Origins
I was born and raised in Shyamnagar, a small town in West Bengal, in a loving and grounded family. My parents and my mother’s family shaped much of my early life, offering stability, care, and a quiet sense of responsibility.
Those years were formed by lived stories, books that opened inner worlds, and a way of life that taught resilience without ever naming it.
Early Impressions
The Mahabharata left a deep imprint early on. Bhishma’s understanding of duty without resentment became something I carried long before I could articulate it. It shaped how I met difficulty, not through resistance, but through acceptance of responsibility.
Theatre and Voice
In Kolkata, I worked in professional theatre.
Under Arpita Ghosh, I learned to remain centered amid chaos and make decisions under pressure. Watching Shaoli Mitra taught me how presence and words alone can move a collective consciousness.
Those lessons stayed long after the stage was left behind.
The Shift Toward Clarity
In Class 11, studying the Mahabharata again, I noticed something different. Krishna did not guide the war through force, but through clarity and communication.
That moment changed my relationship with language. Expression became responsibility, not ornament.
Much later, I encountered the music of Pandit Jasraj. His hymns were not just sound, they carried stillness, depth, and surrender. What had begun as an intellectual shift found quieter resonance through sound.
Building Systems
In 2017, I built an IT and e commerce solutions company serving the United States. Websites, applications, marketing, systems design. A practical education in how ideas translate into reality.
Entering Markets
Around 2020, a triangular arbitrage idea pulled me into markets. Curiosity turned into apprenticeship.
Struggles led to restructuring. Small successes led to deeper awareness. Edges led to humility. Losses led to learning.
Over time, trading became my primary work.
Systematic Trading
In 2024, trading became the full expression of the work.
A trading cycle that year produced 120K entered. Return volatility exceeded system risk containment capacity. The cycle ended with complete destruction and a net loss of $11K. That experience became the empirical foundation for everything that followed.
System R AI
In 2025, I began building System R AI. A 10 layer trading operating system for human traders and autonomous AI agents. The mathematical relationship extracted from the 2024 cycle governs position sizing, execution discipline, and agent capital allocation across the platform.
System R Technologies LLC is incorporated in Florida.
The system now contains 187 domain services, 55 MCP tools, 25 broker adapters, 384 API endpoints, and 13,241 verified tests. It serves two species: humans through a conversational interface, and AI agents through MCP protocol or Python SDK. The documentation is at docs.systemr.ai.
OSR Protocol
In 2026, the economic infrastructure layer was extended to Solana through OSR Protocol. A Burn and Mint Equilibrium token where agents burn OSR for compute credits that meter platform operations.
OSR Protocol Inc. is incorporated in the British Virgin Islands. The token is live on Solana mainnet with 1 billion fixed supply, mint and freeze authority irrevocably revoked. The presale is live. The contracts are open source.
I serve as Founder and CEO of System R AI, and Director of OSR Protocol Inc.
Principles of Trading
Alongside building, I continue to share what I learn. The Principles of Trading series on YouTube documents the frameworks that became the foundation of the platform. 11K+ subscribers. 28 videos. 16 lectures covering risk, probability, position sizing, volatility, strategy design, crisis management, capital management, and the psychology of perception.
The same principles that shaped the operating system live in a free educational series. The research is public. The architecture is built from it.
The Thread That Connects Everything
At the center of all this is a simple movement:
Intention → Knowledge → Action
A Trika understanding, aligning what is felt, what is known, and what is done.
This Site
A living record. What I learn. What I test. What holds up under reality.
Nothing polished for effect. Only what is currently seen, shared as sincerely as possible.
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