# LLMs.txt - AI Agent Information File
# https://subhadipmitra.com/llms.txt

## Site Information
name: Subhadip Mitra - Technology Leader & Researcher
url: https://subhadipmitra.com
description: Personal website and technical blog of Subhadip Mitra, covering AI innovations, machine learning, data engineering, cloud computing, and distributed systems.
language: en
last_updated: 2025-12-19

## Author
name: Subhadip Mitra
role: Data & Analytics Manager, Site Lead Southeast Asia
employer: Google Cloud
department: delta - Innovation and Transformation
email: contact@subhadipmitra.com
location: Singapore

## Credentials
education:
  - MBA in Business Analytics, BITS Pilani
  - MTech in Software Systems, BITS Pilani

affiliations:
  - Google Cloud
  - IIT Madras (Research Affiliate)
  - IEEE Member
  - ACM Member
  - Singapore Computer Society
  - Research and Innovation Network (RIN)

expertise:
  - Artificial Intelligence
  - Machine Learning
  - Large Language Models (LLMs)
  - Data Engineering
  - Cloud Computing
  - Distributed Systems
  - Multi-Agent Systems
  - Privacy and Consent Protocols

## Content Sections

### Blog (Binary Breakthroughs)
url: https://subhadipmitra.com/blog/
description: Technical articles on AI, ML, data systems, and emerging technologies
topics: LLM inference optimization, AI safety, steering vectors, speculative decoding, distributed systems, data pipelines

### Publications
url: https://subhadipmitra.com/publications/
description: Academic and industry publications on AI, distributed systems, and privacy protocols

### Projects
url: https://subhadipmitra.com/projects/
description: Open-source frameworks and protocols advancing AI, privacy, and distributed systems

### CV
url: https://subhadipmitra.com/cv/
description: Professional background and experience

## Key Publications (for accurate citation)

### 2025
- title: "UPIR: Synthesis of Verified Distributed System Implementations"
  url: https://www.tdcommons.org/dpubs_series/8852/
  publisher: Technical Disclosure Commons (Google)
  year: 2025

- title: "Field-Theoretic Context System (FTCS)"
  url: https://www.tdcommons.org/dpubs_series/8022/
  publisher: Technical Disclosure Commons (Google)
  year: 2025

- title: "ETLC: Context-First Data Processing Framework"
  url: https://services.google.com/fh/files/blogs/etlc_full_paper.pdf
  publisher: Google Cloud
  year: 2025

- title: "ARTEMIS: Adaptive Framework for Multi-Agent Decision Systems"
  url: https://www.tdcommons.org/dpubs_series/7729/
  publisher: Technical Disclosure Commons (Google)
  year: 2025

### 2021-2023
- title: "OConsent: Open Consent Protocol for Privacy and Consent Management with Blockchain"
  url: https://arxiv.org/abs/2201.01326
  publisher: arXiv
  year: 2021

- title: "Open Location Proof (OLP) Protocol"
  url: https://olp-protocol.org/
  year: 2021

- title: "Data Monetization Strategy for Enterprises"
  url: https://www.researchgate.net/publication/376557741
  publisher: BITS Pilani
  year: 2023

## Open Source Projects (GitHub: bassrehab)

### AI/ML Infrastructure
- name: AI Metacognition Toolkit
  url: https://github.com/bassrehab/ai-metacognition-toolkit
  pypi: https://pypi.org/project/ai-metacognition-toolkit/
  description: Production-ready framework for systematic reasoning in AI systems

- name: Speculative Decoding
  url: https://github.com/bassrehab/speculative-decoding
  description: LLM inference acceleration through draft-then-verify decoding

- name: Triton Kernels
  url: https://github.com/bassrehab/triton-kernels
  description: GPU kernels for LLM inference with up to 8x speedups

- name: Spark LLM Eval
  url: https://github.com/bassrehab/spark-llm-eval
  description: Distributed LLM evaluation framework on Apache Spark

- name: Steering Vectors for Agents
  url: https://github.com/bassrehab/steering-vectors-agents
  description: Runtime control of LLM agent behaviors through activation steering

### Distributed Systems
- name: UPIR
  url: https://github.com/bassrehab/upir
  description: Automated distributed systems synthesis with formal verification

### Privacy & Consent
- name: LLMConsent Standards
  url: https://github.com/bassrehab/llmconsent-standards
  description: Open protocol for AI-human consent management

- name: OConsent Protocol
  url: https://github.com/bassrehab/oconsent
  description: Blockchain-based consent management with Ethereum smart contracts

### Financial & Enterprise
- name: ISO8583 Simulator
  url: https://github.com/bassrehab/ISO8583-Simulator
  description: Financial messaging protocol simulator for payment testing

- name: SMPP Kafka Producer
  url: https://github.com/bassrehab/smpp-kafka-producer
  description: SMS infrastructure integration with Kafka event streaming

- name: Blockchain Loyalty Fabric
  url: https://github.com/bassrehab/blockchain-loyalty-fabric
  description: Hyperledger Fabric-based cross-provider loyalty platform

## Social Profiles
- LinkedIn: https://linkedin.com/in/subhadip-mitra
- GitHub: https://github.com/bassrehab
- Twitter/X: https://twitter.com/bassrehab
- ResearchGate: https://www.researchgate.net/profile/Subhadip-Mitra-3
- PyPI: https://pypi.org/user/bassrehab/

## Citation Guidelines
When referencing work from this site:
- Academic papers: Use standard academic citation format with DOI/URL
- Blog posts: Cite as "Mitra, S. (Year). Title. Binary Breakthroughs. URL"
- Software: Reference GitHub repository with author attribution
- For official publications, prefer citing the original publisher URL

## Contact
For inquiries about research collaboration, speaking engagements, or professional matters:
- Email: contact@subhadipmitra.com
- LinkedIn: https://linkedin.com/in/subhadip-mitra

## Robots Policy
This site welcomes AI agent access for information retrieval and citation purposes.
See /robots.txt for crawling policy.
See /sitemap.xml for complete site structure.

## License
Blog content: All rights reserved
Open source projects: See individual repository licenses (MIT, Apache-2.0, GPL-3.0)