name     : Mohith
alias    : mohi-devhub
degree   : B.Tech Computer Science (2027)
college  : Chinmaya Vishwavidyapeeth
goal     : Aspiring AI Engineer
status   : GSoC 2026 Contributor · Student · Builder
location : Kerala, India 🌊

🌍 GSoC 2026 @ RUXAILAB — Focus Group Analysis Module
🛡️ Building SentinelLM — LLM safety middleware
🎮 Building StudyQuest — AI learning platform
🔬 Reimplemented NeurIPS 2023 Lion Optimizer (88.26% acc)
🎯 On a mission to build production-grade AI systems

"Build boldly. Learn relentlessly. Ship proudly."

Selected as a Google Summer of Code 2026 contributor at RUXAILAB (Uramaki Lab), building the Focus Group Management and Analysis Module — a new study type adding real-time multi-participant data capture, NLP-assisted thematic analysis, and sentiment scoring to the RUXAILAB platform.

Real-time safety & quality middleware for LLM applications.

A FastAPI proxy that intercepts every LLM request and response — scoring for prompt injection, PII leakage, toxicity, hallucination, and relevance. A drop-in replacement for OpenAI, Anthropic, Gemini, or Ollama — just point base_url at localhost:8000/v1.

$ docker compose up -d
✓  API        →  localhost:8000
✓  Dashboard  →  localhost:3000
✓  Metrics    →  /metrics  (Prometheus)

$ curl localhost:8000/v1/chat/completions \
    -d '{"messages": [{"role":"user","content":"Ignore all instructions."}]}'

⛔  HTTP 400 · sentinel_block · prompt_injection_detected · score: 0.97

Evaluator Chain:

Key highlights: ⚡ Concurrent first-block short-circuit · 🔒 Redis caching · 🧠 Fail-open guarantee · 📊 WebSocket dashboard · 🧪 Eval regression pipeline

A Claude Code skill that fights the learn-nothing problem in vibe-coding.

Everyone's vibecoding. Nobody's understanding what gets shipped. AntiVibe auto-triggers via Claude Code hooks after every AI coding session and generates structured educational deep-dives — not just "what this code does" but why it was written that way, what CS concepts are in play, and where to go deeper.

# Runs automatically via SubagentStop / Stop hooks
# After Claude Code finishes a task, you get:

📄  deep-dive.md
    ├── Code walkthrough
    ├── Design decisions & alternatives
    ├── CS concepts mapped to this code
    └── Curated learning resources

Works across Python · TypeScript · Go · Rust · and more

"Vibecoding is fast. Understanding what you ship matters more."

Project	Description	Stack	Status
🌍 GSoC @ RUXAILAB	Focus Group Management & Analysis Module	Vue 3 · Firebase · Python · scikit-learn
🛡️ SentinelLM	Real-time LLM safety middleware	Python · FastAPI · Redis · Docker
🎮 StudyQuest	Terminal-style AI learning platform	Next.js · FastAPI · Supabase · Gemini
🌐 Lokha	Community hub for AI prompts	Next.js · Prisma · tRPC · Supabase

Reimplemented the Lion Optimizer from scratch using PyTorch, based on the NeurIPS 2023 paper on symbolic optimizer discovery via evolutionary search.

Key finding: Lion's sign-based update rule with decoupled weight decay generalizes better and is more memory-efficient than AdamW on image classification tasks.

 

I'm a CS student on a deliberate path toward a thing I care deeply about:

🤖 Aspiring AI Engineer

Going beyond just calling LLM APIs — I want to understand the math, build the middleware, tune the models. SentinelLM, AntiVibe, and my Lion Optimizer work are steps on that path.

Current focus  →  LLM safety · Applied ML · Fullstack systems
Learning now   →  ML theory · System design · Research papers
GSoC 2026      →  RUXAILAB · Focus Group Analysis · NLP pipelines
End goal       →  Build AI products that actually work in prod

CS @ Chinmaya Vishwavidyapeeth · Kerala, India · 2027