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Aditya MhaskeSoftware Engineer

Hey, I’m Aditya.

I build retrieval and agent systems that hold up in production.

  • Currently at Leadec, building the retrieval layer for an industrial AI assistant.
  • Multi-tenant vector search, hybrid keyword + semantic retrieval, 30x faster p99 lookups.
  • Previously: 1M+ record embedding pipelines, Airflow ETL on AWS, fine-tuned BERT over 100M+ rows.
The Machine Room

I don’t prompt. I build the machine that prompts.

An interactive teardown of my AI engineering stack — skills that load on trigger, hooks that can block a tool call, MCP servers, a subagent fleet in parallel worktrees, and a lab notebook including the experiments I killed.

43skills
9MCP servers
6subagents
Read the teardown