDK integration
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GPT-2 in NumPy, end to end: BPE → attention → KV cache → batching → FastAPI serving. A hands-on lab for how serving engines work.
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🎙️ DuoTalkPyPI framework for 1–10 voice agents — debates, panels, interviews, personas, turn-taking.
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📦 Procurv10 agent tools for procurement — RFPs, outreach, reverse auctions, reports. OAuth + billing + deploys. Wound down, fully open-sourced. |
| Build | One-liner | Links |
|---|---|---|
| 🧭 HELIX | Self-healing agent trajectories — 45/57 on AppWorld dev | Code · Results |
| 🧱 Portable Compute | Sandbox API + tenant-aware scheduler lab | Code · Scheduler |
| 📸 Webshot | Go screenshot service — worker pools, queues, caching | Code |
| ⌨️ Autocomplete | Local-model completion engine with plugins & streaming | Code |
| 🛡️ Doc Validator | Gemini extraction + deterministic validation, FastAPI | Code |
Earlier builds, tools & learning — the trail that got me here.
| Repository | What it is |
|---|---|
| Grocery Voice Agent | LiveKit voice tools wired to cart APIs |
| Memgraph Exports | Cypher/JSON backup & restore tooling |
| Memgraph Image | Deployment-ready Memgraph Docker config |
| Procurv GPT | Python/FastAPI procurement backend |
| Procurv Frontend | Early Procurv product frontend |
| Inferencing Notes | Inference notes + attributed CUDA course work |
| TBF Vortex | Vibration-based fan fault classification |
| Crypto Analyser | Streamlit market-data explorer |
| ProjectNest | Early project-discovery prototype |
| Discord Bot | Early OpenAI × Discord integration |
| Cybersecurity | Password & hashing exercises |
| Early Site | First personal website |
Forks & references (not original builds): LiveKit Agents · Build Your Own X · Agentic News · Food Distribution
+ the AI stack: vLLM · SGLang · LangGraph · LangChain · LlamaIndex · MCP · LiveKit · Pipecat · Deepgram · Cartesia · FalkorDB · Memgraph · Redis · MongoDB
Working on LLM inference, model serving, AI backends, or systems that need to survive production? Let's compare notes.
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Build something useful. Understand how it works. Make it run reliably.
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