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SYS.ONLINE [v4.10.2]
MISSION: FIRST-PRINCIPLES ENGINEERING

Hey! Buddy.
First-Principles Thinker.

I'm Dhaatrik Chowdhury, an engineer from India building practical software from first principles. This site is my honest engineering diary, not a polished portfolio. It is an open log of what I shipped, what broke in production, and the lessons I wish I had learned sooner. I avoid shortcuts because they always come back to charge interest.

Building primarily with:
ReactTypeScriptPythonTensorFlow
SCROLL TO INITIATE

Featured Engineering

Things I'm building, abandoning, or still fixing at 2 AM.

Active Exploration Dossier

EXPLORATION

STATUS: RESEARCH_ACTIVE // CORE: AGRI_BIO_TECH

// MISSION LOG DETAILS

I am breaking down agricultural workflows to fundamental principles. Most commercial tools optimize for corporate dashboards rather than actual ground truth. I am studying soil microbiology, chemical balance, and local weather patterns to engineer tools that solve real operational friction for farmers.

// ACTIVE RESEARCH TRACKS
Agritech & Soil Biology [ 90% ]

Investigating crop health telemetry, sensor networks, and offline sync.

Rocket Physics & Simulation [ 75% ]

DeltaV Lab mathematical modeling, multi-stage trajectories, and Web Workers.

Behçet's Syndrome Research [ 40% ]

Reviewing open clinical literature and immunology pathways.

Free MIT-licensed tutoring-management PWA — students, lessons, payments, invoices, offline on your device. Not note-taking; not SaaS.

// IMPACT.LOG
3/5
// FAULT_ANALYSIS

"I misdocumented Vellor as note-taking with IndexedDB on this site — the repo encrypts to localStorage with AES-GCM, and I nearly buried invoicing under RPG-style gamification chrome."

STAGE: v4.2.0 — Power-Tutor era (Tutor OS from v4.0) EXPLORE LOG →

Open-source browser rocket sim — VAB, Mission Control, RK4 physics in a Web Worker. Honest about what it teaches and what it cannot certify.

// IMPACT.LOG
4/5
// FAULT_ANALYSIS

"I initially passed hundreds of small coordinates to the Web Worker every frame, which clogged the thread and destroyed the physics loop's real-time accuracy."

STAGE: 50Hz RK4 worker, VAB, DSL flight computer, FTS, telemetry export EXPLORE LOG →

Frontend-only fuel delivery UX demo v3.0.0 — customer ordering, captain dashboard, Leaflet map UI, PWA. Not WebSocket production logistics.

// IMPACT.LOG
3/5
// FAULT_ANALYSIS

"I described WebSocket live tracking and server rollbacks on this site — the repo is a frontend-only demo where optimistic UI runs on mock state with no database to fail."

STAGE: v3.0.0 — polished client demo (customer + captain), no backend EXPLORE LOG →

BYOK multi-agent council v4.0.0 — parallel/sequential/round-robin, HITL, branching, PDF export via gemma-4-31b-it. Client-only, no backend.

// IMPACT.LOG
3/5
// FAULT_ANALYSIS

"I ran an unbounded multi-agent debate test without depth caps and woke up to a rate-limited API key — v4 adds token/cost visibility but you still own the guardrails."

STAGE: v4.0.0 — four-agent squad, Beta mode, HITL, session branching EXPLORE LOG →

Explore More Projects

The full engineering workbench — deep-link handoffs, feedback terminals, POS demos, dining prototypes, and client-side compilers I've shipped, shelved, or am still patching.

INDEX: 12 REPOSITORIES SHOWCASE ARCHIVE →

Latest Thinking

Honest transmissions — fuckups, learnings, and late-night debugging sessions.