HarshTripathi

An always-on-top overlay that answers audience questions for you mid-presentation. A four-agent pipeline — Listener (Groq Whisper), Watcher & Synthesizer & Critic (Gemma 4 on Cerebras) — hears a question, generates the right visual (diagram, table, timeline, bullets or code) grounded in your own material, and floats it over your screen with sub-second first paint. The Critic runs off the critical path so visuals appear instantly and self-correct in the background.

A typed, version-controlled, provenance-tracked memory store for AI coding agents, written in Rust. memora gives every agent a durable, queryable, shareable trace of what it believes about your project, where each belief came from, and how trustworthy it is. Commit beliefs like code, branch before risky experiments, roll back when the agent goes wrong, replay a session step-by-step, and export to Claude Code, Cursor, Cline, or OpenHands. Published on PyPI as memora-cli.

An AI on-call engineer for teams without a dedicated SRE, built as a Lemma pod. OnCall AI monitors alerts, triages incidents, investigates root causes, safely applies auto-remediations based on configured runbooks, and generates blameless postmortems — keeping the engineering team updated in real time via Slack or Telegram. Spans typed tables, AI agent personas (responder, analyst, postmortem writer), durable workflows, functions, schedules, and dashboards.

An AI accounts-receivable desk built as a Lemma pod. It watches overdue invoices, writes the right follow-up for each account at the correct escalation level, sends the safe ones on its own, and routes the sensitive ones to a human — with a full audit trail, live team chat, and a daily stats digest. Built end-to-end on Lemma: typed tables, Python functions, LLM agents, a durable per-invoice workflow, event and time schedules, Slack/Sheets/Gmail connectors, and a single-file operator app.

A local-first, privacy-focused system that answers the question 'why did I write this code?' with real evidence. RootCause captures your AI prompts (ChatGPT, Claude) and automatically links them to the code you write, preserving the intent behind each change. Delivered as a VS Code extension backed by a local service.

A containerized OpenEnv service for redacting personally identifiable information from text, packaged as a Docker application exposing a FastAPI endpoint. Built to provide a standardized, reproducible environment for privacy-preserving data processing and safety evaluation pipelines.

Improved YOLOv11n object detection accuracy using PerforatedAI dendritic optimization. Integrated open-source PAI dendrites with a custom YOLO training loop. Achieved +2.30 mAP50 (100% data) and +2.90 mAP50 (50% data) over baseline. Demonstrated 5%+ remaining error reduction and improved data efficiency. Secured 1st place globally among 693 participants as part of Team Neuron AI.

A multi-agent AI system for chest X-ray interpretation that produces clinically trustworthy, evidence-backed diagnoses with built-in safety guardrails, adversarial debate, and human-in-the-loop review. VERIFAI orchestrates nine specialized agents through a LangGraph state machine to analyze chest X-rays, cross-reference patient history and medical literature, debate diagnostic uncertainty via a Monotonic Uncertainty Cascade, and produce auditable diagnoses — all runnable on a single A100 / 24GB+ GPU.

A multi-agent clinical decision support system driven by debate-based reasoning. Three specialized agents — Clinical, Literature, and Safety — argue through 2-3 adversarial rounds with a Critic, then a Synthesizer merges their output into a structured SOAP note while a Medical Error Prevention Panel catches drug interactions and dosing issues in parallel. Supports emergency ESI triage, FHIR R4 / EHR uploads, and PHI anonymization via Presidio before anything reaches an LLM.

A project to classify lung diseases (like Pneumonia and Lung Opacity) from Chest X-rays. The project benchmarked traditional ML pipelines (SIFT, HOG, LBP) against deep learning models, including ResNet50, DenseNet, and a custom ANN. The final custom model achieved 91.2% accuracy, incorporating SMOTE for class imbalance and LIME/SHAP for model explainability.

Turns a laptop webcam into an intelligent security camera. Asfalis watches a live feed, understands scenes with Gemma on Cerebras (1500+ tok/s), records meaningful events to a searchable timeline, sends Telegram alerts with snapshots, and answers questions about what happened — by text or voice — in plain English. Includes a live dashboard with detection overlays, schedule/context rules to suppress false positives, and a Cerebras-vs-other-provider speed benchmark.

An AI-powered summarization tool to analyze and simplify dense Terms & Conditions documents. The application uses Google's Gemini AI with few-shot prompting to parse legal text from PDFs or raw input, identify critical risks, and generate actionable advice. The tool is deployed as a public-facing Streamlit web app.

An exploratory research project experimenting with methods to detect screen recaptures — images or videos that have been re-photographed off a display — a key signal for anti-spoofing and media authenticity verification.

A crisis-response and volunteer coordination platform that bridges the gap between affected communities and relief workers during disasters. Using AI-powered fuzzy crisis validation (10km / 2hr matching), real-time geolocation, and intelligent volunteer allocation by skills and proximity, SevaSetu enables rapid, effective disaster response. Built for the Google Solution Challenge 2026, aligned with SDGs 3, 11, 13, and 17.

A full-stack application for monitoring and ensuring the safety of dementia patients through real-time tracking, intelligent alerts, and emergency response. SafeWander offers intelligent geofencing with automatic safe-zone alerts, a multi-level escalating alert system, an emergency mode for missing patients, detailed patient profiles, and live interactive map tracking with reports and analytics.

A mobile app and backend that bridges acoustic monitoring and conservation action. By integrating BirdNET for bird-song identification and Claude for narrative synthesis, EcoVoice lets users listen to the heartbeat of an ecosystem, identify threatened species, and take immediate action through NGO alerts and Traditional Ecological Knowledge observations. Features real-time acoustic fingerprinting, ecosystem-health visualization, and interactive species mapping.

The official web portal for Meraz 6.0, IIT Bhilai's techno-cultural festival (Steampunk: Gears of Glory theme). Features a 3D interactive mascot, event registration, and a fully realized steampunk aesthetic, backed by Firebase authentication and Firestore.

A mobile platform connecting Indian farmers to corporate carbon markets through biochar-based carbon removal credits. Instead of burning crop residue, farmers convert it into biochar and bury it in their fields — sequestering carbon permanently, improving soil fertility, and generating verifiable removal credits companies can buy. SoilStack handles the full pipeline: farmer submission, multi-layer verification, credit issuance, and payment — turning a pollution problem into an income stream.

An AI-powered web application that generates humorous, personalized roasts of Clash of Clans player bases. The tool fetches live player data by integrating with the Royal API proxy (bypassing official API IP restrictions) and uses Google's Gemini AI to analyze player statistics and optional base layout JSON. The project successfully launched to the r/ClashOfClans community, driving over 10,000+ views and significant user engagement.