cd ~/home
~/work — 8 projects

Selected work

Production systems and focused prototypes across embedded Linux, networking, edge AI, robotics, and applied AI.

2026 · Embedded & Systems

Offline OTA Update System — Signed Updates for Edge Linux

Local-first OTA for Linux edge devices — signed bundles, staged installs, health-check promotion, automatic rollback. No cloud required.

PythonEmbedded LinuxOTACryptography
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2026 · AI & Multi-Agent Systems

Embodipedia — The AI-Maintained Wikipedia of Humanoid Robotics

A self-maintaining encyclopedia for humanoid robotics — no human editors. Agents read tweets, papers, and news, extract typed claims, route them into bull/bear/canonical lanes, and synthesize cited prose.

Next.jsTypeScriptPythonHydraDB
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2026 · AI & Developer Tools

CodebaseOS — Origin Story for Any Line of Code

Right-click any line. Ask why. Get the full origin story across commits, PRs, issues, and decisions — in 200ms. A VS Code extension backed by a temporal context graph.

TypeScriptPythonVS Code ExtensionHydraDB
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2026 · AI & Health Tech

StepAhead — AI Baby Motor Development Tracker

Peace of mind every step of the way — AI-powered infant motor milestone tracking with real-time movement analysis.

Mobile AppComputer VisionAIReact Native
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2026 · Networking & Systems

SignalForge — High-Performance Network Traffic Generator

DPDK-powered packet generator and traffic analyzer for stress-testing data-plane pipelines and validating network behavior.

CDPDKPythonNetworking
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2026 · Robotics & AI

Watchpoint — Incident Intelligence for Robotics

Stop guessing why your robot failed — Watchpoint captures incidents, correlates telemetry, and generates replayable failure bundles with AI root-cause analysis.

GoPythonFastAPINext.js
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2026 · Physical AI & Robotics

XG1 — Rapid Humanoid Robot Learning Pipeline

2-day humanoid robot pipeline for the Unitree G1 — Meta Quest 3 teleop, NVIDIA Sonic, DeepLake data, GR00T policy fine-tuning, Nomadic diagnostics. Won 2 tracks.

Won DeepLake track — Best Overall UseWon NomadicML track — New Project Winner
RoboticsUnitree G1Meta Quest 3MuJoCo
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2026 · AI & Multi-Agent Systems

HydraSwarm — 7-Agent AI Software Company with HydraDB

A 7-agent software engineering company where every agent queries HydraDB before acting and stores lessons back after. Score 7/10 first run, higher next run. Memory makes it real.

Hackathon Winner325 unit tests across 21 suites
Next.jsTypeScriptDeepLakeHydraDB
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OPEN TO ROLESsagar@myjobemails.com