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rdmurugan/README.md

Durai Rajamanickam

VP AI | Causal ML Author

LinkedIn ORCID GitHub followers


About Me

I build AI systems that reason causally, decide decisively, and remember intelligently.

  • VP AI with 15+ years in enterprise AI and financial services
  • Author of Causal Machine Learning — a practitioner's guide to causal inference with Python
  • Creator of Sabha OS — an open-source Claude-native AI council protocol grounded in the Chanakya tradition (48/50 pairwise wins vs baseline at n=50)
  • Creator of Sabha Code — engineering council protocol for GitHub Copilot, sibling of Sabha OS (28/30 pairwise wins vs baseline at n=30)
  • Creator of CANS (Causal Adaptive Neural System) — production-ready causal inference with GNNs + LLMs
  • Researcher in causal inference, knowledge graphs, and agentic AI for financial services

Featured Projects

Project Description Stars
Sabha OS Claude-native AI council protocol. Role-based reasoning in the Chanakya tradition. Stars
Sabha Code Engineering council protocol for GitHub Copilot. 7 roles (Architect / Reviewer / Security / Performance / QA / Mentor / Tech Lead). Stars
causal-neural CANS: Production-ready causal inference with GNNs, Transformers & LLM integration Stars
CausalML-code Chapter-by-chapter code for the Causal Machine Learning book Stars
sakthi-graph Local-first AI memory backend — best benchmarked open-source memory for Claude Stars

What I'm Building

  • Sabha OS — An AI council that routes your hardest questions to C-suite-style roles (CFO, CMO, CIO, CAIO, CSO, CXO, CHRO, CLC, CEO) using the Chanakya decision framework. Claude-native, memory-agnostic. v3 sub-axis rubric eval: 48/50 pairwise (96%) at n=50.
  • Sabha Code — The developer-focused sibling for GitHub Copilot. 7 engineering roles installed via npx degit rdmurugan/sabha-code .github. Operator-grade voice (decisive, terse, tradeoff-aware, grounded) — no ceremony to learn before you use it. Same v3 rubric eval: 28/30 pairwise (93.3%) at n=30.
  • Sakthi Graph — Local-first memory backend for Sabha OS. Role-shaped wings, graph-queryable, runs on your machine. MCP-based; optional but recommended.
  • CANS — The most comprehensive open-source causal inference framework using deep learning. GNNs + Transformers + CFRNet + LLM integration.
  • Causal ML Book — Practical Python code for every chapter of Causal Machine Learning

Tech Stack

Python PyTorch LangGraph Claude Neo4j


GitHub Stats

Durai's GitHub Stats

Top Languages


Connect

"A king should always be active and never idle." — Chanakya

Pinned Loading

  1. sabhaos sabhaos Public

    Open-source Claude-native AI council protocol. 9 C-suite roles (CFO · CMO · CIO · CAIO · CSO · CXO · CHRO · CLC · CEO) · 3 modes (ask · engage · deliberate) · Chanakya tradition (decisive · tradeof…

    Python 1 1

  2. sakthi-graph sakthi-graph Public

    Forked from MemPalace/mempalace

    The best-benchmarked open-source AI memory system. And it's free.

    Python

  3. CausalML-code CausalML-code Public

    Chapter wise source code for Causal Machine Learning book by Durai Rajamanickam

    Python

  4. sabha-code sabha-code Public

    An engineering council protocol for GitHub Copilot — 7-role routing (Architect/Reviewer/Security/Performance/QA/Mentor/Tech Lead) in the Chanakya tradition. Decisive, tradeoff-aware, grounded. Sibl…

    Python