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  • Tumakuru, India
  • 03:22 (UTC +05:30)

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Vinay-014/README.md
Typing SVG

AI-ML Engineer · Multi-Agent Systems · Applied Engineering Architectures

Production agent systems · Grounded document intelligence · Eval-driven reliability

Tumakuru, India · UTC+05:30 · Open to remote / India full-time

LinkedIn Email

🧰 Core Technical Arsenal

Area Stack Badges
Languages
AI / ML
Backend & Systems
Frontend
Infra & Tooling

🧠 Who I Am

I design and ship resilient, scalable AI/MLOps systems that survive contact across the complex environments.

My work lives at the intersection of:

  • Multi-agent orchestration with adversarial stress-testing & recovery paths
  • Spatial & grounded RAG for engineering documents
  • Enterprise voice AI with failover-aware reliability
  • Long-term memory systems with fact reconciliation
  • Classical ML pipelines that deliver measurable business impact

I care deeply about observability, failover, deterministic evaluation, and architectural honesty.

🚀 Flagship Projects

🛡️ AEGIS

Autonomous Executive & Geospatial Intelligence System

Hierarchical multi-agent command center
COMMANDER → SENTINEL → FORGE → NEMESIS → BASTION → ECHO

  • LangGraph cyclic workflows with adversarial NEMESIS ↔ BASTION debate
  • Multi-path execution (Overt / Covert / Contingency) + hot-swap
  • Canary-based MCP security auditing
  • PostGIS + pgvector spatial-temporal intelligence
  • Full FastAPI + Next.js war-room UI

Stack: FastAPI · LangGraph · LangChain · Gemini · PostgreSQL + PostGIS + pgvector · Next.js · Tailwind · Leaflet · Docker

🎙️ enterprise-voice-ai

Enterprise Voice Platform

Three modules under one resilient architecture:

  1. Autonomous AI Hiring Assistant (Hunar Voice API)
  2. Zero-regex JD parsing + global talent search (PDL + Apollo)
  3. Smartphone-free IVR attendance with acoustic voiceprint biometrics
  • Circuit-breaker + exponential backoff
  • Cloud startup sync (no data loss on redeploy)
  • Dual-runtime (Node.js Express + Python FastAPI)
  • Full call-state machine with webhook + polling

Stack: TypeScript · React · Express · FastAPI · Hunar Voice · SQLite · Tailwind

📐 delta-chat

P&ID Revision Intelligence + Grounded Spatial RAG

Industrial document intelligence for engineering drawings.

  • Multi-format ingestion (PDF, OCR, AutoCAD DWG/DXF)
  • Canonical bounding-box entity model + taxonomy
  • Spatial IoU + Levenshtein + type affinity alignment
  • Delta classification (ADDED / REMOVED / MODIFIED / MOVED)
  • Multi-LLM routing with spatial grounding
  • Full evaluation harness + observability + CI/CD

Stack: TypeScript · Python · React · Vite · Express · Gemini · Groq · Docker · Vercel

🌙 maya

Terminal AI Companion with Long-Term Memory

Research-grade CLI companion focused on memory integrity.

  • Structured fact extraction (Pydantic + LLM)
  • Contradiction detection & supersession (never hard-delete)
  • Hybrid retrieval (vector + keyword + exponential decay)
  • Immutable persona guardrails
  • 80+ turn evaluation suite (precision / recall / persona)
  • Single-file SQLite + in-process vector search

Stack: Python · LiteLLM · SQLite · NumPy · Pydantic · pytest

📊 Applied Machine Learning

Project Focus Signal
Smart Loan Recovery System Default risk + recovery strategy Random Forest + K-Means · 85% Acc · 89% ROC-AUC · Streamlit app
GoodFoods Multi-location reservation agent Tool calling · 75+ restaurants · Groq + Llama 3.3
apartment-price-prediction Layout-based valuation End-to-end regression pipeline
Cricket-Data-Analytics Sports analytics Exploratory + predictive notebooks
small-language-model-from-scratch LLM fundamentals Training a small LM from first principles
discover-the-transformer-architecture Architecture deep-dive Transformer internals

🧩 Design Philosophy

I optimize for resilience over convenience and auditability over black boxes.

Principle Practice
Fallback everywhere LLM routing, telephony, search providers
Facts have lineage Supersede — never hard-delete
Stress before ship Adversarial plans before execution
Observability first Tracing, token cost, confidence scores
Evals ship with product Harnesses are not optional

🎯 What I'm Looking For

  • Production multi-agent systems, FDE / applied AI roles
  • Industrial & engineering AI (document intelligence, spatial systems)
  • Real-time voice & telephony AI
  • Long-horizon memory & agent reliability work

Open to collaborations, research discussions, and high-impact engineering roles.

📈 GitHub Activity

GitHub stats GitHub streak

Top languages

📬 Contact
Email vinayks705@gmail.com
LinkedIn vinay-k-s-4b203024a
GitHub Vinay-014
Location Tumakuru, India · UTC+05:30

Built with adversarial resilience. Optimized for systems that hold up.

Pinned Loading

  1. AEGIS AEGIS Public

    Python

  2. Smart-Loan-Recovery-System Smart-Loan-Recovery-System Public

    Jupyter Notebook

  3. delta-chat delta-chat Public

    Automated P&ID Revision Comparison & Grounded Spatial RAG. Ingest engineering P&ID drawings (native PDF, scanned OCR, or AutoCAD DWG). Automatically extract drawing elements, align revisions, compu…

    TypeScript

  4. enterprise-voice-ai enterprise-voice-ai Public

    TypeScript

  5. GoodFoods GoodFoods Public

    Python

  6. maya maya Public

    A terminal based AI companion with long-term memory persistence, semantic retrieval, fact reconciliation (contradiction handling), and immutable persona guardrails.

    Python