DHARMIT SHAH

Digital HQ // Future Founder & AI Architect

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Division_01 // Foundational Thesis

THE FOUNDATION & R&D

// OPERATIONAL DIRECTION // BUILDING TOWARD

➔ A world where academic research is accelerated by autonomous AI swarms.

➔ Educational systems that adapt dynamically to personalize learning for every student.

Secure and trustworthy intelligence networks resilient to post-quantum threat vectors.

Dharmit Kunal Shah

We stand at the precipice of cognitive automation. Traditional development constructs are being rewritten by autonomous multi-agent intelligence.

Currently pursuing Computer Science at Symbiosis Institute of Technology, Pune, my vision is to construct secure, self-healing, post-quantum agent networks designed to augment complex enterprise decision swarms.

"We do not study history. We build systems that rewrite it." Leveraging advanced Artificial Intelligence, financial modeling systems, and deep cryptographic foundations to construct future companies, products, and secure networks that impact global scaling limits.

AI Bias Evaluation & Prompt Safety

Engineering evaluation benchmarks to analyze context-boundary leakage in Large Language Models. Proposing real-time mitigation prompt injection matrices.

Manuscript in prep // Bias in LLMs

Post-Quantum Cryptography for Multi-Agents

Formulating quantum-resistant algorithms to secure inter-agent communication channels against interception in next-generation computing swarms.

Manuscript in prep // Lattice-Based Agent Nodes

Gesture-Controlled Human-Computer Interfaces

Architected IntentCalc, a touchless virtual calculator driven by OpenCV and MediaPipe. Employs edge-triggered pinch controls, swipe backspaces, and fist-clears.

OpenCV // MediaPipe // Gesture AI

// THE QUESTIONS I'M CHASING

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Can AI discover novel research directions?

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Can education become truly personalized?

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Can small teams outperform large organizations with AI?

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How do we build trustworthy intelligence systems?

PHILOSOPHY // THE_MANIFESTO

THE MANIFESTO

[01]Build more than you consume.
[02]Publish what you learn.
[03]Think in decades, not semesters.
[04]Systems > Hacks.
[05]Curiosity compounds.
[06]Reputation is earned in public.
FOCUS // COGNITIVE_BOUNDARIES

OBSESSIONS VS ANTI-GOALS

// OBSESSIONS

Multi-Agent Systems
AI Safety
Post-Quantum Cryptography
Founder Psychology
Research Automation
Financial Intel Swarms

// ANTI-GOALS

×Chase titles blindly
×Build resume projects
×Follow trends blindly
×Optimize short-term validation
×Favour hype over systems
×Neglect code craftsmanship
BELIEFS // CONTRARIAN_MATRIX

CONTRARIAN BELIEFS

Build before you specialize

Specialization in a classroom is dead theory. True expertise is born from building systems that break under real-world conditions.

AI will amplify curiosity, not kill it

Those who fear automation are doing work that deserves to be automated. High-agency minds will leverage AI to pursue 10x deeper questions.

Small AI teams beat massive enterprises

Empowered by cooperative multi-agent swarms, a team of 3 builders can now construct, scale, and distribute systems faster than a 100-person enterprise committee.

MANIFESTO // THE_BET

THE BET

"I believe the next generation of intelligence systems will be built by small teams empowered by AI, not giant organizations."

Everything on this website is a step toward proving that belief.

Division_02 // Dynamic Operations

ACTIVE VENTURES

Not projects. Emerging architectures built to solve cognitive friction.

ScholarMind

AI Research Operating System

Automates academic literature reviews, identifying research gaps and drafting manuscripts. Orchestrates 6 specialized research agents using a self-healing LangGraph state machine and React Flow graph database representation.

LangGraphFastAPIChromaDBNext.js 15

MarketMind

AI Financial Intelligence Engine

Local-first intelligence system simulating 10 analytical investment agents. Employs dynamic DCF/WACC valuation math models, interactive accountability ledgers, and real-time portfolio analytics.

FastAPILlama 3Qwen 2.5Recharts

Symbi Club Control

ONGOING
Institutional Management Grid

LMS-inspired enterprise club coordinator for Symbiosis Institute. Manages permissions, event approvals, custom member registries, and secure cryptographic hierarchies across campus divisions.

Next.jsSupabaseFirebaseTypeScript

Virtual Museum Guide

Conversational Cultural Intelligence

Selected to the Grand Finale of the Google Student Ambassador Hackathon 2026. Delivers highly-contextual historical RAG companion dialogues using multi-agent coordinate indexing.

Gemini APIChromaDBRAGFastAPI

PhishGuard

Real-Time Threat Prevention

Machine learning-driven URL filter securing networks from social engineering vectors. Secured 3rd place with Team TensorSmiths at the SIT Ideation Summit.

Scikit-LearnExtension APIPythonCSS

VisionAct

Vision-Driven UI Automation

Advanced UI automation engine that interacts with applications using direct visual context, enabling complex workflow automation where APIs or standard element trees are completely unavailable.

PythonOpenCVComputer VisionPyAutoGUI
Division_02-B // Experiments Tracking Ledger

ACTIVE EXPERIMENTS

[01] RUNNING

ScholarMind AI Operating System
SYNC Multi-Agent Ledger
MarketMind Financial Intel Engine

[02] EXPLORING

Cooperative Agent Swarms & Consensus
RAG Retrieval Index Optimizations
Post-Quantum Cryptographic Security

[03] CONSIDERING

New Autonomous AI Startup Models
Cross-Domain Cognitive Architectures
Localized Edge LLM Configurations
Division_02-C // Forward-Looking Forecast Matrix

PUBLIC PREDICTIONS

2028
// COGNITIVE WORKFLOWS

AI research workflows will become partially autonomous, shifting from co-piloting to self-directed swarms.

2030
// EDUCATIONAL AI

Universities and campus divisions will increasingly adopt customized, peer-modeled personalized learning networks.

2032
// ENTERPRISE SWARMS

Multi-agent autonomous systems will become industry standard knowledge workers, replacing monolithic structures.

Division_03 // Founder Operational Deck

TELEMETRY & SECURE DATA

Real-time compute telemetry coupled with secure R&D credentials.

DHARMIT INDEX (DKS)
Curiosity:+12% Execution:+15% Research:+8% Sleep:-4% Heartbeat:OPTIMAL Stealth Node:ACTIVE Curiosity:+12% Execution:+15% Research:+8% Sleep:-4% Heartbeat:OPTIMAL Stealth Node:ACTIVE
Core Telemetry
Active R&D Units16
Local Time (Pune)--:--:--
Uptime Sec0s
Compute Load42.5%
Model Optimization89.2%
Dashboard of Becoming
Autonomous Ventures Built
6 Nodes
Research Manuscripts in prep
2 Papers
Secure Systems Shipped
18 Builds
Experiments Conducted
9 Runs
Global Exploration Targets
1 / 30 CountriesTarget: 30 by 2035
The Source Code of Dharmit`dharmit.py` // Executing Loop
dharmit.py
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def dharmit():
curiosity = 0
curiosity += 1
build()
publish()
learn()
repeat()
// RUNTIME CONSOLE FEED:Initializing compiler loop...
Agent Hive Swarm Network MonitorLive Cryptographic Packet Flow
DK_SWARMScholarMindMarketMindPhishGuardSymbiAuthVisionAct
// ScholarMind RAG Nodes:Swarm synchronized & healthy
// MarketMind DCF:Continuous valuation synced [94.8%]
// PhishGuard Threat Edge:ML Edge scanning active [98.4%]
// SymbiAuth Coordinator:SIT campus permissions active
// VisionAct Automator:CV frame coordinates hooked
Live Dev Log & Commit StreamRead-Only Secure Connection
CLASSIFIED R&D ARCHIVE // ACCESS GRANTED
// OPERATIONAL LEDGER
// COGNITIVE DATABASE
SECURE READOUT // CATEGORY_EXPERIENCE
AES-256 ENCRYPTED
// CORE INDUSTRY ROLES
SCALER SCHOOL OF TECHNOLOGY (YIIC 4.0)Remote // AI Developer Intern // 3 mos

Selected into a highly competitive industry internship cohort focused on Artificial Intelligence, Advanced Software Development, and expert Mentorship. Earned flagship Internship Certificate.

PRODIGY INFOTECHRemote // Generative AI Intern // Jul 2025 - Aug 2025

Developed production-level LLM and Prompt Engineering pipelines, working with transformers, AI workflows, Python and Machine Learning architectures. Received outstanding remarks, complete letters of recommendation, and internship validation.

SYMBIOSIS INSTITUTE OF TECHNOLOGYPune // Research Contributor // Feb 2026 - Present

Contributing to the core R&D of **Symbi-GPT** under Dr. Ketan Kotecha. Designed and deployed advanced Retrieval-Augmented Generation (RAG) pipelines integrating vector stores, LangChain, and PostgreSQL.

// VIRTUAL EXPERIENCE & SIMULATIONS
GOLDMAN SACHSRemote // Risk Job Simulation // May 2025 - Jun 2025

Completed advanced risk assessment modules simulating institutional asset portfolios. Developed analytics evaluating hedging parameters and market risks.

ACCENTURE NORDICSRemote // Software Engineer Virtual Internship // Apr 2025 - May 2025

Participated in mock enterprise architectures, debugging, refactoring, and code review processes aligned with Scandinavian agile teams.

DELOITTE AUSTRALIARemote // Data Analytics Job Simulation // May 2025

Simulated consultant-level data analysis on Forage. Formulated analytics and dashboard reporting metrics evaluating corporate databases.

IN PROGRESS

Version 18.7 of a much larger story.