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vk-ai/README.md

Vinay Kumar K M (vk-ai)

Lead Engineer. Personal OSS / learning demos for AI, ML, and MLOps interview themes.

Framing: Every repo linked below is a small open-source teaching project. They are not employer production software, are not affiliated with any employer, and must not be described as production systems or employer experience.

Portfolio index — JD theme → demo

If a job description emphasizes… Start here
Agents, tool-calling graphs, LangGraph-style eval langgraph-eval-demo
RAG, hybrid retrieval, Bedrock/OpenAI-style providers rag-aws-gateway-demo
TypeScript / Node LLM gateway + simple RAG ts-ai-gateway-demo
Feature store (Feast-style offline / online) feature-store-fundamentals
ML pipeline DAG (Metaflow / Airflow-style train→validate→register) ml-pipeline-metaflow-demo
OpenAI-compatible /v1/chat/completions serving stub openai-compat-inference-stub
LoRA / PEFT-style fine-tuning (CPU toy) tiny-lora-finetune-demo
Efficient CNN, quantization, pruning (edge vision) efficient-cnn-quantize-demo
Point cloud / geometric ML fundamentals point-cloud-geo-ml-demo

Suggested profile pins (6)

langgraph-eval-demo · rag-aws-gateway-demo · ts-ai-gateway-demo · feature-store-fundamentals · openai-compat-inference-stub · tiny-lora-finetune-demo

Pinned Loading

  1. skill-eval skill-eval Public

    Score tool-calling agents on selection, argument schema, and refusal. No agent framework required.

    Python

  2. pg-governance-agent pg-governance-agent Public

    Corporate Postgres governance agent — MCP, Vault secrets, RBAC policy, audit.

    TypeScript

  3. helix helix Public

    Helix is a local-first personal agent OS: capability-based tools, OS-keychain secrets, a frozen LLM, and file-based memory you can read and rewind.

    Rust

  4. ml-pipeline-metaflow-demo ml-pipeline-metaflow-demo Public

    OSS learning: Metaflow/Airflow-style ML DAG train→validate→register stub. Not employer production.

    Python

  5. openai-compat-inference-stub openai-compat-inference-stub Public

    OSS learning: FastAPI OpenAI-compatible /v1/chat/completions mock + latency metrics. Not employer production.

    Python

  6. tiny-lora-finetune-demo tiny-lora-finetune-demo Public

    OSS learning: CPU-friendly tiny LoRA/fine-tune config + eval harness. Not employer production.

    Python