SHIPPING AT ALTAGIC · IIT BHILAI '28

I build AI agents.Then I break them,professionally.

I take AI from demo to production: agents, automations, and the unglamorous debugging in between. Author of diffprompt, live on PyPI. Friends call me funny, ambitious, and delusional. They're right about all three.

See the work → $ pip install diffprompt

CurrentlyAI Automations InternAltagic · remote

StudyingDSAI, IIT BhilaiCGPA 9.06 · class of '28

FocusProduction AIagents · automation · debugging at 2am

Statusprobably awakeit's always 2am somewhere

The character so far

EST. 2006 · NAVI MUMBAI

Second year at IIT Bhilai, studying Data Science & AI. I got into this field the normal way: built things, broke things, then realised the actual job is keeping things alive in production. Now I build AI systems end to end: agents, automations, data pipelines, and the 2am debugging sessions nobody posts about.

By day I ship client-facing systems at Altagic. By night I maintain diffprompt, contribute to open source AI tooling, and queue Valorant with the boys. Everything I build gets stress-tested before it ships, because I'd rather break it than let a user do it.

I coordinate placements for 200+ students at CCPS, lead the AI/ML domain at OpenLake, and hold the strong opinion that DSA grind scores tell you almost nothing about whether someone can actually build.

STRESS-TESTING A MAC PRO I CANNOT AFFORD (YET)

GAMEDAY FIT · №23 · NIGHT MODE

The work

SHIPPED, NOT PROTOTYPED

One flagship library, a stack of deployed systems, and an internship under NDA. Every card reads like a case study: the problem, the build, what shipped.

Flagship · Live on PyPI

diffprompt

Behavioral prompt regression testing. LLM-as-judge cascades score divergence between prompt versions, HDBSCAN clustering surfaces semantic drift. Catches the regressions that break production AI quietly.

$ pip install diffprompt

PyPI ↗ GitHub ↗

LLM-as-judge

cascade scoring

HDBSCAN

semantic drift clustering

CLI + library

CI-ready

MORE BUILDSSCROLL SIDEWAYS →

Multi-agent backend

Cascade AI

Problem: multi-agent backends die quietly when one route fails. Build: LLM orchestration on Firebase with self-healing routing and per-user Firestore memory.

LangChain · Firebase · GCP

SHIPPED: recovers from routing failures on its own, live on Firebase

ML trading

OptiQuant

Problem: black-box trading models nobody can explain. Build: LightGBM + CatBoost ensemble with SHAP explainability, Dockerised with CI/CD, live signal scoring on Streamlit Cloud.

LightGBM · CatBoost · SHAP · AWS

SHIPPED: 28.16% CAGR · 1.05 Sharpe · deployed, not backtested-and-abandoned

ARCHITECTURE + REPO ↗

Agentic automation

Personal Outreach Engine

Problem: cold outreach at scale without sounding like a bot. Build: LangGraph pipeline that scrapes, filters by role criteria, drafts personalised emails, and waits for human approval in Gmail before anything sends.

LangGraph · Groq · Gmail API

SHIPPED: runs my actual outreach, every email approved by a human (me)

ARCHITECTURE + REPO ↗

@ Altagic · under NDA

Automation Systems

What I can say: agentic automation systems with AI in the loop, built for reliability and scale, running in production. What I can't say: everything else. The NDA is doing its job.

n8n · WhatsApp Business API · Claude · CloseBot

SHIPPED: in production, running daily. That's all you get.

Content pipeline

Commerce Content Engine

Problem: product listicles take hours of manual copy and layout. Build: storefront-to-HTML generator covering copywriting, images and rendering end to end.

GPT · Shopify · Python

SHIPPED: listicle production automated start to finish

SIDE QUESTS · BUILT FOR THE PLOTSCROLL SIDEWAYS →

Shame-driven productivity

ragbait

"You opened Instagram again. Enjoy your McDonald's application." Watches your active window; catch yourself doomscrolling and your study doc flies open while the terminal roasts you. No timers, no graphs, just consequences.

Python · psutil · zero mercy

REPO ↗

Drake forecasting division

iceman

A model that predicts when Drake drops Icemannnnn. Yes, this is a real repo. Yes, it counts as data science. No, I will not be taking questions.

Python · faith

REPO ↗

LLM utility

ctxbridge

Compress any LLM conversation into one portable context prompt. Paste it into a fresh session and continue exactly where you left off. ChatGPT and Claude share links supported.

Python · CLI + browser UI

REPO ↗

Network intelligence

LinkedIn Network Analysis

Turns exported connection data into growth velocity, company concentration and structural leverage metrics. The 1.5L impressions were not an accident.

Python · Pandas · NetworkX

REPO ↗

Football x ML

FIFA Market Value

Feature engineering on the FIFA dataset: parsing positions, traits and contracts into features that actually predict player market value. FIFA rage, productively channeled.

Python · feature engineering

REPO ↗

Graph theory

friendship_graph

Maps a real classroom's friendships as a graph: hidden communities, centrality scores, and which students secretly hold the whole network together.

Python · NetworkX

REPO ↗

Experience & responsibility

QUESTS, MAIN AND SIDE

AltagicAI Automations Intern

Building production automation systems: agentic workflows, AI-in-the-loop pipelines, internal tooling. Stack: n8n, WhatsApp Business API, Claude, CloseBot. [ specifics under NDA ]

MAY 2026 → NOW

CCPS, IIT BhilaiPlacement Coordinator

Coordinating placements for 200+ students across 30+ companies. Equal parts logistics, diplomacy, and crisis management at scale.

2025 → NOW

OpenLake, IIT BhilaiDomain Lead, AI/ML

Leading the AI/ML domain of IIT Bhilai's open source community. Mentoring builds, reviewing code, recruiting contributors into open source.

2025 → NOW

Open source

LIVE FROM THE GITHUB API

Where I'm contributing right now: AI tooling and infrastructure used by real teams. This list updates itself, because hardcoding your own PRs is embarrassing.

1.5L+

LinkedIn impressions · last 90 days ↗

garak · LiteLLM

upstream contributions ↗

diffprompt

authored · live on PyPI ↗

querying github…