Research Portfolio · AI Safety & Systems
Builder, researcher — building AI systems that serve underserved communities across that are envisioned to serve across the world.
About
I'm a 17-year-old builder and researcher focused on applied AI systems that address real-world gaps — from crop disease detection for Indian farmers to AI safety mechanisms that defend against prompt injection attacks. My work spans the full stack: mobile apps, browser automation, multi-agent platforms, and theoretical ML research.
Current focus: BSc Artificial Intelligence applicant at for 2027 MBZUAI, building the Stremini AI ecosystem — a cross-platform multi-agent workspace, educational platform, and AI-powered keyboard — while publishing research in spectral properties of attention matrices and gradient descent dynamics.
Pattern-based detection architecture with regex matching, input sanitization, and layered system-prompt hardening. Built and deployed in production for Stremini AI.
Multi-signal detection combining NLP text analysis, WHOIS domain age verification, and Google Safe Browsing API. Deployed as a live website trust-score endpoint.
How I eliminated AI hallucinations on current events by injecting verified Serper search results into the system prompt before inference. ~95% accuracy on time-sensitive queries.
Keyword detection, category-aware search query construction, current date context injection, and trusted source prioritisation — bridging the gap between training cutoff and real-world deployment.
Research into market exploitation, climate uncertainty, and resource inaccessibility facing small farmers across India. Proposes an integrated digital framework — the foundation for KhetiAI.
Ongoing research into feature engineering for URL-based phishing detection — combining lexical features, WHOIS signals, and ensemble classifiers for high-precision real-time filtering.
Treats each gradient update step as a discrete-time map Φ_η : ℝⁿ → ℝⁿ and derives exact stability conditions via spectral radius analysis. Characterises three regimes — geometric convergence, oscillatory divergence, explosion — with interactive bifurcation diagrams and theory-vs-empirical verification.
Investigates eigenvalue concentration, power-law singular value decay (σᵢ ≈ C/i^α, α ∈ [0.5, 1.0]), norm scaling, and the sparsity–spectrum duality in transformer attention. Derives expressivity bounds and practical sparsity guidelines from first principles.
Full flagship research manuscript covering a unified ensemble of supervised learning, LLM semantic analysis, and rule-based heuristics with explainability and deployment realism.
A cross-platform multi-agent AI ecosystem: a web-based workspace with 12 specialised agents across four layers (Intelligence, Creation, Strategy, Execution), an Android AI keyboard, a desktop Electron automation agent, and Stremini Academy — an educational platform with 517 topics across 25 tracks and 6 tiers.
Backend on Cloudflare Workers using MBZUAI K2-Think-v2 with robust JSON repair, streaming, LRU caching, and AbortController timeouts. Consistent warm-parchment design language across all surfaces.
AI-powered crop disease detection and market transparency platform for Indian farmers. Multilingual voice interface, equipment rental marketplace, direct-to-buyer connections.
Restaurant management SaaS with Supabase backend, RLS policy consolidation, and multi-tenant auth. React + TypeScript + Vite stack.
Get in Touch
Open to research collaborations, AI safety discussions, internship opportunities, and conversations about building technology for underserved communities.
Context & Background
Current Status
BSc AI applicant at MBZUAI. Building Stremini AI ecosystem full-time while publishing research papers.
Research Interests
AI safety engineering, spectral properties of transformers, multi-agent architectures, agricultural AI, and prompt injection defense mechanisms.
Collaboration Areas
AI for social impact in South Asia, educational AI platforms, AI safety tooling, applied ML research with deployable outcomes.
Technical Stack
Cloudflare Workers · React · Kotlin · Flutter · Electron · Playwright · Supabase · MBZUAI K2-Think-v2 · Groq Llama 4