18 · Bangalore · Builder & Researcher
LLM systems, deterministic compilers
I build things and write about them. Most of my recent work is about making AI systems more reliable; less prompt engineering, more structural guarantees. I also do field research on labour markets when I'm not at a keyboard.
About
I'm 18, based in Bangalore, finishing school in April 2026. Most of my time right now goes into LLM systems work, specifically the question of how you build systems that fail in predictable, debuggable ways rather than silently misbehaving. That's what SVMP and the compiler paper came out of.
On the side, I've been doing independent field research on wage asymmetry between migrant and local workers in Kerala, ran survey with 150 respondents, working toward a paper.
Availale for any opportunities in LLM systems, deterministic compilers, or feedback.
Education
CBSE (PCMB), Sri Chaitanya Techno School — April 2026
Working on
LLM reliability
Location
Bangalore, India
Stack
Python · MongoDB · FastAPI
Open to
Fellowships · Research internships · Early-stage roles
Links
Work
Research Build · 2026
Deterministic Workflow-to-Code
Separates LLM planning from execution entirely. The model selects nodes from a pre-verified typed registry and outputs a JSON plan. A seven-check static validator enforces correctness before any code runs; no repair loops, no runtime chaining, no silent failures. The evaluation surfaced a "constraint evasion" failure mode: leave one surface unconstrained and the planner always finds it. That turned out to be the most interesting result.
Multi-tenant governance architecture for customer service AI workflows. Three async workflows; ingestor, processor, janitor, each doing one job. A 2.5s soft debounce and atomic lock queue merge fragmented messages and cut duplicate LLM calls by ~40%. Tenant isolation via a four point identity frame. 0.75 cosine-similarity gate routes uncertain queries to humans with Slack escalation. API keys encrypted at rest with Fernet AES-128. Ran 500+ adversarial tests for prompt injection and cross-tenant leakage.
Field Research · 2026
150+ structured interviews across Kerala on the wage gap between inter state migrant workers and local labourers. Designed the interview protocol, ran the field data collection, writing it up as an economics paper. Short version: the gap is real, persistent, and institutional.
Operations · 2025–Present
Working on ops and growth for a marketplace built for daily wage workers. Field driven GTM work and early operational design. The Kerala research feeds directly into how I think about the problem here.
Venture · 2024-2025
Co-ran a content and marketing operation serving international clients out of school. Handled clients, revisions, payments, and delivery across 20+ projects. ~₹3.5L in three months with a small team. Learned a lot about what "ops" actually means.
Side Project · 2026
Reverse-engineered the Matiks daily puzzle flow via its GraphQL endpoint, converted raw 7×7 state into structured constraints, built a permutation-based backtracking solver. The work later informed an independent public fan site for daily verified solutions.
Get in Touch
If you're working on something interesting, reach out.
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