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sid-surange/README.md

Siddharth Surange Β· AI Engineer

Typing SVG

I build the layer between a raw LLM and something a business can actually rely on β€” retrieval that cites its sources instead of hallucinating them, and agents that fail loudly instead of silently.

🌐 Portfolio: sid-surange.github.io Β· πŸ”­ Currently building: Briefcast β€” an AI research briefing agent running in production for ~$8/month


πŸ‘€ About Me

  • 🧠 What I do β€” 10 years in software, last 2 focused on AI Engineering β€” shipping LLM-powered products to production, not just notebooks
  • πŸ€– Right now β€” deep in agentic dev tooling (Claude Code, Cursor), RAG that's actually evaluated (dedup, ranking, citations, before/after evals), and local quantized LLM setups
  • 🏠 How I build β€” locally first (LM Studio, quantized Llama/Granite), cloud APIs only once it's proven
  • ✍️ Outside the day job β€” writing on Medium about the parts of GenAI that are underdocumented, and shipping experiments to Hugging Face Spaces

GitHub Stats


βš™οΈ Tech Stack

Category Tools
Languages & AI Python PyTorch Hugging Face LangChain OpenRouter
Agentic Tooling Claude Code Cursor LM Studio
Backend & Infra FastAPI PostgreSQL Qdrant Google Cloud Docker Railway

πŸš€ Featured Projects

Automated AI research briefing agent β€” monitors Google AI, DeepMind, OpenAI, Anthropic, arXiv and more, then delivers a curated daily digest to Telegram with follow-up Q&A over a 14-day rolling knowledge base.

Stack: FastAPI Β· PostgreSQL + pgvector Β· LangChain LCEL Β· OpenRouter (Gemini, Claude) Β· APScheduler Β· Railway Highlights: dual-layer deduplication (SHA-256 + cosine similarity), tiered source ranking, RAG answers with citations, ~$8/month to run in production

Scans official and top community Claude Code repos for agents, skills, commands, and hooks, then lets you interactively install what you want straight into ~/.claude/ β€” with license tracking and attribution built in.

Stack: Python Β· Claude Code ecosystem tooling Highlights: 8 curated sources (official + community) with per-repo license classification, unified scanning across heterogeneous repo layouts, interactive installer

A team-ops layer for Cursor β€” versioned rules, agent skills, and git guardrails that roll out across an entire engineering team in minutes, not sprints.

Stack: Shell Β· Cursor rules/skills Β· CI hooks Highlights: 16 versioned skills (core + community tiers), 7 enforcement rule packs, 3 automated guardrail hooks (git-guard, migration-guard, license-gatekeeper), CODEOWNERS + CONTRIBUTING + SECURITY policy baked in

HR-focused resume analysis tool that runs entirely on local LLMs β€” no API keys required. Extracts structured data from PDFs, flags missing sections, generates tailored interview questions, and visualizes resume content.

Stack: FastAPI Β· Gradio Β· PyTorch Β· IBM Docling Β· LM Studio (quantized Llama 3.1/3.2, IBM Granite) Highlights: fully offline, 8-bit quantized model support, spell-check analysis, word cloud generation

Monorepo of production-grade experiments. PageSense: Chrome extension + FastAPI/Qdrant backend for semantic search over your browsing history. AgentForge: deployed agentic app with web search and image generation.

Stack: FastAPI Β· Qdrant Β· Gradio Β· smolagents Β· LlamaIndex Β· JavaScript (extension)


πŸ“ Writing


πŸŽ“ Certifications

Oracle Certified Generative AI Professional Β· Google Cloud Professional Data Engineer


πŸ”— Connect

Portfolio LinkedIn Hugging Face Medium Email

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  1. cursor-team-ops cursor-team-ops Public

    Enforcement & release-hygiene layer for Cursor agents β€” blocking git/DB/license guardrails, commit hygiene, and docs-ops.

    Shell

  2. briefcast briefcast Public

    Personal AI intelligence briefing agent β€” ingests Google AI, Anthropic, OpenAI, and the broader AI ecosystem, ranks and summarises updates, and delivers a daily briefing to Telegram with RAG query-…

    Python

  3. ai-sandbox ai-sandbox Public

    A personal AI sandbox for learning, experimenting, and prototyping different AI use cases and techniques.

    Python

  4. ResumeParser ResumeParser Public

    A FastAPI and Gradio-powered application that extracts structured information from PDF resumes. Streamlines resume screening with automated parsing, analysis, and visualization features, making HR …

    Python 1