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akshaybankapure/README.md


๐Ÿ‘‹ Hi, Iโ€™m Akshay Bankapure

Iโ€™m a Full-Stack + AI Integration Engineer from India ๐Ÿ‡ฎ๐Ÿ‡ณ, building production-grade AI systems, real-time applications, and scalable backend platforms.

I work at the intersection of AI/ML, backend engineering, and system design โ€” turning messy real-world problems into reliable, observable, and cost-aware systems.


๐Ÿ–ฅ๏ธ $ whoami

> Akshay Bankapure > AI Integration Engineer > Focus: Agents, RAG, Voice AI, Backend Systems > Status: shipping

๐Ÿ“Š GitHub Stats

Akshay's GitHub stats

๐Ÿš€ What I Do

  • AI Integration Engineering โ€” LLM/agent pipelines, tool calling, workflow orchestration, guardrails & evals
  • Voice & Real-Time Systems โ€” streaming audio, voice/call bots, session control, latency tuning
  • RAG & Retrieval Systems โ€” embeddings, vector DBs, reranking, grounding, hallucination reduction
  • Document Intelligence โ€” OCR, PDF/image parsing, structured data extraction
  • Backend Systems โ€” APIs, async workers, queues, caching, DB design, observability
  • 3D / Web Visualization โ€” Three.js pipelines (2D โ†’ 3D), GLTF workflows, performance optimization

๐Ÿงฉ How I Think About Systems

  • Deterministic logic first, ML where uncertainty exists
  • AI is a component, not the product
  • Observability before scale
  • Guardrails > prompts > models
  • Latency, cost, and failure modes matter more than demos

๐Ÿง  Tech I Ship With

Languages

  • Python, TypeScript / JavaScript, SQL, some Go

AI / ML

  • LLMs (agents, tool/function calling, schema-driven outputs)
  • RAG (chunking strategies, embeddings, vector DBs, rerankers)
  • Computer Vision (OpenCV, detection, segmentation)
  • OCR, NLP, information extraction
  • TensorFlow / Keras (practical DL workflows)

Backend / Cloud / DevOps

  • Node.js, Express / Fastify, Flask / FastAPI
  • AWS, Docker, Linux
  • Queues, background workers, Redis caching
  • Logging, monitoring, CI/CD (GitHub Actions)

Web / 3D

  • React + Vite (when needed), vanilla JS
  • Three.js / WebGL, GLTF, lighting, materials, LOD optimization

๐Ÿง  Current Mental Stack

  • Designing agent + tool orchestration patterns
  • Voice AI latency tuning & session control
  • RAG evals, reranking & feedback loops
  • Scaling async backends under burst traffic
  • Turning unstructured inputs into structured systems

๐ŸŽฏ $ ./run.sh

Initializing systems... Loading models... Warming caches... System ready ๐Ÿš€

๐Ÿ“ซ Reach Me


โšก Fun fact: French fries were probably not invented in France.

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