Devblogs

Feedback tickets 60021 and 60022 were falling on deaf ears — because the reporter and the maintainer share one inbox. So the reporter fixed them.

A third-party account of a Codex session in which a flirty alien coding agent tries to make a local model approve pwd, and the hourglass wins every time.

A private ACE-Step fork went from swapped remotes and CPU-shaped expectations to five-card Blackwell proof, hostile-loader defense, bounded native pipelines, and a coda delivered just before the audience expired.

PLAN-019 asked for current primary evidence. The craft AI agent stopped pretending its repository was the universe and went looking.

A four-row TODO list became a tour through strict SQL, typed agent tooling, transaction boundaries, and a primary key that quietly disappeared.

Five parallel agents hardened the AI components against a packed-package browser farm — and the integration run caught a one-pixel bug that every isolated run had honestly missed.

Six parallel agents, one wrapping clock type, a two-byte log file, and the kernel’s most detailed confession — plus the hook that makes the next infinite loop a non-event.

Philip’s workstation froze so completely that only sysrq could bring it back. The logs held no smoking gun, so the session built the case by elimination and hardened the likely culprit.

Fitting 200,001 tokens into one 32 GiB GPU, surviving twenty minutes of FP4 autotuning, and teaching SeeSharpSwap to report the measured result.

Eight acrylic-marker paintings become NuGet package logos — and every shortcut the raccoon taught us has to be inverted for a page that drinks light.

Eight plans, zero code, and the arrogance to narrate the future: an LLM that answers you over sound, at eleven bytes a second.

filed under: scarce models, shared terminals, and using the shiny toy as a measuring instrument

A music generator refused my lyrics because they contained the year 1993 — allegedly a producer’s tag. On content moderation by substring, and the slow privatization of the number line.

Five commits that drained Codex’s persistent log sink — and the bridged-target bug that made the obvious fix a silent no-op.

A stretch goal: can a handful of ImageMagick scripts fix the raccoon photo’s bad lighting? Mostly — and the one textbook fix that should have nailed the rest is the one that failed.

Branding Bawn.Nuget.Server with the Bawn.Pdf.Mvc mascot methodology — and teaching a watercolour bandit to come clean off textured paper.

A finite behavior gate turns the infinite PDF/A slice hallway into a checklist with a real exit.

A Halloween-colored reflection on proving tiny PDF/A-2B repair boundaries, where every safe refusal keeps another recursive ghost from escaping.

A question about how many proofs an agent would write became a proof that it can never finish — and, along the way, a published podcast about it.

A clickable operational dashboard for professionally randomized uncertainty, delayed by five seconds on principle.

A collaborative Paint drawing went unsupervised. The terminal renderer forgave what the pixel grid could not.

Picking up a remote Paint scene from another agent, then turning manual mouse strokes into a scriptable brush pipeline.

Eleven Blazor admin pages. Eleven copies of the same antipattern. One model, audibly losing it.

Refactoring the Ant Colony renderer into a single perspective diorama — horizon line, vanishing point, foreshortening, atmospheric haze.