Debarghaya Dasgupta gyaansastra

🧠 GYAANSASTRA

Where Curiosity Meets Cognition · Code that Thinks · Systems that Learn
@gyaansastra

🌌 Innovation Manifesto

Code is not just logic — it's language.
It speaks to machines, but whispers to minds.

I explore the unseen intersections of:

🧠 Cognition → Human-like reasoning

⚔️ Defense → Cyber resilience & deception

🧩 Systems → AI frameworks that evolve

🔥 Creation → Transforming ideas into impact

⚡ Interactive Knowledge Map

🗺️ Click to explore my technical universe

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mindmap
  root((🧠 GYAANSASTRA))
    About
      "👨‍💻 Debarghaya Dasgupta"
      "🔍 Researcher · Architect · Evangelist"
      "💬 Curiosity · Logic · Creation"
      "📷 Visual Thinker · Photographer"
    Tech · Focus
      "🧱 Security & Defense"
        "Adversary Emulation"
        "Malware · Memory Forensics"
        "Threat Modeling"
        "MITRE ATT&CK & DEFEND"
      "☁️ Cloud & Infra"
        "Azure Sentinel · XDR"
        "SOC Architecture"
        "Automation Pipelines"
        "SD Infrastructure"
      "🧮 Data & Intelligence"
        "Graph Databases"
        "Knowledge Systems"
        "Security Telemetry Modeling"
        "Agentic AI Frameworks"
      "💻 Programming"
        "Python"
        "LLMs · Function Calling"
        "Windows Internals"
        "Tooling & Automation"
    Projects
      "⚔️ WAFBypass-Garurda"
      "🧰 WebHackersToolkit"
      "🎯 Red-Team-Toolkit"
      "🔎 Threat-Hunting-List"
      "📚 Pentest_Guide"
      "🚨 CVE-2023-21716 PoC"
      "🕵️ C2 Frameworks"
      "💡 Honeypot-AI Lab"
    Learning
      "📘 MITxPro · Deep Neural Networks"
      "📈 Agentic Intelligence Expansion"
      "🧬 Dynamic Honeypots"
      "📡 Real-Time Threat Intel"
      "🧭 Self-Evolving Systems"
    Community
      "🤝 Open Source · Collaboration"
      "🗣 Evangelism · Mentorship"
      "📓 Blogs · Talks · Research"
      "🌐 Knowledge Sharing"
      "🧑‍🏫 Educate · Empower · Elevate"
    Connect
      "🌍 github.com/gyaansastra"
      "🔗 linkedin.com/in/debarghaya"
      "💌 Collaborate · Build · Create"

🚀 Featured Work

Domain	Repository	Description
Offensive Research	WAFBypass-Garurda	WAF evasion and obfuscation engine
AI Memory	Mastishka	Comprehensive Agentic Memory Framework
1-Day Prediction	Bhavishya	1-Day Vulnerability Prediction using RNN
Security Education	Pentest_Guide	Structured guide for learners
Advanced PoC	CVE-2023-21716	Windows exploit PoC research
AI + Security	Honeypot-AI	Dynamic LLM-powered deception lab

💡 Active Projects & Research

🔬 Current Focus

🧬 Dynamic Honeypots - Self-adapting deception
🤖 Agentic AI - Autonomous security frameworks
📡 Threat Intel - Real-time analysis systems
🛡️ Memory Forensics - Advanced malware analysis

📚 Learning Path

🎓 MITxPro Deep Neural Networks
🧠 Cognitive Security Systems
⚡ Adversarial Machine Learning
🔮 Predictive Threat Modeling

🛠️ Technical Arsenal

🔐 Security & Defense Expertise

Offensive Security:
  - Adversary Emulation & Red Teaming
  - Advanced Persistence Techniques
  - Memory Exploitation & Forensics
  - WAF Bypass & Evasion

Defensive Strategies:
  - MITRE ATT&CK Framework Implementation
  - Threat Hunting & Intelligence
  - Incident Response Automation
  - Deception Technology & Honeypots

☁️ Cloud & Infrastructure

Cloud Platforms:
  - Azure Sentinel & Security Center
  - AWS Security Hub & GuardDuty
  - Multi-Cloud SOC Architecture
  
Infrastructure:
  - Zero Trust Network Design
  - SD-WAN Security
  - Container Security (K8s)
  - IaC Security Automation

🤖 AI & Intelligence Systems

AI/ML Security:
  - LLM Security & Jailbreaking
  - Adversarial AI Research
  - Behavioral Analytics
  - Predictive Threat Modeling

Data Engineering:
  - Graph Databases (Neo4j)
  - Security Data Lakes
  - SIEM/SOAR Integration
  - Telemetry Processing Pipelines

🌐 Community Engagement

📊 Live GitHub Metrics

📅 ⚡ 💻

🎯 Current Status: 💪 Active Contributor

📈 Repository Stats

Total Repositories: 116
Original Projects: 100
Total Stars: ⭐ 109
Total Forks: 🍴 18

🔥 Developer Activity

Total Commits: 359
PRs Merged: 53
Issues Closed: 0
Commits (30d): 1

💻 Top Languages

Python: █████████ 34 repos
JavaScript: ██ 8 repos
TypeScript: █ 5 repos
Jupyter Notebook: █ 5 repos
C: █ 4 repos

🏆 Earned Badges

📌 Top Public Repositories

CVE-2023-21716 - ⭐ 59 stars
Print-Nightmare-LPE - ⭐ 20 stars
Threat-Hunting-List - ⭐ 9 stars
CVE-2022-0847 - ⭐ 3 stars
AmOgh - ⭐ 2 stars

🤝 Collaboration Principles

Open Source First - Building in public, sharing knowledge freely
Mentor & Elevate - Lifting others as we climb
Research & Share - Publishing findings for community benefit
Continuous Learning - Student mindset, always evolving

🧬 Vision 2035

"A world where systems defend, learn, and evolve — autonomously."

Building Agentic AI Frameworks and Hyper-Realistic Honeypots that transform cyber defense into living intelligence.

🎯 Milestones

2025 → Launch autonomous honeypot framework
2027 → Cognitive threat prediction system
2030 → Self-healing security infrastructure
2035 → Fully autonomous cyber defense ecosystem

📬 Let's Connect & Collaborate

Crafted with precision · Powered by purpose · Driven by curiosity

— Debarghaya Dasgupta (@gyaansastra)

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