Headline

First Principles Software Engineer | AI Infrastructure Architect | Inventor - 7 Patents Pending | Creator of “Engineered by RoSh”

About

I build the infrastructure autonomous AI runs on. Not another wrapper on someone else's API — the layer underneath: how an agent remembers, how it runs privately, how many of them agree without a coordinator, and how you prove any of it actually works. Four systems, written from scratch in Rust: - Engram — a storage engine built for agent memory, not human records. Bitemporal time-travel, confidence that decays, and a causal "why did it do that?" trace. 165× faster time-travel than a hand-built Postgres schema; 330K durable writes/s. Every benchmark reproducible. - Crucible — a multi-tenant LLM inference runtime in pure Rust. No PyTorch, no BLAS, no Python. Cryptographic per-tenant isolation and zero outbound traffic by construction — enterprises can share one air-gapped GPU box with nothing leaving the machine. - Axiom — formally-verified CRDTs. TLA+ specifications model-checked across 142M+ states, machine-checked TLAPS proofs, each bound to the Rust implementation. - Holdout — an LLM eval framework that reports a confidence interval, not a vanity number. It tells you whether quality actually changed, or whether you're being fooled by noise. Open-source, local-first. I'm a named inventor on 7 patent-pending systems across privacy, distributed systems, ML infrastructure, and security. One rule across all of it: I only claim what I can prove. Every benchmark is reproducible; every repo ships a "what this does NOT do" section. In a field full of overclaiming, that's the standard I hold — it's what "Engineered by RoSh" means. I build in public. If you work on AI infrastructure, Rust systems, or agent tooling — or want to — my DMs are open. ───── Want to work with me? I help AI teams ship LLM features without gambling — statistically honest evals and CI regression gates — and I build the hard systems you can't easily hire for: private/air-gapped inference, agent memory, Rust performance. Fractional & retainer, remote (US · EU · Gulf). → DM me "eval" or "infra" and I'll send how I can help. roshworldwide.com · github.com/roshworldwide

Location

Bangalore Urban

AI stack

anthropic apis

antigravity

claude code

claude

codex

hugging face

Work experience

Data Analyst at Convin, Jun 2026 - Aug 2026 · 3 mos, Bengaluru, Karnataka, India, Hired to audit calls; delivered them, then built the live analytics platform quantifying the ₹5.5 Cr+ recovered daily in the client bank's credit-card collections — the ROI proof at the centre of the client's annual-contract negotiations. Rebuilt the Google-Sheets audit workflow as a dedicated Call Audit app ~10× faster across 1,000–2,000 audits/month — both products adopted company-wide.

Full Stack Engineer at Oxyharvest Climatech Pvt Ltd, Dec 2025 - Feb 2026 · 3 mos, Delhi, India, 1. Built and launched the company's live impact platform — real-time telemetry (CO₂ saved and other impact metrics) streaming from 90+ deployed purifiers via Xano APIs. 2. Shipped the field-technician apps used by 30 technicians on every installation and service visit.

Research Head at E-Cell, MIT Bengaluru, Aug 2025 - Dec 2025 · 5 mos, Bengaluru, Karnataka, India, Spearheaded a dedicated research project titled "Why Startups are Failing?", investigating the root causes of venture collapse in the current economic climate. Analyzed critical data points regarding product-market fit, cash flow management, and scalability issues to identify common pitfalls for early-stage companies.

Founder at Aintiq Inc., Sep 2023 - Dec 2023 · 4 mos, Dubai, United Arab Emirates, Bootstrapped a D2C venture. Navigated market challenges to pivot the business model, learning critical lessons in unit economics and supply chain logistics.

Education

Bachelor of Technology - BTech, Computer Science Engineering, Manipal institute of technology

AISSCE, Science, Litera Valley School

Public links

github: https://github.com/roshworldwide