# Sujit Nirmal

> AI/ML Engineer · Fullstack Architect, India. AI/ML engineer working across machine learning, LLMs, retrieval, evaluation, computer vision and product engineering.

Contact: nirmalsujit981@gmail.com · GitHub: https://github.com/Blacksujit · LinkedIn: https://linkedin.com/in/sujit-nirmal

## Proof
- Rank: #1 overall of 52 at the WhipScribe Buildathon, Oct 2026 (live leaderboard): https://whipscribe.com/buildathon
- Timestamps: CallCoach-AI scores investor calls with four agents, and every flag plays at the second it was said: https://www.sujit.top/missions/callcoach
- Quotes: FitNova drops any LLM flag that cannot quote the transcript verbatim: https://www.sujit.top/missions/fitnova
- PyPI package: Sentinel-AI checks numbers in LLM output against the prompt and corrects them: https://www.sujit.top/missions/sentinel

## Missions (case studies)
- [CallCoach-AI](https://www.sujit.top/missions/callcoach.md): Four agents score an investor call, and every flag has a ▶ Hear it button that plays the recording from the second it was said. Status: LIVE. Result: WhipScribe Buildathon winner, Oct 2026, see 05. Source: https://github.com/Blacksujit/callcoach-ai-whhipscribe
- [FitNova Call Intelligence](https://www.sujit.top/missions/fitnova.md): Scores every sales call on five coachable dimensions, and refuses to report any flag it can't quote verbatim from the transcript. Status: LIVE. Source: https://github.com/Blacksujit/FitNova-Call-Intelligence
- [Sentinel-AI](https://www.sujit.top/missions/sentinel.md): Sits beside your LLM and scores every prompt/response pair 0 to 100, with the claims and flags that produced the score, and a policy that decides serve, fix or block. Status: LIVE. Source: https://github.com/Blacksujit/Sentinel-AI

## Flight log
- CallCoach-AI (LIVE): Investor-call scoring, 4 agents, MCP server. https://github.com/Blacksujit/callcoach-ai-whhipscribe
- Sentinel-AI (LIVE): Risk scoring for LLM prompt/response pairs. https://github.com/Blacksujit/Sentinel-AI
- FitNova Call Intelligence (LIVE): Sales-call scoring with PII redaction. https://github.com/Blacksujit/FitNova-Call-Intelligence
- NeoVerse Store (ACTIVE): AR/VR + 3D storefront with an AI concierge. https://github.com/Blacksujit/AR-VR-Ecommerece
- Silent Killer AI (LIVE): Agent that spots workflow inefficiencies. https://github.com/Blacksujit/Silent-Killer-AI-Agent
- ArogyaKrishi (VIDEO): Crop disease detection and soil analysis. https://github.com/Blacksujit/ArogyaKrishi
- Dataviz AI (VIDEO): GenAI animated-infographic generator. https://github.com/Blacksujit/100X-Engineers-GenAI-Hackathon-Submission
- Medivance.AI (VIDEO): Medical report summarisation. https://github.com/Blacksujit/Health-Summerize-AI
- Code Quality Agent (OFFLINE): Multi-language code review with fix suggestions. https://github.com/Blacksujit/Code-Quality-Intelligent_Agent
- ML-Deploy-Lite (ARCHIVED): Serves a trained model over REST or gRPC. https://github.com/Blacksujit/ML-Deploy-Lite

## Tools
This page registers WebMCP tools where the browser supports them (W3C Web ML CG draft): get_profile, list_missions, get_buildathon_standings, open_section, feed_black_hole. The same tools power the ⌘K console.

## Optional
- [My LLM judge quoted the call. I couldn't find a third of its quotes.](https://www.sujit.top/notes/llm-judge-quotes)
- [From hospital bed to hackathon: Datathon 2025](https://blackshadow.hashnode.dev/from-hospital-bed-to-hackathon-glory-how-we-won-2nd-runner-up-at-datathon-2025)
- [How I started contributing to open-source ML](https://blackshadow.hashnode.dev/how-i-started-my-open-source-contribution-journey-in-machine-learning)
- [Now](https://www.sujit.top/now)