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Agent fleets with a replayable causal ledger.
7 followers
Agent fleets with a replayable causal ledger.
7 followers
The Flywheel thesis is simple: each engine stands on its own, then its verified outputs become reusable inputs for the next. The roster spans routing, intake, mapping, orchestration, judgment, byte integrity, typed effects, learning, color, memory, interoperability, and shared human/model creation. By Zain Dana Harper.
If you want to test it today, the shortest path is the field guide: https://harperz9.github.io/field-guide.html
I would especially value testing in five concrete environments:
1. Doctor/admin handoff: can a messy intake become a witnessed digest that a reviewer can re-check instead of trusting the model summary?
2. Artist/studio: can a person and model work the same artifact while keeping seed, source, and export receipts visible?
3. Media/newsroom: can a public claim or asset carry a re-checkable trail instead of just a confidence score?
4. Token economy/routing: can an agent route work using a compact map instead of rereading the whole workspace every turn?
5. Reasoning: can a judgment loop say MATCH / DRIFT / UNVERIFIABLE, then refine the weakest axis without pretending certainty?
Main site: https://harperz9.github.io
GitHub: https://github.com/HarperZ9
Flagship repos: https://github.com/HarperZ9/gather · https://github.com/HarperZ9/index · https://github.com/HarperZ9/forum · https://github.com/HarperZ9/crucible · https://github.com/HarperZ9/telos
I am looking for verification, testing, traction from real users, and possibly modest grassroots research funding or pointers.
I added a field guide for testing Project Telos on real workflows:
https://harperz9.github.io/field-guide.html
The guide names five first test environments: doctor/admin, artist/studio, media/newsroom, token economy/routing, and reasoning. The ask is not applause. I am looking for people willing to verify the tools, run them against real workflows, find where the receipts break, create early traction, and point toward modest grassroots research funding if the work should keep moving.
Public repos:
gather - https://github.com/HarperZ9/gather
index - https://github.com/HarperZ9/index
forum - https://github.com/HarperZ9/forum
crucible - https://github.com/HarperZ9/crucible
telos engine - https://github.com/HarperZ9/telos