x.com/JqOnly/status/20650831… We need more deterministic gate for agent loop

Ouroboros v0.41.0 Release Run it anywhere, and trust what it ships 1. Pi is now a first-class Ouroboros runtime (Finally!!) 2. Ouroboros has always opened with a single questioner. Now that questioner has a panel. Milestone lateral review is promoted from a non-blocking advisory to a required lightweight subagent pass at exactly the moments hidden assumptions start to bite. 3. The more autonomous the loop, the more its "done" has to mean done. This release makes the verifier's decision typed, auditable, and policy-routed (I believe this looks like real Agent OS) github.com/Q00/ouroboros/rel…

Right now, the most important goal is extracting human tacit knowledge into AI and enabling it to approach the human goal as the Ideal. Otherwise, agent will pursue shadow in Plato’s cave. We cannot be satisfied if the sentence in ⁠/goal "sentence"⁠ is ambiguous.

Making contracts to let agents follow them in AgentOS

Ouroboros v0.40.0 is out. github.com/Q00/ouroboros/rel… This release is not about chasing another flashy agent feature. It is about making agent behavior more deterministic, controllable, and actually delegatable. I’ve been working on this through harness engineering based on the 4C stack framework(Context, Contract, Control, Confidence). The goal is to make agents move inside a system that understands constraints, sequencing, checks, and stopping conditions, instead of relying on the model to “probably figure it out.” The biggest improvement in this version is `ooo auto`. It is now much more stable and is designed to keep moving without falling into BLOCKED states. For me, this is important because autonomy without reliability just becomes another thing the human has to babysit. I’m also expanding the ecosystem around the Ouroboros runtime: Ourocode — a CLI tool built on Ouroboros github.com/Q00/ourocode Ouroboros Plugins — plugins for domain-specific edge cases and more general problems github.com/Q00/ouroboros-plu… As the ecosystem grows, I keep coming back to one question: How do I let agents execute more work without letting them erase the direction of the project? Recently, an agent tried to fix a bug in a way that looked technically plausible, but was directionally wrong. That was a good reminder. Agents can execute. But they should not overwrite the builder’s intent, taste, and principles. There’s a point @simonkim_nft from Hashed made in this YouTube video that stuck with me: What remains for humans is self-directed intent and unique taste. youtube.com/watch?v=Wx0C42-S… That idea is very close to how I think about Ouroboros. I want to delegate execution to agents while preserving my own intent and taste. The image attached here shows how Ouroboros builds and checks sequencing graphs to make sure the system is still following the direction I care about. There is no silver bullet that works for everyone. And if everything becomes filled with plausible LLM-shaped answers, we do not get a silver bullet. We lose direction. Ouroboros v0.40.0 is a release where I tried to put a line in the sand: delegate execution to agents, but preserve the human intention behind the system.