8000 pankyada (Pankaj Kumar Yadav) · GitHub
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pankyada/README.md

Pankaj Kumar Yadav — systems workshop

Selected work · Architecture notes

Building systems that ship

I build agent runtimes, local AI systems, voice interfaces, and the product layers that make them useful. I care about useful autonomy, explicit safety boundaries, observable behavior, and software that still makes sense at 2am.

Layer Current system Focus
Runtime Base Profile-driven agents, guarded tools, durable runs, MCP, memory, and a Go control surface.
Product Data Analyst Studio Local-first analysis workspace with browser Python, sandboxed artifacts, charts, and agent-assisted SQL.
Interfaces Voice + edge experiments Real-time speech, physical interfaces, and small hardware that makes software feel present.

Working principles

local-first — keep capability close to the operator when possible.

inspectable by default — logs, state, and decisions should be understandable without archaeological expeditions.

guardrails before bravado — agent capability needs explicit boundaries, not vibes and a long apology thread.

Selected public work

Project What it explores
simple-mcp-servers Small, composable MCP integrations.
xevoice Voice-interface experiments.
esp32-transcriber-soln Edge transcription on constrained hardware.
doc-to-rules Turning human documentation into usable system rules.
aitools Practical utilities for AI workflows.

Building durable systems from runtime to interface. Fewer demos. More receipts.

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