Projects

Selected projects.

Systems work, research, and operating projects arranged as a cleaner archive instead of a long stack of notes.

Systems Work

Reliability, memory, and execution.

The systems work that sits closest to governed state, deterministic execution, and reliability under pressure.

Research Build · 2025-2026

LLM Code Graph Compiler

Compile workflows through a typed node registry and static validation before anything executes.

ArchitectureThe planner emits a constrained JSON graph from a typed registry, and validation checks node wiring, arguments, and graph integrity before codegen.

What matteredThe system treats deterministic execution as the goal and removes the model's room to improvise once runtime begins.

Python DAG Execution Static Validation CLI Tooling
Technical writeup arXiv GitHub
Research Build · 2026

Governed Memory Layer

A ledger-backed memory runtime where agents write privately and only resolved, validated state is promoted into canonical shared memory.

  • Working memory and canonical memory stay separate.
  • Notes are interpreted, resolved, validated, and written through one governed path.
  • Ambiguous lifecycle updates stay pending until the system can bind them safely.
Python SQLite Shared Memory Event Projection
Technical writeup GitHub
Systems Build · 2026

Diagnostic Engine

A bounded knee symptom reasoning service with registry-driven questions, deterministic scoring, and three explicit endings: shortlist, fallback, or safety escalation.

  • Free text is mapped into controlled symptom evidence instead of flowing straight into ranking.
  • Safety rules interrupt the candidate loop instead of being treated as just another score feature.
  • Sessions and ledger entries persist so the reasoning path can be reloaded and inspected.
Node.js Vercel Supabase JSON Registries Static Web UI
Technical writeup GitHub Live demo
Systems Build · 2026

SVMP Governance Layer

A multi-tenant customer-service reliability layer with routing, tenant isolation, escalation controls, and operator-facing safeguards.

  • Async workflows split ingestion, processing, and cleanup.
  • Lock queues and debouncing merge fragmented messages before model calls.
  • Isolation and uncertain-query routing were treated as product constraints.
FastAPI MongoDB Atlas Motor APScheduler Fernet
GitHub

Research & Operations

Research and operations.

Fieldwork, GTM, and operating work that influenced how I think about systems once they leave the whiteboard.

Field Research · 2026

Kerala Wage Asymmetry Study

Structured field research on wage differences between inter-state migrant workers and local labourers in Kerala.

  • Designed the interview structure and ran 150-plus field interviews.
  • Started turning the work into a paper instead of leaving it as anecdote.
Operations · 2025-Present

Niyomilan

Pre-launch labour marketplace work shaped by early ops, GTM framing, and field-informed product questions.

  • Worked on growth framing and operating questions around trust and information gaps.
  • The Kerala research fed directly into how I thought about product assumptions.
Venture · 2024-2025

Student Marketing Venture

A small-team content and marketing operation serving international clients while I was still in school.

  • Handled client management, revisions, delivery, and operational throughput.
  • It made process quality real because delivery and reputation were tightly coupled.
Side Project · 2026

Matiks Breaker

A reverse-engineering and solver project built outward from the Matiks daily puzzle GraphQL endpoint.

  • Turned raw game state into structured constraints.
  • Built a verified backtracking solver from the extracted puzzle logic.
GitHub