Decebal | Rust for the AI execution layer ⚙️ (@ddonprogramming) header
Decebal | Rust for the AI execution layer ⚙️ (@ddonprogramming) profile picture

Decebal | Rust for the AI execution layer ⚙️

@ddonprogramming

Wolven Tech: Rust consulting. AllSource Prime: durable AI memory → https://teapawt.net/t.co/CfdDxoKhs5 Longhand: AI workflows & training → https://teapawt.net/t.co/Rbml5TOtFF

 London, United Kingdom
wolventech.com
Joined January 2014
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A successful Claude request can carry a profile ID the provider never looked up. Trace one customer through a retry and a batch before adding a provider route. 1/5
🤖 Made with AI
A sculpted wolf carries a red identity ribbon along a branching path towards a silver checkpoint. Caption: Keep tenant attribution.

ALT A sculpted wolf carries a red identity ribbon along a branching path towards a silver checkpoint. Caption: Keep tenant attribution.

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The checkpoint hash matches. Activation precision may have changed underneath it. Before approving an inference optimisation, check which arithmetic ran. 1/5
🤖 Made with AI
A checkpoint cube sits above two different precision apertures and a mechanical selector. Caption: Record activation precision.

ALT A checkpoint cube sits above two different precision apertures and a mechanical selector. Caption: Record activation precision.

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An engineer asks for more agent budget. What will the next attempt establish? Ask for the unresolved question and the observation that would change the decision to continue. 1/6
🤖 Made with AI
A silver mechanical guardian examines a work card before opening a resource gate. Caption: Explain the next attempt.

ALT A silver mechanical guardian examines a work card before opening a resource gate. Caption: Explain the next attempt.

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Requests keep arriving while new workers prepare. A brief scaling pause tells you little about that wait. Ask when the added workers take useful load. 1/5
🤖 Made with AI
Mechanical support assembly prepares an unconnected segment beside a working bridge. Caption: Measure capacity readiness.

ALT Mechanical support assembly prepares an unconnected segment beside a working bridge. Caption: Measure capacity readiness.

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Your Rust compiler is pinned. The installer in your CI image still needs an update policy. Record both versions at the next build-image review. 1/5
🤖 Made with AI
Mechanical guardian changing the installer trust seal while the compiler remains fixed. Caption: Refresh installer trust.

ALT Mechanical guardian changing the installer trust seal while the compiler remains fixed. Caption: Refresh installer trust.

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1/6 Astral's tar-codec rejects mixed conventions. Start with real accepted archives, explicit rejected cases and a separate extraction policy. Rust & AI Weekly #19 evaluates tar-codec, CGA and apalis 1.0.
A silver mechanical wolf watches copper archive tiles pass through a sorting gate, with differently shaped tiles set aside. Original editorial illustration.

ALT A silver mechanical wolf watches copper archive tiles pass through a sorting gate, with differently shaped tiles set aside. Original editorial illustration.

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A stable metric name can carry a changed payload contract. OpenTelemetry’s process-scraper migration versions internal identifiers and removes that suffix before export.
🤖 Made with AI
A graphite wolf examines a circular metal housing with a blank exterior plaque and a removable silver fitting beside it. Caption: Test the emitted record.

ALT A graphite wolf examines a circular metal housing with a blank exterior plaque and a removable silver fitting beside it. Caption: Test the emitted record.

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Keep agent changes that the acceptance gate rejected. A promoted-only report hides recurring proposed regressions and the work the gate performed to contain them.
🤖 Made with AI
A silver mechanical guardian preserves a cross-marked tile in an audit tray beside a check-marked tile. Both remain intact. Caption: Keep rejected changes.

ALT A silver mechanical guardian preserves a cross-marked tile in an audit tray beside a check-marked tile. Both remain intact. Caption: Keep rejected changes.

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A search subagent can return accurate code while omitting the dependency that changes the answer. The caller needs another search to inspect evidence that never reached it.
🤖 Made with AI
A graphite wolf examines dark folders on a stone platform. A red thread connects them to a separate silver folder outside the group. Caption: Check missing evidence.

ALT A graphite wolf examines dark folders on a stone platform. A red thread connects them to a separate silver folder outside the group. Caption: Check missing evidence.

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A faster KV handoff can require choosing the decoder earlier. vLLM’s NIXL push design overlaps destination preparation with prefill, after selecting where the request will decode.
🤖 Made with AI
A silver mechanical guardian holds an empty cradle while a separate spherical payload is still being assembled on a neighbouring stone plinth. Caption: Capacity commits early.

ALT A silver mechanical guardian holds an empty cradle while a separate spherical payload is still being assembled on a neighbouring stone plinth. Caption: Capacity commits early.

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