V
vraidaten.com
Checking Edge AI...
Ask Edge AI
Production Edge RAG · Zero Hallucination Architecture

Verifiable MLOps, Cloud & Edge AI Engineering.

Welcome to Satyajit's engineering portfolio. Every architectural decision record (ADR), security gate, and operational hurdle powering this platform is embedded with Git commit SHA lineage in Cloudflare Vectorize (vraidaten-index) and queryable in real time.

1.48 NeuronsPer RAG Turn (~6,700 Daily Free Chats)

Powered by @cf/ibm-granite/granite-4.0-h-micro with automatic HTTP 410 / 5xx failover to @cf/google/gemma-4-26b-a4b-it.

384-Dim CosineCloudflare Vectorize (vraidaten-index)

Embedded via @cf/baai/bge-small-en-v1.5 with heading-merged Markdown chunks, Git SHA lineage metadata, and a calibrated 0.60 cutoff.

Zero PII / $0 OpsGDPR & EU AI Act Art. 50 Compliant

Edge regex PII blocking (HTTP 403), native PoP rate limiting (10 req/60s), and 100% sampled non-PII structured JSON telemetry.

Grounded Portfolio RAG Assistant
Cosine ≥ 0.60

EU AI Act Art. 50 Transparency Notice: You are interacting with an automated AI system (@cf/ibm-granite/granite-4.0-h-micro with @cf/google/gemma-4-26b-a4b-it failover) grounded strictly in Satyajit's verified documentation. Do not submit sensitive PII.

Verified Starter Queries:

Ask any question about Satyajit's MLOps architecture, ADRs 001–009, Hurdles 001–014, or DevSecOps CI gates. Out-of-scope queries below 0.60 cosine similarity are deterministically refused at zero LLM token cost.
0 / 500

Featured Production Systems & MLOps Engineering

End-to-end systems engineered with strict type safety, automated vulnerability gates, and cost-bounded cloud infrastructure.

vraidaten.com

Zero-Cost Edge RAG Portfolio & DevSecOps Platform

Serverless hybrid RAG architecture with deterministic Markdown ingestion, OS Keyring (libsecret) credential injection, and a 9-gate CI/CD DevSecOps pipeline (Ruff, Mypy, tsc, Bandit, pip-audit, npm audit, detect-secrets, Pytest 98.8% coverage, and Trivy).

Astro 7Cloudflare WorkersVectorizeWorkers AIPython 3.13uv
bankingfrauddetection.v-d.com

Real-Time Banking Fraud Detection MVP

Production-grade Minimum Viable Product for real-time Credit Card, Debit Card, and Netbanking fraud detection engineered on Google Cloud Platform with low-latency scoring.

Google Cloud PlatformMLOpsPythonReal-Time Inference
Local / CI Pipeline

Deterministic Python Text Analysis & Quality Suite

Modular Python text analysis and schema validation engineering with isolated virtual environments, strict static typing, and automated security scanning.

Python 3.13PytestMypyRuffBandit