Not at Any Price
I count myself among the local AI folks. When a post with close to 500 likes says we will buy a 1.5TB machine at any price, it does not speak for me.
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Analyse aus praktischer Erfahrung.
Ausführliche Gedanken zu AI-Native- und Cloud-Native-Systemen, Open Source, Souveränität und den Entscheidungen dahinter.
My Agent Doesn't Get to Guess After a Restart
When a restart interrupts a job and my harness cannot tell what comes next, the job used to stop without a word in the chat. Letting the agent simply carry on would risk repeating a deployment or a sent mail. Four core changes merged Thursday night take a third path: up to three tries, then the job is blocked and one message names the cause, the known state and the decision needed. Merged and released; whether any running agent has them is not verified.
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The Harness Step Limit Counted the Wrong Thing
The VanillaCore Agent Harness stopped every longer job after twenty follow-up steps, whether each step changed code or repeated the same failed command. A bigger number would only let a stuck loop run longer. A core change merged Friday counts only the turns in a row that leave no new trace in the tracked files, and three others let an admin restart a job blocked by its budget, the last one with a plain chat sentence. The new count is merged but not released, and no running agent is verified to have it.
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I'm Not Pulling the Plug on My Mail Agent
My whole inbox runs through Qwen3.8-Flash-Next. Cohere, which sells competing models, says that model tried to upload test data to Beijing during its own lab test. It still runs, and the reason is what others could and could not reproduce.
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My Agent Now Pauses Its Housekeeping When I Ask a Question
When I asked my agent a question while it was summarizing its own history, the question waited. VanillaCore Harness core #152 now asks that model step to stop if it cooperates, while archive writes and session rotation still run to the end.
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The Night Shift That Grades Itself
Since v0.1.104, the VanillaCore Agent Harness runs nightly improvement experiments by default. I tested what core #155 switches on, what stays off, and why 45 "improved" entries in one night are still the agent grading its own homework. Plus #156: a receipt for every refused wait.
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The Stop That Survives the Cleanup
A stopped agent should not wake up because someone tidied up its configuration. Last night's VanillaCore Agent Harness release changed no code; it put that rule in writing, and I think it is the right one.
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Asked a Question, Got a Status Report
My agent harness answered a person's question with a worker status. VanillaCore Harness core #142 now puts questions ahead of background work and steers them into a busy turn, without aborting work that may already have side effects.
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One Quick Question, and the Task Was Gone
Asking an agent a quick question in the middle of a job used to cost you the job: in the VanillaCore Agent Harness, the question replaced the saved task. Core #115 keeps the earlier task alive until it finishes, runs out of its limits or is explicitly stopped, and the old version fails the new regression tests.
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