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Sumandebnath943/README.md

Suman Debnath

Senior Brand Marketing & AI Product Marketing Leader. Targeting PMM and AI PM roles.

Suman Debnath — Senior Brand Marketing Manager and AI-native product builder, based between Pune and Kolkata, India. Creator of ROASmind, IMPRINT, LEGATUS, CITE, EMBER and D-PE.ai, of the PentaCMD-47M language model, and founder of House of Namus.

9+ years scaling brands, 2+ years independently shipping AI-native products. The rarest combination in today's AI market is not someone who understands AI, nor someone who understands business — it is someone who understands both from the inside.

📍 Pune, Maharashtra, India · Open to remote / relocation 🌐 sumandebnath.houseofnamus.com · Résumé · Notebook


Models trained from scratch

PentaCMD-47M 47M-parameter SLM built from scratch (nanoGPT-style), trained on 299K instruction→command pairs across 5 terminal families. ~87% exact-match.
Weights on Hugging Face
Qdex-1.5B QLoRA fine-tune of Qwen2.5-Coder-1.5B. Lifted instruction-following coding from 1.2% → 39.0% pass@1 on HumanEval.
GGUF on Hugging Face
Pentashell CLI Natural language to terminal command, powered by the custom PentaCMD-47M SLM.

Agents & systems

MIGI A fleet of 46 AI agents working independently — LinkedIn autopilot, job applications, expense tracking, journaling, uptime monitoring. Dashboard with 2FA, Telegram control, 500+ automated eval checks.
PACT Agent Trust-first CLI agent built on a permission-contract model.
Banking Co-pilot An AI copilot for bank Relationship Managers.

Products

IMPRINT Identity preservation engine — maps a baseline of human cognition, stress-tests it inside AI-mediated scenarios, and quantifies how much of your judgment, taste and instinct is still authentically yours. Dossier
LEGATUS Immutable digital inheritance. AES-256 / RSA-2048, verified nominee access, death-verification workflow. Dossier
CITE Tactical career intelligence — market surveillance, entity extraction, knowledge graphs, a unified command center. Dossier
D-PE.ai Prompt engineering workspace with a Socratic interview engine and a 9-pillar architectural framework. Dossier
EMBER Burnout recovery companion — audio journaling, AI vent companion, immediate de-burn mode. Dossier
AEGIS VAULT Zero-knowledge encrypted notepad — AES-256-GCM + Argon2id envelope encryption.
ROASmind AI-native marketing OS unifying Meta, Google and LinkedIn under one AI brain. 200,000+ lines. In stealth. Dossier

Also built

Forget Anything? — geofenced departure reminders for Android · MIGI Android App — native client for the agent fleet · PixelVille — procedural city builder with a real economy, seasons, crime and democracy · Soul Canvas — 24 questions rendered as a living 3D particle sculpture


Writing

I keep a notebook of things that cost me real debugging time, written up so the next person finds them faster:


Elsewhere

Portfolio · LinkedIn · Hugging Face · X

Popular repositories Loading

  1. cite-engine cite-engine Public

    TypeScript

  2. imprint imprint Public

    The identity preservation engine for humans in the age of AI. Measures cognitive drift — how far your thinking has moved from your own baseline under AI delegation. Free. Built by Suman Debnath at …

    TypeScript

  3. sumandebnath-portfolio sumandebnath-portfolio Public

    TypeScript

  4. d-pe-ai d-pe-ai Public

    TypeScript

  5. soul-canvas soul-canvas Public

    JavaScript

  6. shraddha-portfolio-museum shraddha-portfolio-museum Public

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