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Tarunjit45/README.md

⚔️ TARUNJIT BISWAS

AI PRODUCT ENGINEER · BUILDER · AI-ASSISTED DEVELOPER

╔══════════════════════════════════════════════════════════════════════════════════╗
║                                                                                  ║
║                       「 THE SYSTEM HAS BEEN ACTIVATED 」                         ║
║                                                                                  ║
║                   PLAYER: TARUNJIT BISWAS                                        ║
║                   CLASS:  AI PRODUCT ENGINEER & SYSTEMS ARCHITECT                ║
║                   RANK:   S → ???                                                ║
║                                                                                  ║
║             BUILD  →  BREAK  →  LEARN  →  EVOLVE  →  SHIP  →  REVEAL             ║
║                                                                                  ║
╚══════════════════════════════════════════════════════════════════════════════════╝


🩸 「 WHO AM I? 」

I don't wait for the perfect idea or permission.

I find a concrete problem.
        ↓
Understand the underlying mechanics.
        ↓
Architect the system from first principles.
        ↓
Use AI as an exponential force multiplier.
        ↓
Build the complete product.
        ↓
Break it under stress & adversarial edge cases.
        ↓
Fix it & harden the architecture.
        ↓
Deploy it to production.
        ↓
Level up.

I'm a B.Tech Computer Science & Engineering student, AI Product Engineer, and high-agency Systems Builder.

My core focus centers on engineering autonomous multi-agent loops, tamper-evident cryptographic flight recorders, local SLM safety oversight engines, embedded vector retrieval systems, real-time computer vision perception, and scalable cloud microservices.

I enjoy taking an idea across the entire lifecycle: "What if..." → "Let's architect it." → "It's running live in production."

My superpower isn't merely typing code faster—it's taking complex, ambiguous problems and systematically translating them into resilient, production-grade software.


⚡ HOW GOOD AM I IN TECH? (THE TECHNICAL ARSENAL)

I don't build superficial API wrappers or throwaway toys. Every system in this portfolio reflects architectural intentionality, robust error boundaries, deterministic fallbacks, and deep technical curiosity:

🤖 1. Autonomous Agents & Multi-Agent Cognitive Architectures

  • Stateful Orchestration: Architecting autonomous agent execution graphs with LangGraph, deterministic state transitions, self-correcting error loops, and dynamic task replanning.
  • Execution Sandboxing & Tool Use: Designing tool-calling harnesses with persistent scratchpads, sandboxed Python code execution, and rigorous output schemas.
  • Agent Flight Recorders: Building cryptographic decision lineage tracers (ChainWatch, DecisionTrace) that create immutable, tamper-evident hash chains of every prompt, tool call, and decision.

🛡️ 2. AI Safety, LLM Evaluation & Local SLMs

  • Asynchronous Local Oversight: Implementing zero-cloud agent supervision (local-ai-safety-auditor) utilizing local Small Language Models (Qwen/Llama on Ollama) to monitor cloud LLMs without confidential data egress.
  • Continuous Integration for LLMs: Creating CI/CD behavioral regression frameworks (PromptGuard, SpecGuard) that run automated unit tests and semantic assertions against model updates.
  • Context Degradation & Hallucination Diagnostics: Stress-testing context windows under high needle-in-haystack pressure (ContextOS) and profiling token waste (TokenLens).

🔍 3. Vector Databases & RAG Infrastructure

  • Vector Engines From Scratch: Engineered VextaDB, a lightweight embedded vector database in Python with cosine distance indexing, metadata filtering, and fast nearest-neighbor retrieval.
  • Enterprise RAG Pipelines: Building grounded RAG systems (pdf-knowledge--base-rag, Conflux AI) featuring semantic document chunking, hybrid keyword+dense vector retrieval, reciprocal rank fusion, and anti-hallucination citation checks.

👁️ 4. Computer Vision & Multimodal Perception

  • Real-Time Keypoint Tracking: MediaPipe and OpenCV gesture controllers (HandWave, Helios) tracking 21 3D hand landmarks for latency-sensitive system audio and cursor manipulation.
  • Automated OMR & Edge Vision: Computer vision evaluation algorithms (OMR-Genius) performing perspective correction and contour analysis to grade bubble test sheets instantly, alongside edge threat detection (Rakshak-AI).

🔒 5. Cryptography, Peer-to-Peer & Zero-Trust Systems

  • Serverless P2P Protocols: Built Anywhere Drop, a zero-dependency serverless P2P file sharing engine operating over WebSockets and WebRTC data channels.
  • End-to-End Encrypted Wire Networks: Engineered VoidChat, a decentralized, serverless LAN messenger with custom symmetric encryption wire protocols and zero reliance on central servers.

🌐 6. Full-Stack Engineering & Cloud Platforms

  • Modern Web Stack: TypeScript, Next.js (App Router), React, Tailwind CSS, Node.js, Express, FastAPI, Python.
  • Databases & Caching: PostgreSQL, pgvector, Redis, MongoDB, Firebase, SQLite.
  • Cloud & DevOps: Docker containerization, Google Cloud Platform (BigQuery, Cloud Functions, Lakehouse architectures), Vercel, GitHub Actions CI/CD.

🏯 FLAGSHIP HIGHLIGHTS

Project Live / Repo Link Core Architecture & Engineering Highlights
🪐 GitGalaxy 3D Live Command Deck · Repo 3D Cyberpunk Fleet Command Deck visualizing 107+ repositories as an interactive, living Three.js galaxy star system with orbital physics, sound fx, and telemetry.
🏯 Conflux AI Live Platform · Repo Enterprise AI Operating Platform integrating domain RAG, business process automations, and conversational assistants for enterprise clients.
👁️ AgentWatch GitHub Repo Real-Time AI Agent Observability dashboard tracking token consumption, latency drift, execution trajectories, and cost analytics in live production.
⛓️ ChainWatch GitHub Repo Cryptographic Flight Data Recorder for multi-step AI agents, generating tamper-evident SHA-256 hash chains of agent decisions and tool provenance.
🔒 VoidChat GitHub Repo Serverless P2P Encrypted LAN Messenger operating without central servers using custom cryptographic key exchange and local network discovery.
📦 VextaDB GitHub Repo Embedded Vector Database engineered from scratch in Python featuring cosine similarity indexing and sub-millisecond nearest-neighbor search.

🎴 CURRENT CHARACTER STATS

╭────────────────────────────────────────────────────────────────────────────╮
│                           ENGINEER CHARACTER SHEET                         │
├────────────────────────────────────────────────────────────────────────────┤
│                                                                            │
│  🧠 Autonomous AI Agents     ██████████████████░░  MASTERING ARCHITECTURE  │
│  🛡️ AI Safety & Evaluation    ████████████████░░░░  PRODUCTION GRADE        │
│  🔍 RAG & Vector Systems      █████████████████░░░  DEEP / BUILT FROM SCRATCH│
│  ⚔️ Full-Stack TypeScript/Py  ██████████████████░░  HIGH VELOCITY / CLEAN   │
│  🔒 P2P & Cryptography        ██████████████░░░░░░  SOLID PROTOCOL LEVEL    │
│  👁️ Computer Vision          ███████████████░░░░░  REAL-TIME & EMBEDDED    │
│  🔥 Curiosity & Shipping Drive ████████████████████  MAX LEVEL (UNSTOPPABLE) │
│                                                                            │
╰────────────────────────────────────────────────────────────────────────────╯

📚 THE MASTER 111-PROJECT REPOSITORY INDEX

Every single one of my 111 repositories has been audited, documented, and cataloged below. Click any repository to explore its codebase and production documentation.

🤖 Autonomous AI Agents & Multi-Agent Frameworks

Autonomous reasoning loops, multi-agent coordination, execution harnesses, and autonomous lead copilots.

Repository What It Actually Does
deepagents Batteries-included autonomous agent framework featuring planning loops, tool execution harnesses, and persistent scratchpads.
agentwatch Real-time observability, token telemetry, latency profiling, and cost tracking dashboard for autonomous AI agents.
ChainWatch Tamper-evident cryptographic flight data recorder for multi-step AI decision chains and provenance tracking.
DecisionTrace Audit-grade logging and decision lineage framework capturing execution steps and rationale for autonomous AI agents.
ContextOS Operational stress-testing framework evaluating context window degradation, needle retrieval, and memory drift in long-running LLM agents.
local-ai-safety-auditor Zero-cloud AI safety oversight framework using local Small Language Models (SLMs) to audit agent actions without external data leakage.
local-researcher Terminal-based offline deep-research assistant using local SLMs and speech synthesis for low-latency voice explanations.
AI-Agents Comprehensive repository of autonomous AI agent implementations, cognitive architectures, and tool-calling execution loops.
leadflow-ai Autonomous 24/7 AI employee agent for inbound lead capture, conversational qualification, and automated meeting scheduling.
Cold-Email-Outreah-bot Automated B2B lead prospecting and personalized cold email outreach agent with inbox rotation and rate limiting.
job-outreach-bot Automated job applicant outreach agent automating application tracking, recruiter networking, and follow-up emails.
conflux-bot Automated customer concierge and support orchestration bot powering the Conflux AI client ecosystem.

🛡️ AI Safety, LLM Evaluation & Token Economics

Automated regression testing, behavioral policy assertions, local hallucination autopsies, and architectural token profiling.

Repository What It Actually Does
PromptGuard CI/CD regression testing framework for LLMs comparing multi-model outputs against deterministic behavioral assertions.
SpecGuard Executable behavioral specification harness turning AI safety policies into automated integration test suites for LLM outputs.
HalluciScope Privacy-first local LLM auditing engine running against Ollama to detect, classify, and score factual hallucinations.
tokenlens Token economy profiler and cost diagnostic tool analyzing context window waste, prompt bloat, and LLM architectural spend.
ITSMBench Enterprise benchmark evaluating Large Language Model performance across IT Service Management workflows and incident tickets.
ModelPulse Machine learning monitoring and early-warning telemetry system detecting model drift, latency anomalies, and prediction degradation.

🔍 RAG, Vector Search & AI Knowledge Engines

Vector database architectures from scratch, semantic chunking, dense embeddings, and real-time knowledge retrieval engines.

Repository What It Actually Does
pdf-knowledge--base-rag Production RAG system implementing semantic chunking, vector indexing, and grounded question answering over complex PDF manuals.
VextaDB Lightweight embedded vector database engineered in Python featuring cosine similarity indexing and fast nearest-neighbor retrieval.
indian-knowledge-engine Semantic RAG engine and cultural knowledge retrieval system indexing classical Indian philosophy, texts, and heritage.
SmartResearchAssistant Intelligent literature review assistant automating web research, paper synthesis, and structured key-takeaway extraction.
OmniAnalyzer-AI Hybrid document security scanner combining local privacy-first binary signatures with Gemini 3 Pro for deep forensic file audits.
AI-Pulse Real-time AI industry trend observatory tracking emerging foundation models, startups, and research via Gemini 2.5 Pro.
Gemini-API-Based-Text-Summarization-Project High-throughput document and article summarization pipeline built on the Google Gemini API with adjustable condensation levels.

👁️ Computer Vision, Multimodal AI & Audio Perception

Real-time MediaPipe skeletal tracking, optical mark recognition (OMR), edge surveillance, and synesthetic audio intelligence.

Repository What It Actually Does
Rakshak-AI Intelligent edge surveillance and threat detection system using computer vision to identify suspicious activities in real time.
HandWave-Volume-Controller Real-time computer vision gesture interface using MediaPipe and OpenCV to control system audio volume and media playback.
Helios-Hand-Control Multimodal computer vision application translating hand gestures and skeletal keypoints into desktop cursor navigation and actions.
OMR-Genius Computer vision optical mark recognition (OMR) system automatically grading student test bubble sheets against answer keys.
upside-down-portal Immersive Stranger Things retro web portal using Gemini to transform portraits into 1985-style Upside Down cinematic artwork.
MoodLink Audio vibe profiling engine utilizing Gemini to analyze Spotify/YouTube playlists into synesthetic color palettes and poetic descriptions.
OshoAI-Spiritual-Voice-Deep-Wisdom Meditative audio wisdom interface generating synthesized vocal discourses and philosophical responses from spiritual literature.
medi101 Clinical decision support and medical knowledge query engine delivering verified health references and pharmaceutical data.

💼 Enterprise Copilots, SaaS & Career Intelligence Platforms

Production enterprise platforms, AI career copilots, proposal generators, and intelligent customer support triaging engines.

Repository What It Actually Does
Conflux-AI Multi-tenant enterprise AI operating platform integrating domain RAG, business automations, and conversational assistants.
conflux-docs Public architectural documentation, API references, and integration guides for the Conflux AI platform.
conflux-open-source Reusable open-source UI primitives, utility libraries, and agent connectors from the Conflux AI ecosystem.
conflux-verification-methodology Empirical verification protocol and trust-scoring methodology for evidence-based business identity.
HireMate AI job application copilot that analyzes job descriptions, customizes resumes, and drafts targeted cover letters.
resume-rejection-analyzer ATS parsing and resume diagnostic tool identifying critical keyword gaps, formatting flaws, and rejection triggers.
PitchPerfect-AI Intelligent freelance proposal generator crafting high-conversion Upwork and Fiverr pitches tailored to client job listings.
IndiaJobFinder Specialized job discovery platform aggregating regional government vacancies, startup postings, and technical roles across India.
career-finder Intelligent job discovery and career opportunity aggregator with skill-matching filters and portal shortcuts.
supportsync-hackathon AI-driven customer support co-pilot ticket triaging engine resolving repetitive inquiries and escalating edge cases.

🔒 Cybersecurity, P2P & Cryptographic Systems

Serverless WebRTC file streaming, end-to-end encrypted LAN messengers, zero-trust provenance, and multi-provider API credential validators.

Repository What It Actually Does
VoidChat Serverless, end-to-end encrypted peer-to-peer LAN messenger built with strong cryptography, custom wire protocols, and zero central servers.
VoidChat--live Real-time production deployment and browser-accessible live companion interface for the serverless VoidChat P2P network.
trust-layer Cryptographic verification and zero-trust provenance layer ensuring tamper-proof audit trails for distributed systems.
anywhere-drop Serverless, zero-dependency peer-to-peer (P2P) file sharing system leveraging WebRTC data channels for direct transfers.
API-Sentinel---Multi-Provider-Key-Validator Multi-provider API credential auditor and validation suite for OpenAI, Anthropic, Gemini, Groq, and HuggingFace.
SignalLite Ultra-lightweight, zero-bloat web messenger delivering instant peer-to-peer communication with minimal resource footprint.
Sentinel-Pro-v2.5 High-performance terminal hardware monitor transforming Windows Terminal into an aerospace-grade real-time system command center.
AnonChat-backend Scalable Node.js and WebSocket microservice powering ephemeral anonymous messaging with low latency.

🌐 Full-Stack Web Applications & Real-Time Systems

Distributed web apps, WebSocket community hubs, competitive gaming platforms, and cloud Lakehouses.

Repository What It Actually Does
gitgalaxy 3D Cyberpunk Fleet Command Deck visualizing 107+ GitHub repositories in an interactive, living Three.js galaxy star system.
AnonChat- Anonymous real-time community chat platform with ephemeral identity rooms and WebSockets.
BatchBook Nostalgic digital school yearbook and classmate memory-sharing web application built with Next.js and Tailwind CSS.
Alert-Ahead Predictive price intelligence and restock alerting e-commerce application with real-time notifications.
AI-Youtube-Content-Factory Production-grade automated pipeline for viral video research, scriptwriting, voiceover generation, and rendering.
ExamGenius Gamified AI study planner that transforms complex syllabi into customized daily roadmaps, interactive flashcards, and quizzes.
Study-Buddy Collaborative virtual study room platform featuring Pomodoro timers, shared goal trackers, and AI tutoring assistance.
kyros-esports Competitive gaming tournament platform featuring team registrations, live brackets, and community leaderboards.
foundmet Modern founder-investor networking and startup discovery platform connecting entrepreneurs with venture capital.
internetdb Curated discovery directory and comparison portal evaluating cutting-edge AI developer tools, APIs, and frameworks.
CodeJudge-binary Automated coding contest judge and test-case execution engine with time/memory performance benchmarking.
github-ranker Real-time verified developer leaderboard platform ranking engineers by commit momentum, PR impact, and open-source contributions.
dataforge-enterprise-gcp-platform Enterprise data pipeline and Lakehouse architecture orchestrated on Google Cloud Platform with BigQuery, Cloud Functions, and dbt.
BOS---DEMO Business Operating System enterprise dashboard demo featuring CRM, billing, and team analytics modules.
Pujo_media React-based frontend web portal for Durga Puja festival event coverage, live broadcast schedules, and award voting.
Pujo_media_backend Express and MongoDB backend microservice managing festival event submissions, media uploads, and community interactions.

🧠 Core Machine Learning, Physics & Open-Source Foundations

Deep Q-Networks (DQN), NLP pipelines, affective computing, and research forks of frontier open-source foundations.

Repository What It Actually Does
cartpole-dqn-pytorch Deep Q-Network (DQN) reinforcement learning implementation with experience replay solving Gymnasium's CartPole-v1.
mountaincar_dqn PyTorch Deep Q-Network reinforcement learning agent mastering the sparse-reward MountainCar-v0 environment.
Spam-Email-Classifier Natural language processing classification pipeline identifying spam and phishing emails using Naive Bayes and scikit-learn.
customer-support-ticket-classifier Machine learning ticket routing system classifying customer inquiries using TF-IDF feature extraction and Logistic Regression.
EmotionAI-Journey Multimodal affective computing platform analyzing emotional states, tone nuances, and sentiment trajectory over time.
Human-AI-Collaboration-Thesis Academic research treatise and conceptual framework evaluating cognitive synergy and delegation boundaries between humans and AI agents.
tensorflow Tarunjit's mirror and research fork of the TensorFlow end-to-end open-source machine learning platform.
transformers Tarunjit's mirror and research fork of Hugging Face's state-of-the-art Transformers deep learning library.
gemma Tarunjit's mirror and research fork of Google DeepMind's official open-weight Gemma LLM architecture.
mujoco_warp Tarunjit's mirror and research fork of Google DeepMind's GPU-accelerated MuJoCo physics engine via NVIDIA Warp.
flask Tarunjit's mirror and study fork of the Pallets Flask WSGI micro web framework.

🛠️ Developer Tooling, CLI Utilities & Systems Engineering

AI commit generators, repository discovery CLIs, hardware monitors, and system automation toolkits.

Repository What It Actually Does
CommitCraft AI-driven CLI developer utility that analyzes git diffs to generate conventional, descriptive commit messages.
repo-specialist Interactive Python terminal CLI for hunting high-value trending GitHub repositories across AI, Cybersecurity, and Infrastructure.
-Windows-Command-Prompt-CMD-Reference-Guide-2026 Comprehensive Windows CMD and PowerShell developer reference guide and script automation toolkit.
STARTUP Comprehensive entrepreneurship and developer launchpad resource hub packed with startup templates, checklists, and blueprints.
Sovereign-Pulse-2026 Geopolitical and macroeconomic intelligence dashboard monitoring sovereign debt signals, trade shifts, and energy metrics.

🏢 Client Showcases & Commercial Portals

High-performance bespoke corporate websites, restaurant digital menus, luxury salons, and educational institutions.

Repository What It Actually Does
AURA-Fasion High-fashion luxury e-commerce storefront with dynamic lookbooks, product catalogs, and cart flows.
Aurum Fine-dining restaurant web platform with immersive culinary showcases, reservation booking, and menu exploration.
A-to-Z-resturent-website Modern restaurant landing experience featuring interactive digital menu cards and table reservation UI.
Bagula-Contenental Local restaurant brand website featuring culinary menus, opening schedules, and location navigation.
Joy-Consultancy Biotechnology and life sciences corporate consulting website featuring service catalogs and advisory inquiry forms.
LUMINA Event catering and hospitality banquet services showcase with menu packages and event reservation inquiries.
Vintage- Elegant luxury salon and grooming lounge website with treatment catalogs, stylist portfolios, and appointment booking.
hindustancakewalk-demo-site Custom bakery and confectionery boutique showcase featuring artisanal cake galleries and online order inquiries.
Coaching-Institute-Demo-website Educational coaching academy portal with course schedules, faculty directory, and admission enrollment forms.
FASSION-WEBSITE-DEMO Contemporary fashion label showcase platform highlighting seasonal apparel collections and lookbook catalogs.
offer-bazar Multi-category e-commerce marketplace featuring promotional discount campaigns, product filters, and cart checkout.

🎨 Digital Experiences, Creative AI & Interactive Portfolios

Interactive generative storytelling, behavioral reset tools, cultural digital archives, and engineering portfolios.

Repository What It Actually Does
Tarunjit45 The master GitHub profile repository and comprehensive engineering portfolio manifesto for Tarunjit Biswas.
Portfolio Responsive software engineer portfolio presenting featured applications, tech stack proficiencies, and contact channels.
My-Portfolio- Personal developer portfolio showcasing featured web projects, technical competencies, and developer biography.
Soulmate-AI---Virtual-Girlfriend Empathetic conversational companion web application with persistent memory, personality tuning, and expressive dialogues.
Mahadev-AI Spiritual devotional AI dialogue interface offering philosophical guidance and Vedic insights in a reverent UI.
ai-love-letter Generative romantic prose engine with customizable sentiment, mood nuance, and emotional tones.
roastme_ai Satirical AI roast generator delivering witty, humorous, and sharp critiques from user inputs and social bios.
one-app Ultra-minimalist daily journaling and self-reflection web app asking exactly one profound life question every 24 hours.
NEXT Minimalist decision fatigue resolution tool that delivers non-repeating randomized momentum tasks to break executive dysfunction.
Be-My-Valentine---Viral-Experience Interactive viral Valentine's celebration web application with playful branching logic and confetti animations.
surprize Interactive gamified digital gift and celebratory greeting card web experience featuring unlocked surprises and animations.
TechDay-Welcome-card-generator- Personalized event pass and welcome credential generator for university technical symposium attendees.
Pujo-Media Cultural digital festival magazine and photo archive celebrating Durga Puja heritage, art, and community pandals.
Educare-English-Learning-Platform- Interactive English language learning portal featuring gamified grammar modules, vocabulary quizzes, and progress tracking.
ai-resume-generator AI-powered ATS-optimized resume builder that drafts tailored CVs based on targeted job descriptions.
news-sentiment-analysis-dashboard Financial and global news sentiment visualizer featuring live word clouds, polarity distributions, and time-series trends.
acia-project AI-Assisted Credit and Financial Intelligence Analytics dashboard with risk scoring and solvency forecasting.

📊 GITHUB ACTIVITY & METRICS


🐉 THE ROAD AHEAD

             ┌───────────────────────────────────────────────┐
             │       B.TECH COMPUTER SCIENCE & ENG           │
             └───────────────────────┬───────────────────────┘
                                     ↓
             ┌───────────────────────────────────────────────┐
             │              AI PRODUCT ENGINEER              │
             │   Build Products · Ship Systems · Master AI   │
             └───────────────────────┬───────────────────────┘
                                     ↓
             ┌───────────────────────────────────────────────┐
             │          AUTONOMOUS SYSTEMS ARCHITECT         │
             │  Multi-Agent Orchestration · Robust Safety    │
             └───────────────────────┬───────────────────────┘
                                     ↓
             ┌───────────────────────────────────────────────┐
             │             FRONTIER AI RESEARCH / AGI        │
             └───────────────────────────────────────────────┘

⚡ LET'S CONNECT & BUILD

If you are a founder, engineering leader, AI researcher, or developer who values high agency, deep technical curiosity, and builders who ship:

┌─────────────────────────────────────────────────────────────────────────────┐
│                                                                             │
│                         「 THE NEXT LEVEL AWAITS 」                          │
│                                                                             │
│                  DON'T JUST TALK ABOUT THE FUTURE OF AI.                    │
│                               LET'S BUILD IT.                               │
│                                                                             │
└─────────────────────────────────────────────────────────────────────────────┘

⚔️ BUILD · 🧠 LEARN · 🤖 AUTOMATE · 🚀 SHIP · 🔥 EVOLVE

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