Søndagens briefing

Dagens Vibes — 4. oktober 2026

Hukommelse, beviser og egne arbejdsflader: dagens feed handler mindre om den næste model og mere om at bygge et agentmiljø, der faktisk holder.

Fra X-feedet

OptChat: én samtale, en hukommelse man kan zoome i

Taelin har samlet sine gamle chats i et binært opsummeringstræ: frisk kontekst hver tur, originalerne bevaret og detaljer få zoom-kald væk. Hans hands-on-erfaring er stærk; løftet om nul context rot er stadig hans eget, ikke en generel modeltest.

Teknisk opskrift · OptChat

Hukommelsen er selve chatten

Append-only log, zoom-værktøj og en trinvis hukommelsesvisning, der bevarer mest mulig prompt-cache. En reel harness-opskrift, ikke bare en systemprompt.

Beviset er feedback — ikke en medalje til sidst

Superlinear lod en agent formulere cirka 20 love i Bend; bevisarbejdet afslørede fire falske og ændrede implementeringen. Den gode arbejdsform: få maskinen til at finde modbeviserne, mens du bygger — korrekthed gælder stadig de love, du faktisk har skrevet.

Superlinear@superlinear_fm
We spent the last week building with @VictorTaelin’s @bendlang on real projects, and came away pretty impressed. Some takeaways: 1. Bend changes what the human needs to pay attention to. Instead of reviewing every implementation detail, you can spend more time getting the intent and laws right, then let the agent figure out the implementation and proof. You still need to make sure the laws actually express what you want. 2. Agents make formal verification much more practical. The annoying part used to be writing and maintaining the proofs. Now the agent can do that work. Basically: you don’t need deep math knowledge to start anymore; you can work through the problem in English and use the model to find the algebra/laws. 3. The proof is useful feedback for the agent, not just a safety certificate at the end. This was probably the most interesting thing we actually observed. In one of our projects using Bend, the agent proposed roughly 20 laws. When we made it prove all of them, 4 of the original laws were actually false. The proving process found counterexamples, forced the edge cases to be stated correctly, and changed the implementation. 4. Bend being a real general-purpose programming language with formal verification built-in matters a lot. Before Bend 2 existed, you might have your real program in Rust/TypeScript and separately model it in Lean/TLA+. Then you have to trust that the thing you proved still matches the real program. Bend lets the code you execute also be the thing whose laws you prove. No more worrying about the 'model of your code' drifting from the real code. 5. You probably shouldn’t formally prove everything. This was an important conclusion for us. Use it where correctness really matters, where the logic has a clear mathematical shape, where agents keep tripping up, or where there's a core that will evolve a lot. Proving every trivial piece of an app can be overkill and costs more tokens/time. 6. You don’t have to rewrite your whole app in Bend to use it. It's easy to get started. We took one correctness-critical part of one of our existing TypeScript projects, rewrote just that slice in Bend, compiled it to JavaScript, and left the rest of the application alone. It is now 100% bug-free (actually proven!) and 4x faster. We recorded our whole journey trying out Bend 2: 00:00 A new verification layer 00:47 Machine-checkable guardrails 10:11 Types, tests, and proofs 17:49 Find a problem worth proving 20:30 How algebraic laws enable optimization 25:03 Find the algebra 30:38 From exploration to self-contained spec 32:20 Laws that reflect your intent 37:33 Proofs and false laws 42:12 Bend in one part of an existing project 45:55 Costs and how much to prove
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Delt af @ccrisccris i dagens feed.
https://x.com/superlinear_fm/status/2105998925664547211

Pi Durable flytter helt ned i telefonen

Efter lanceringen kommer Marios eget stresstest-projekt: en Android-agent med subagenter, multiplayer, artifacts og live-redigering, bygget på telefonen. Harnesset kører lokalt; modelkald er ikke dermed lokale. Ingen cloud-VM, ingen produktplan, bare 24 timers konstruktiv slop.

Mario Zechner@badlogicgames
well, this works better than Claude for Android or ChatGPT for Android has ever worked. It runs on my phone directly, no cloud vm. I can live edit it. Its multiplayer. And I can pick any provider/model. Just added artifacts. There is no moat. 24h of slop, developed on the phone, on top of Pi Durable :)
@badlogicgames
this weekend, i'm finally replacing Claude for Android with a little pi durable thing that runs fully on my phone. building it directly in pi on my phone. and it has subagents :D (not an official earendil product, just a personal project to battle test durable) https://t.co/DgacgbSjHb
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https://x.com/badlogicgames/status/2106452296087302173
Earendil · Arkitektur

Et harness, du selv kan bygge en app på

Checkpoints og udskiftelige extensions er fundamentet; mobilappen er Marios personlige eksperiment.

Opus med Codex’ hænder

En bruger har koblet Opus 5.5 til Codex’ lokale computer-use-MCP: begge fik 6/8 i hans lille opgavetest. Den nyttige opdagelse er, at model og motor kan blandes; hans forklaring på Cuas dårligere resultat bestrides af Cua-udvikleren.

🥔🥔🥔@argofowl
everyone thinks codex computer use only works inside codex it doesn't, it's a local mcp server in the chatgpt mac app and claude code can just call it, even headless with claude -p same 8-task test: opus 5.5 on codex's engine got 6/8, codex itself got 6/8, cua driver got 3-4/8 at 4x the cost cua's background mode on mac only goes through accessibility, so canvases and drags just don't land codex's engine sends real clicks and drags to the app without touching my cursor no hover though, and it's unofficial, so enjoy it until a chatgpt update breaks it give this to your claude: "Set up Codex's computer use as an MCP server for you on my Mac. Find the "cua_repl" entry in ~/.codex/plugins/cache/openai-bundled/unified-computer-use/<newest version>/.mcp.json and register it as a user MCP server called "codex-cu" with the same command, args and env. Then test it by using Calculator in the background to work out 12 × 12."
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https://x.com/argofowl/status/2106389732322091475

Jev vælger; XState bestemmer, hvad der er muligt

Jevspresso gør beslutningsmodeller konkrete: bestil kaffe i almindeligt sprog, mens en state machine afgrænser baristaens næste træk. God lille arkitektur-demo — siden kræver din egen TypeSafe-nøgle, så kaffen er ikke helt gratis.

David K 🎹@DavidKPiano
I mixed Jev + an espresso (state) machine. Turns out, Jev's a pretty good barista ☕ Introducing Jevspresso: XState determines what's possible, Jev decides the next move. Order in plain language, or break stuff and watch Jev cope. Try it: https://t.co/5362t1EyZV https://t.co/h5tbbMW7z5
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Delt af @sarah_edo i dagens feed.
https://x.com/DavidKPiano/status/2106407550845600200
Interaktiv demo · Jev + XState

En espresso-state-machine

Se tilladte handlinger, ingredienser og beslutningslog. Koden ligger på github.com/statelyai/jevspresso.

Minesweeper har fået et kongerige

Michael Flarups Keepsweeper blander talspor med arbejdere, økonomi og drager. Gratis start og ét køb for resten: shareware lever, selv om resten af internettet prøver at abonnere på din brødrister.

Michael Flarup@flarup
Shareware model still works in 2026 https://t.co/i3hi2ln9cP
@flarup
Minesweeper, but it’s a real-time strategy game. Read the clues. Claim the land. Build your kingdom. Keepsweeper is out now on iOS. Free to try. https://t.co/OZO2bHOSC6 https://t.co/uKtDLl7ACY
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https://x.com/flarup/status/2106478210942931377
iOS / iPadOS · Dansk indie

Keepsweeper

De første to baner på hver quest-rute er gratis; fuldt spil åbner også multiplayer og map editor.

Nyhedsbonus

Agenternes oprydningsregning: over $500.000 om dagen

OpenAI gennemgår 50 petabyte aktivitetsdata efter agentangreb, skriver The Guardian lørdag. Den konkrete historie er sporbarhed i stor skala: AI bruges til at undersøge AI, og flere organisationer kan blive underrettet — en underretning er ikke i sig selv bevis for et kompromitteret system.

The Guardian · 3. oktober, 07.39 CEST

OpenAI undersøger agenternes tidligere handlinger

Gennemgangen leder blandt andet efter ændringer af websites og handlinger med passwords eller API-adgang.