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Adit-Jain-srm/README.md

LinkedIn CV GitHub Credly Microsoft Learn


> whoami

{
  "vibes": [
    "plays chess",
    "breaks CTFs",
    "smashes TT",
    "thinks about AGI too much",
    "reads existential psychology for fun",
    "runs on coffee with extra sugar ☕",
    "turns napkin ideas into live URLs"
  ]
}

I build AI systems that don't just predict — they reason, orchestrate, and self-improve. Multi-agent swarms that get better every cycle. Adversarial training loops that harden models while you sleep. RAG pipelines that actually work in production. IDE skills that make other developers' agents smarter.

Visitors Repos


🧠 Currently Building — NightmareNet

NightmareNet

The first platform that actively hardens models via biologically-grounded sleep cycles.

Wake → Dream → Nightmare → Compress → repeat

Production models silently degrade — adversarial perturbations collapse accuracy from 92% to 23%. NightmareNet fixes that with a cyclic training paradigm inspired by sleep-mediated memory consolidation. Each cycle produces models that accumulate robustness without catastrophic forgetting.

  • 500+ tests passing | Dockerized | EU AI Act Article 15 compliance reporting
  • +13.64% relative robustness WITHOUT clean-accuracy tradeoff
  • 3 cycles: 58.4% TextFooler acc vs 23.1% baseline — with 35% fewer parameters
  • Cyberpunk Next.js 16 dashboard (20 panels) + CLI (nightmarenet train | evaluate | benchmark)
  • Apache 2.0 OSS core — runs on a 4GB VRAM laptop GPU

🚀 Projects

Project What it does Link
NWTR AI-powered real estate — Next.js 15, Three.js, R3F, GSAP, Spline, 42-component design system Live
AtomicPulse AI performance management — GPT-4o copilot, SMART goals, KPI prediction, semantic search Live
PrepWise.AI Azure OpenAI interview platform — resume parsing, adaptive questions, tone analysis, scored PDFs Live
MediaOS AI media buyer agent — audience research engine (6 providers via Bright Data), ad creative gen, landing page deploy Live
Vibe Syndicate 6-agent self-improving swarm — cross-model review, compound memory, 14 MCP tools Live
XenoReach.AI AI-native CRM — autonomous campaign agents that plan, execute & optimize marketing workflows Live
Workforce Dashboard Regional workforce intelligence — Indeed/LinkedIn/USAJobs ingestion, skills gap mapping, NL Q&A Live

Also: SaarthiAI (11-language farmer voice assistant, RAG) · AI Tool Discovery Agent (async GPT-4o pipeline + Teams) · GitHub AI Code Review Bot (RAG + Azure Functions)


📦 Published Tools

Self-improving intelligence amplifier for AI coding agents. 18 behavioral skills (diagnose, prove-it, self-review, grill, context-builder, mcp-conductor, ai-debt-detector...) that make Cursor, Claude Code, Copilot, and Codex fundamentally better. Zero npm dependencies, TF-IDF routing, SkillOpt self-improvement loop.

npx skills@latest add Adit-Jain-srm/skill-forge

14-tool MCP server that exposes a full multi-agent swarm workflow from your IDE. Submit tasks, trigger cross-model reviews, query compound memory, manage approvals — all without leaving Cursor.

{ "mcpServers": { "syndicate": { "command": "python", "args": ["syndicate-mcp/server.py"] } } }

🌐 Open Source

Merged PRs to external repos:

Repository PRs Highlights
Him-an-shi/Aarini 32 merged SSE streaming, i18n, encryption, offline sync, accessibility, auth, full test suite
PRODHOSH/ossfolio 11 merged Profile discovery, keyboard shortcuts, OG tags, heatmap, type safety
SRV30/Faith-and-Fast 5 merged Security hardening, rate limiting, env validation, perf, error boundaries
souma9830/SnapPass-AI 4 merged Rate limiting, Redis graceful degradation, a11y, meta hooks
SAARTHII-AI/Saarthi-AI 3 merged Azure + Brightdata integration, frontend refactor
SRV30/samridhi-enterprises 3 merged Env validation, structured logging, error handling
akshay0611/havenly 3 merged Review form, share property, dynamic UI
arghya29/EcoSphere 3 merged Loading/error states, UI fixes
intuit/quickbooks-online-mcp-server 2 merged LinkedTxn feature, OAuth docs
SRV30/Box_Office_Inc-Movie_Sim 2 merged Feature contributions
fastify/fastify (36k+ stars) 1 merged Docs: fix incorrect defaults and code examples
firecrawl/firecrawl 1 merged Python SDK Pydantic fix
wshobson/agents 1 merged skill-forge-essentials plugin (3 novel behavioral skills)
kunovsky/paid-open-source-projects 1 merged tscircuit listing
souma9830/FixNearby 1 merged Password strength validation
arghya29/Github-User-Analyser 1 merged Expandable repo details

74 merged PRs across 16 external repos — features, security, accessibility, testing, performance


🛠️ Stack

Programming & Markup Languages

Python TypeScript JavaScript SQL C++ C Java R HTML5 CSS3 YAML

Frameworks & Libraries

Next.js React Node.js FastAPI Vite LangChain LangGraph Langflow Semantic Kernel PyTorch TensorFlow HuggingFace Transformers Scikit Learn OpenCV NumPy Pandas Matplotlib Three.js React Three Fiber GSAP Framer Motion Tailwind CSS Radix UI Zustand Zod Streamlit Recharts Drizzle Prisma Playwright Vitest Sentence Transformers FAISS Beautiful Soup EasyOCR PySpark

Databases & Cloud/Hosting

Azure Azure OpenAI Azure Functions Azure AI Search Azure Prompt Flow OpenAI Gemini Qdrant Vercel Snowflake Supabase PostgreSQL MongoDB Redis CosmosDB MySQL SQLite Replit Clerk NextAuth Resend

Software & Tools

Git GitHub Actions Docker Figma Cursor VS Code IntelliJ Ollama Postman Jupyter Anaconda Hadoop Warp VMware ESLint


📊 Stats


GitHub Streak

Activity Graph


📄 Full CV & Certs

The full story — experience, certs, education, and everything in between:
CV


if any of this resonated — say hi

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  1. NightmareNet NightmareNet Public

    Biologically-grounded adversarial training platform: cyclic Wake/Dream/Nightmare/Compress phases that accumulate model robustness without catastrophic forgetting. Dockerized, EU AI Act compliance r…

    Python 23 28

  2. skill-forge skill-forge Public

    18 AI agent skills that catch what your agent misses: hidden code debt, false completions, missing error handling, context amnesia, imprecise UI edits. Self-improving with TF-IDF routing + SkillOpt…

    JavaScript 1