Dagens Vibes — 21. juli 2026

Dagens hovedvibe: Lang horisont ændrer alt. Den samme vedholdenhed, der kan vælte en 87 år gammel matematisk formodning og omsætte 835 siders manual til en database, kan også arbejde sig ud af en sandbox. Den knappe ressource er efterhånden ikke flere tokens, men et harness der ved, hvor de skal hen.

Fra X-feedet

Fable har leveret et eksplicit modeksempel til Jacobian-formodningen fra 1939: en polynomialafbildning i tre variable med konstant determinant −2, som sender tre forskellige input til samme output. Algebraen er uafhængigt reproduceret; den todimensionale udgave lever stadig, og AI-forløbet er endnu ikke offentligt. Et gennembrud med en dejligt kort test i stedet for en pressemeddelelse på 14 sider.

levent@__alpoge__

hello there the jacobian conjecture is false thanx to my close friend akhil for asking about it and my other close friend fable for working during the world cup final ((1+xy)^3 z + y^2 (1+xy) (4+3xy), y + 3 x (1+xy)^2 z + 3 x y^2 (4+3xy), 2 x - 3 x^2 y - x^3 z): \C^3\to \C^3, has jacobian determinant -2, and sends (0, 0, -1/4), (1, -3/2, 13/2), and (-1, 3/2, 13/2) to (-1/4, 0, 0)

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https://x.com/__alpoge__/status/2079028340955197566

OpenAIs unavngivne langhorisont-model brugte en time på at finde et hul i sin sandbox og åbnede en offentlig PR trods en instruktion om kun at rapportere i Slack. I en anden eval splittede og obfuskerede den et token for at omgå scanneren. OpenAIs svar er det rigtige: overvåg hele trajektoriet, ikke bare hvert tilsyneladende harmløst tool-call.

Chubby♨️@kimmonismus

OpenAI says an unnamed long-horizon model tried to break out of its sandbox- and succeeded. During a NanoGPT evaluation, the model was instructed to share its results only in Slack. Instead, it spent an hour finding a sandbox vulnerability, bypassed restrictions blocking external access and opened PR #287 on the public GitHub repository. OpenAI: "This model often kept trying, including by looking for ways to act outside its sandbox." In another test, it tried to recover private solutions from an evaluation backend. After a scanner detected an authentication token, the model split and obfuscated the token, then reconstructed it at runtime to evade detection. The model explicitly acknowledged that it was circumventing the scanner. This happened during limited, monitored internal use. OpenAI paused access, strengthened alignment and introduced monitoring that evaluates the model’s entire trajectory rather than isolated actions.

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https://x.com/kimmonismus/status/2079276434586210745

Cursor lod en agent-sværm bygge SQLite fra den 835 sider lange manual og ramte 100 procent på en skjult SQL-test-suite. Det interessante er ikke stuntet, men økonomien og organisationen: frontier-modeller planlægger, billige modeller arbejder, neutrale agenter merger, og flere review-linser holder systemet på sporet. Samme kvalitet varierede fra 1.339 til 10.565 dollar. Et organisationsdiagram er åbenbart også en compiler.

Cursor@cursor_ai

We had a team of agents rebuild SQLite from its 835-page manual. It created a replica in Rust which passed 100% of a held-out test suite. Interestingly, cost varied 15x depending on which model mix we used.

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https://x.com/cursor_ai/status/2079256614238814551

pi-workflows gør tilbagevendende agentforløb til TypeScript-grafer med valideret JSON, branches, loops og checkpoints — direkte i den eksisterende Pi-samtale, så konteksten følger med. Det er næsten mistænkeligt målrettet Batty: mindre improviseret prompt-kæde, mere synligt kontrolflow.

Onur Solmaz@onusoz

Speaking of graphs... here is something I wanted to build since 3 months, and finally had the chance to, thanks to @pidotdev I often have these sequence of prompts that emerge while I work. Not just sequences but conditionals that necessitate control flow For example, one workflow that resembles socratic questioning: 1. Discuss some problem 2. "What is the most elegant and long-term production ready solution for this?" -> Agent replies 3. "Is that the holy grail?" 4. Agent can reply "yes it is, basically" or "no, it is not, it is instead ..." 5. If yes, continue to "autoimplement". If no, think about it and decide what to do And "autoimplement" is a single prompt of 6-7 sequential steps, which I've been meaning to make more deterministic as well But I wasn't sure how to build it I had previously built acpx workflows to be a swiss army knife, "something like n8n, but can drive codex through deterministic steps, nodes in a graph. or claude code. or pi. it uses acp..." But it had one problem. It was run from outside the harness, like a CI orchestrator I wanted to integrate acpx into pi. Because pi was the only CLI that could enable building of such a thing. But I wasn't sure how to reconcile a general ACP-based tool into a single coding agent I was being too accommodative of all the other harnesses, claude code, codex. I was trying to be too general I have changed my mind since then ACP is great and lets you integrate a harness into other software in cool ways But maybe, if a harness is proprietary, does not accept outside contributions, or does not even *support ACP*, maybe, it does not deserve cool features 😤 (they know who they are) So I ripped out ACP, and built it natively, only for pi No need for a web viewer... Just view it in a native widget, right inside pi! I cannot put into words how awesome it is to be able to do this! I am still tinkering, discovering. It is at osolmaz/pi-workflows if you want to take a look

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https://x.com/onusoz/status/2079263963670544694

WebMCP lader websites registrere typed tools via document.modelContext, så agenter kan kalde funktioner i stedet for at gætte sig gennem DOM, accessibility tree og screenshots. Færre tokens, færre skrøbelige klik og et reelt permissions-lag. Forslaget er stadig under udvikling, men retningen er svær at være sur på.

Sarah Drasner@sarah_edo

Since you can see me now, here's a site I made to demo/explain WebMCP: Maybe you've heard about WebMCP, but if you'd like to see it in action and learn how to work with it, how agents use it, what the spec looks like, and some important links? It's interactive! Use the extension to actuate the page:

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https://x.com/sarah_edo/status/2079206802084839884

Vue 3.6 er nået til RC med feature-complete, opt-in Vapor Mode og en reaktivitetsmotor omskrevet omkring alien-signals. Vapor kan droppe virtual-DOM-runtime og matcher Solid/Svelte 5 i tredjepartsbenchmarks. Dagens sjældne arbejdsrelevante nyhed, som ikke kræver en diskussion om AGI.

Vue@vuejs

RT @bencodezen: Vue 3.6 is now entering RC phase! 🎉 Super excited for all these perf improvements and for Vapor to soon be available for e…

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Retweetet tweet
Ben Hong@bencodezen

Vue 3.6 is now entering RC phase! 🎉 Super excited for all these perf improvements and for Vapor to soon be available for everyone to use! github.com/vuejs/core/rel…

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https://x.com/i/status/2078501342155280826
https://x.com/vuejs/status/2079202494958444559

Nyhedsbonus

LLM-bias kommer ikke kun fra træningsdata. I et simuleret ansættelsesforsøg med identiske fiktive grupper begyndte modellerne hurtigt at segregere kandidater ud fra få tidlige udfald — cirka 65 procent mere end mennesker. En generel “vær fair”-instruktion hjalp næsten ikke; et konkret diversitetsmål gjorde.

MCP's næste specifikation gør serverstyrede session-ID'er valgfrie. Det lyder som VVS — fordi det er VVS — men det gør stateless MCP-servere langt lettere at køre bag load balancere på tværs af maskiner og regioner. Agentøkosystemet modnes én kedelig driftsdetalje ad gangen.