The agent era, on human terms

Agents do the work.
Humans flourish.

An independent lab for Open Source, Local AI — building the bridge for the shift from human to agent: Clansurf, Throughline, and Spectra. Three projects, one shared core, one larger solution ahead.

Built by people from Apache Software Foundation Locofy Merico CareerQuo Genista Biosciences Fl
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The Thesis

Why agents, why now.

Coordination used to run through gatekeepers who added delay, took a cut, and picked winners. Agents change those economics — and every feed, marketplace, and middleman is a coordination layer waiting to be rebuilt. Built open and local-first, the shift frees people to do what only people can: create, connect, and care.

THE OLD WORLD GATEKEEPER Every decision funnels through one gatekeeper. THE SHIFT AGENT-MEDIATED Agents coordinate directly, no chokepoint. Humans: producers & consumers Agents
Projects

Three projects, one core. The first of many.

Each replaces a human gatekeeper with transparent agents.

Live

Clansurf

clansurf.com →

A community layer, run by agents

Transparent agents (Curator, Matcher, Builder, Backer) coordinate givers and receivers directly. Communities run any subset themselves.

Curator Matcher Builder Backer
Demo coming soon
Coming soon

Throughline

A local-first digital planner, backed by agentic infrastructure

Scattered thoughts become structured, actionable plans. Agents handle the coordination so you stay in flow. Coming soon on Windows.

Demo coming soon
Demo

Spectra

Spec-driven development, orchestrated by agents

A spec drives a real agent pipeline (Planner, Coders, Reviewer, Merger) with measured cost and before/after ROI. Vibe coding, made reviewable.

Planner Coders Reviewer Merger

Many more coming — from our team, and from builders on the same core. Building something agent-first? Let's talk →

Principles

Why this compounds, not competes.

HUMAN FLOURISHING COMMUNITY OPEN CORE LOCAL-FIRST Each one is copyable. Together, they compound.

Community

Value flows directly between people. No middleman takes a cut.

Open core

The shared agentic core is going open source. Everything inspectable as it lands.

Local-first insight

Your data lives on your hardware, not our cloud. Agents crunch it there and hand you the clear picture.

How We Build

One core, carried through every project.

Clansurf Throughline Spectra DESIGN & UI what humans touch AGENT COMMUNICATION how agents coordinate INFRASTRUCTURE the agentic core One shared core. Every project inherits it, so each new one ships faster.
The Lab

Built as a lab. Headed to one solution.

HuyoWorld runs as an independent lab: three projects on one shared core. Every release hardens the core; the core goes open source and converges into one larger solution.

NOW three open projects in the wild NEXT the shared core hardens AHEAD one larger solution
“Agents remove friction; humans bring meaning.”
Joshua Poddoku
Joshua Poddoku
Joshua Poddoku
Founder & Steward

Building agentic systems so coordination runs on transparent agents, not gatekeepers.

Get In Touch

Researching the human-to-agent shift too? Let's talk.