17 y/o Independent AI researcher and developer building autonomous cognitive systems and neural-inspired reasoning
frameworks.
I design computational architectures that augment ... Show more17 y/o Independent AI researcher and developer building autonomous cognitive systems and neural-inspired reasoning
frameworks.
I design computational architectures that augment language models with structured cognition — not prompt engineering,
but the reasoning infrastructure itself. My work spans active inference, Hebbian memory systems, dual-process
reasoning, and autonomous scientific discovery.
projects :-
FRIDAY — a 95K-line cognitive AI operating system with 40+ brain modules implementing System 1/System 2
routing, synaptic memory with time-decay, free-energy minimization, dreaming consolidation, and hierarchical belief
updating. Runs on an 8B model with free-tier inference. 88% ARC-Challenge. 85% GSM8K. Zero paid compute. Includes Mythos inspired pipeline — a 7-layer autonomous security audit pipeline for reconnaissance, secret detection, dynamic analysis, logic
flaw scanning, and supply chain vulnerability assessment with automated CVSS scoring.
I built RUMI — an autonomous scientific discovery framework that ingests live PubMed literature, performs named entity
recognition on genes and pathways, constructs dynamic knowledge graphs, and mines cross-document contradictions to
generate testable oncology hypotheses. Fully autonomous, no human in the loop.
I develop AI-augmented end to end, using LLMs as architectural co-pilots across design, implementation, and deployment
— shipping complex multi-module systems as a solo engineer at the speed the problem demands
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Subhansh
Independent ai researcher and developer
About
17 y/o Independent AI researcher and developer building autonomous cognitive systems and neural-inspired reasoning
frameworks.
I design computational architectures that augment ... Show more
frameworks.
I design computational architectures that augment ... Show more
Top Skills
Python
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JavaScript
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HTML
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Claude Code
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Hermes Agent
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LLM Orchestration
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Multi-Agent Systems
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AI-Driven Workflows
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Cognitive Architecture
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Hebbian Learning
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Bayesian Inference
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Active Inference
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Free-Energy Minimization
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Dual-Process Reasoning
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Dreaming Consolidation
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Multi-LLM Routing
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Natural Language System Interaction
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Named Entity Recognition
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Knowledge Graph Engineering
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Contradiction Mining
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Hypothesis Generation
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Semantic Entity Extraction
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Graph Construction
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Autonomous Security Auditing
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Penetration Testing
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Vulnerability Assessment
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Exploit Development
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Red Team Operations
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Behavioral Heuristics
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Static Analysis
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CVSS Scoring
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Supply Chain Scanning
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Three.js
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WebGL
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Canvas 2D
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Canvas 3D
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Responsive UI Design
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REST APIs
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Tkinter
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Web Audio API
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GitHub
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VS Code
Language & Tools
Python · JavaScript · HTML/CSS · LLM Orchestration · Claude Code · OpenCode · Hermes Agent · Codex · FreeBuff · Active
Inference · Hebbian Memory · Knowledge Graphs · NER · Multi-Agent Systems · Three.js · WebGL · GSAP · PubMed API ·
Security Auditing · CVSS Scoring · Git · Groq · Vercel
Inference · Hebbian Memory · Knowledge Graphs · NER · Multi-Agent Systems · Three.js · WebGL · GSAP · PubMed API ·
Security Auditing · CVSS Scoring · Git · Groq · Vercel
Currently Exploring
Ai for scientific discoveries
Achievements
Maintained a technical exchange with Yoshua Bengio (one of the 3 godfather of ai and a turning award winner) across four separate conversations on cognitive architecture
design, active inference systems, and autonomous reasoning frameworks.
Recognized and appreciated as a researcher by the Princeton research community for work on autonomous scientific
cognition and cognitive AI systems.
design, active inference systems, and autonomous reasoning frameworks.
Recognized and appreciated as a researcher by the Princeton research community for work on autonomous scientific
cognition and cognitive AI systems.
Fun Fact
I doomscroll while my agents work
Random Dev Quote
build it before u understand it
Contributions
Articles
Comments
- Great read — I really like how you broke down why Go still stands ou...Jun 10, 2026
- waw noice ima try it
Jun 03, 2026
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