"404 Not Found — But Still Building."
> whoami
404Avinash — Avinash Jha
> role
1st Year CSE @ ABES Engineering College, Ghaziabad
> focus
ML Pipelines · AI Agents · System Architecture · Product Thinking
> recent_win
2nd Place — Claw & Shield, IIT Delhi TRYST '26 | ₹12,000
Built a cryptographically governed legal AI agent in 36 hours.
Every action: signed, verified, immutably logged.
> currently_learning
Web Dev · Python · C++ · ML Systems · Edge AI
> location
~/somewhere/between/reality_and_code| Event | Role | Result |
|---|---|---|
| 🏛️ Claw & Shield — IIT Delhi TRYST '26 | Team Lead & System Architect | 🥈 2nd Place · ₹12,000 |
| Designer | 🏅 National Winner | |
| Designer | 🏅 National Winner |
⚖️ AI Lawyer — Cryptographically Governed Legal Agent (IIT Delhi TRYST '26)
Broke down "give AI real legal power, then prove it can't misuse it" into a working product in 36 hours.
- 5-gate enforcement pipeline: injection scan → policy check → Ed25519 signature → drift detection → Merkle audit
- Unsafe behavior is structurally impossible, not just discouraged
- Full backend: Python + FastAPI, ArmorIQ SDK integration, 5 live red-team attack scenarios
- 1800x research speedup over a human lawyer; every action signed and immutably logged
🛰️ JATAYU — Predictive Threat Forecasting System — View Repo
Shifted workflows from reactive incident review to proactive, risk-aware decision-making.
- Engineered 20+ features from sparse incident data
- Generated ~8.2M synthetic data points from ~200 base records
- Operator-facing dashboards: hotspot mapping, probability forecasting, scenario playback
🎯 SUPARNA — Mission Intelligence Platform — View Repo | Live Demo
AI-powered mission intelligence web app with real-time data platform for planning and analysis.
- Computer vision pipeline with real-time threat classification
- Deployed on Streamlit Cloud with Vercel edge integration
- Multi-modal sensor fusion for situational awareness
🔍 Bittachon — Multi-Modal Trust Verification Engine
Identified binary trust scores as the core UX failure in deepfake detection — redesigned around that.
- Three-pillar framework: rPPG liveness + C2PA chain-of-custody + audio-visual sync (SyncNet)
- Privacy-first, on-device via WebAssembly
- ~90% reduction in verification time vs. manual forensic pipelines
🌿 YAROK — Green Steel Systems Architecture
Designed a Hydrogen-DRI steelmaking system hitting 75-80% electrolyser utilization (vs. industry norm of 30-45%).
- Tri-Layer Energy Buffer design; CBAM compliant
- Under 0.4 tCO2e/tonne — with a credible economic case
🖥️ NETRA — Digital Twin Threat Scoring System — View Repo
Mapped operator workflows before writing a single line of code.
- Streamlit dashboard: rule-based anomaly detection across terrain, movement, and sensor inputs
- Integrated live UAV feed data (APYUAA)
- Every element designed to reduce cognitive load under time pressure
| Domain | Stack |
|---|---|
| ML & Data | Feature Engineering · Synthetic Data Generation · scikit-learn · XGBoost · LSTM · TensorFlow / PyTorch |
| Computer Vision | rPPG · Audio-Visual Sync (SyncNet) · Anomaly Detection · Perception Pipelines |
| Systems | FastAPI · Streamlit · Digital Twin Simulation · Edge-AI · WebAssembly |
| Product | Jira · Figma · Notion · GA · Mixpanel · Custom Dashboard Design |
All major projects: original concepts, built from scratch. Not templates. Not coursework.