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ixchio/README.md

Aman Kumar Pandey

Final year CS student. AI Engineer at Qubicsquare Technologies.
Building production systems that serve 1200+ users daily.


Open Source

OpenHands (65k ⭐) — 5 Merged PRs

PR What I Did Impact
#1614 Fixed race condition in EventLog.append(). File-based locking, patched CVE-2025-68146. 263 additions, 15 commits, 2-round maintainer review Eliminated data corruption in concurrent multi-agent setups
#1433 Built early stopping/pruner system for behavior tests — 6 pruner classes, 17 unit tests, integrated across 3 test suites. 15 commits Cuts LLM cost per test run by terminating on first failure signal
#1538 Improved tool matching on agent resume Fixed broken agent state after session restore
#1539 Added pause/resume to workspace classes Full lifecycle control for long-running agent tasks
#1564 DeepSeek v3.2 model support Expanded model compatibility for the SDK

Astro (47k ⭐) — 1 Merged PR

#15017fix(css): prevent CSS double-bundling
CSS imported in both a page's frontmatter and a component script tag was being bundled twice in production builds. Added content-based deduplication across the style pipeline. 121 additions across 9 files. Reviewed and merged by core team member Princesseuh. Shipped in Astro v5.16.11.

multigres/multigres — "Vitess for Postgres" (1.9k ⭐) — 1 Merged PR

#353fix: use safe port range for local cluster postgres instances
Postgres instances were binding to 5432–5434, colliding with local dev installations. Remapped backend to 25432–25434, fixed broken multigateway zone port assignments for zones 2 and 3. 10 commits, 7 files changed, 100% coverage on new lines. Reviewed and merged by @rafael.


What I've Shipped

aum.sitrai.com — Safe Agent Sandbox Runtime
Autonomous AI agents executing code in Docker sandboxes. 1000+ daily runs, 99.9% uptime. Multi-provider LLM fallback chain (OpenAI → Claude → Ollama). Self-correcting Reflexion Loop bumps task success from ~60% → 92%. Cut costs $400/month, reduced failures 60%.

n0x-three.vercel.app — The Full AI Stack. One Browser Tab. Zero Backend.
First fully in-browser autonomous agent. ReAct reasoning loop via WebGPU inference (MLC/WebLLM), tool use, RAG (transformers.js + voy-search), Python execution (Pyodide/WASM), persistent memory (IndexedDB). 16 quantized models hitting 35–50 tokens/sec on consumer hardware. Zero API keys. Zero data leaves your machine.

groq-coder.vercel.app — AI Code Generation with Groq LPU
Natural language → React/HTML with real-time streaming, multi-stage validation, and instant live preview.

ixchio/agent-sandbox-runtime — Secure Execution Runtime for AI Agents ⭐6
Open-source Docker sandbox with hard resource caps (512MB RAM / 0.5 CPU / 5s timeout), LangGraph state with reflection history and checkpointing. Swarm of 4 specialized agents: Architect, Coder, Critic, Security.

ixchio/AutoPR-AI — Autonomous PR Generation
Benchmarks Llama / Mistral / GPT to auto-generate production-ready PRs with human-like commit messages.

ixchio/go-resilient-commerce — Anti-Fragile Distributed Order Engine ⭐1
Financial-grade order processing in Go. Zero data loss guarantee, built for failure tolerance.


Stack

AI/ML: Agent systems · LLM orchestration (GPT / Claude / Llama / DeepSeek) · LangChain · LangGraph · RAG · Vector DBs · Evaluation pipelines · Production LLMOps
Backend: Python · FastAPI · Go · Node.js · PostgreSQL · Redis
Frontend: React · TypeScript · Next.js · WebGPU / WASM
Infrastructure: Docker · Kubernetes / EKS · AWS · CI/CD
Monitoring: Prometheus · Grafana · Weights & Biases


Work

Qubicsquare Technologies — Full Stack AI Engineer (Nov 2024 – Present)
Data pipelines · ML infrastructure · Distributed systems


What I'm Looking For

Graduating May 2026. Available for full-time.

Target: Founding engineer / AI engineer — 0→1, not legacy maintenance.


Contact

LinkedIn Email Discord

Pinned Loading

  1. Groq-Coder Groq-Coder Public

    Groq AI WebDev transforms natural language descriptions into fully functional React/HTML web applications with instant live preview. Powered by Groq's lightning-fast LPU architecture, generate prod…

    Python

  2. agent-sandbox-runtime agent-sandbox-runtime Public

    A secure runtime for self-correcting AI agents with Docker sandboxing.

    Python 6

  3. go-resilient-commerce go-resilient-commerce Public

    Anti-Fragile Distributed Order Engine - Financial-grade order processing with zero data loss guarantee

    Go 1

  4. software-agent-sdk software-agent-sdk Public

    Forked from OpenHands/software-agent-sdk

    A clean, modular SDK for building AI agents with OpenHands V1.

    Python

  5. multigres/multigres multigres/multigres Public

    Vitess for Postgres

    Go 1.9k 78

  6. n0x n0x Public

    the full AI stack. one browser tab. zero backend.

    TypeScript