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Sandeep-Hipparagi/README.md

Sandeep Hipparagi

AI/ML Developer · Researcher · Founder, BluePatterns AI

Multi-Agent Systems · Self-Healing Architectures · Production LLM Infrastructure

BluePatterns AI LinkedIn Hugging Face X (Twitter) Blog

Sandeep Hipparagi — Production AI Launch Video Preview

"The real advantage in AI is not just the model. It is the architecture around it."

I design and build the systems behind production-grade AI — the routing, state persistence, orchestration, evaluation, and guardrail layers that transform experimental intelligence into dependable software for real users.

Prototype → Production

From (Prototype)→To (Production)
Experimental Prompts→Deterministic Multi-Agent State Routing
Brittle Reasoning Flows→Self-Healing Loops & Fallback Runtimes
Undefined Vulnerabilities→OWASP LLM Guardrails & PII Gateways
Black-box Executions→Auditable Human-in-the-Loop (HITL) Checkpoints
Single Demos→Scalable, Containerized Microservices

Flagship Systems

Project Focus Description / Outcome Link
SLNG-AI Indic Voice Agent Sovereign Indic Triage & Compliance Voice Agent with Gemini 2.5 Flash GitHub
NexusGraph Connected Graph Brain FalkorDB-native graph traversal, traces, and FastMCP tooling GitHub
Griffin-R Interviewer Dashboard Tavus CVI + LiveKit real-time interviewer with Pydantic validation GitHub
Inference-Pareto-Router LLM Routing Engine 2D Model Tier & Reasoning Effort Routing Engine GitHub
aegis-core MCP Security Enclave Zero-trust policy enclave, schema validator & DPDP Act PII sanitizer GitHub
aware.ai Adaptive Inference Dual-plane local-first inference gateway with self-healing state loops private · client work
Universal AI Switchboard Orchestration Graph-driven MCP switchboard with Human-in-the-Loop gates private · client work
Autonomous QA Agent Self-Healing QA Multi-agent autonomous web testing lifecycle (Planner, Generator, Healer) private · client work
NyayaRakshak Legal-Tech Compliance Sarvam AI citizen complaint auditor mapped to BNS 2023 private · client work
CyberGuard 1930 Fraud Defense Voice-first Indic financial fraud reporting portal private · client work
A3H Harness Reliability & Evals Benchmark harness measuring prompt resilience and schema compliance private · client work

Open-Source Models

Model Base / Stack Downloads Release
llama3-8b-Wisdom Llama-3 8B · Unsloth QLoRA · GGUF 83 Hugging Face
Qwen3-4B-PromptCraft Qwen3-4B · Unsloth QLoRA · GGUF 41 Hugging Face
llama3-2-lora-wisdom Llama-3.2 3B · Unsloth QLoRA 23 Hugging Face
qwen2.5-7b-adapter Qwen2.5 7B · Alpaca-Cleaned LoRA 0 Hugging Face

Professional Experience & Research

  • BluePatterns AI — AI/ML Developer & Founder (Apr 2025 – Present) · Multi-agent inference runtimes, self-healing state graphs, enterprise LLM evals.
  • Tata Consultancy Services (TCS) — Senior System Engineer (Dec 2022 – May 2025) · Enterprise Python microservices, PostgreSQL/Redis transaction pipelines.
  • NIT Tiruchirappalli — Engineer Intern (2020 – 2021) · Applied machine learning and computational research.
  • IEEE Published Research: Artist Based Video Recommendation System using Machine Learning (ICIRCA 2021).

🤝 Open For Collaboration

  • 🏛️ Academic & Faculty Roles: Department of Computer Science & Engineering / AI & Data Science
  • 🧩 Enterprise AI Architecture: Multi-agent system orchestration, local-first inference, and production deployment
  • 🛡️ AI Safety & Evals: LLM guardrail implementation, benchmark harness design, and self-healing state graphs
  • 🌐 Domain Specializations: Legal-tech AI (Indic/BNS compliance), cyber fraud defense, and personalized educational systems

Pinned Loading

  1. aware-ai aware-ai Public

    AI-powered coding system that automatically runs and routes AI tasks locally on your computer. Local engine that processes AI requests and manages AI agents right on your computer without costing y…

    Python 1

  2. CyberCrime CyberCrime Public

    AI-powered rapid financial fraud reporting system Using AI Voice Agent inspired by India's National Cybercrime Reporting Portal (Helpline 1930)

    TypeScript 1

  3. llama3-8b-Wisdom llama3-8b-Wisdom Public

    "Wisdom as a Service" (WaaS) isn't a single industry-standard LLM model like GPT-4 or Llama 3, but rather an emerging architectural pattern and paradigm shift in AI systems.

    1

  4. Qwen3-4B-PromptCraft Qwen3-4B-PromptCraft Public

    Optimized for developers and prompt engineers who need to generate structured, constraint-heavy system prompts.

    Python

  5. Griffin-R Griffin-R Public

    Full-stack real-time technical interviewer: Tavus CVI Digital Human + LiveKit SFU voice agent with Pydantic state validation and live review dashboard

    TypeScript

  6. NexusGraph NexusGraph Public

    Transform AI agent architectures from probabilistic, amnesic vector searchers into deterministic, self-coordinating, traceable graph engines powered by FalkorDB’s sparse-matrix GraphBLAS core.

    Python