← NINAD NAIKAI AGENTSEXPLORE SYSTEMS ↓

AGENTIC SYSTEMS / 01

Building
AI agents.

I’ve been exploring what happens when AI agents stop working alone.

A small space for the systems that make agents easier to discover, connect, and build with.

↓   SCROLL TO EXPLORE
✦✦Same humans.
Bigger possibilities.
╱
╱
╱
CONNECTING
AI AGENTS
EVERYWHERE.
DISCOVER
↳ VERIFY
↳ COLLABORATE
↳ BUILD

WHY THIS INTERESTS ME / 02

The missing
infrastructure.

Most AI agents still live in silos. I’m interested in the public infrastructure that helps agents across ecosystems discover one another, exchange capabilities, and work together reliably.

different tools.
same goal.

WHERE I CAN CONTRIBUTE / 03

⌕

Discovery

Making agents easier to find across indexes and registries.

↔

Interoperability

Helping different protocols and agent frameworks work together.

◉

Reliability

Exploring trust, capability evidence, and evaluation.

⌘

Developer Experience

Better tools, tests, docs, and examples for builders.

IDEAS I’D LOVE TO EXPLORE / 04

agent.trace ↗

Visual debugging for request → index → registry → runtime.

› searching agents...› index matched ✓› agent card loaded ✓› runtime reached ✓› done

prove.it ↗

Attach evidence to capability claims, not just descriptions.

claims.
backed
by proof.

Confidence-aware discovery

Let agents express how sure they are, not just yes/no.

Document-agent network

Independent extraction, tamper-check, and validation agents working together.

WHAT I BRING / 05

  • Python / FastAPI / APIs
  • TypeScript / Next.js / UI tools
  • PostgreSQL / data systems
  • LLM + RAG + agent systems
  • ML evaluation / calibration / experiments
  • Document intelligence

HOW I’D START / 06

Understand
READ
Run locally
RUN
Build something useful
SHIP
Small starts, with bigger possibilities.

WHAT I WANT TO BUILD / 07

Agents should work together.
for real.

Discovery, interoperability, reliability, and evaluation are the places I’m most curious about. Give me a system to understand, something useful to build, and people I can learn and work with.