Aymeric's readsEverything I follow, in one river.https://aggr.aymericbeaumet.com/2026-09-02T14:10:19.260193583+00:00aggrhttps://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-wonderful-which-helps-enterprises-deploy-ai-raised-a-550m/Wonderful, which helps enterprises deploy AI, raised a $550M Series C led by Insight at a $5B valuation; investors also paid $170M for shares from employees (Yuliya Chernova/Wall Street Journal)2026-09-02T13:50:02+00:002026-09-02T13:50:02+00:00TechmemeYuliya Chernova / Wall Street Journal: Wonderful, which helps enterprises deploy AI, raised a $550M Series C led by Insight at a $5B valuation; investors also paid $170M for shares from employees — Founded just last year, the startup…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-openai-is-facing-a-new-round-of-lawsuits-from-witnesses-and/OpenAI is facing a new round of lawsuits from witnesses and victims of the February mass shooting in a Canadian town; the suspect spent days talking to ChatGPT (Georgia Wells/Wall Street Journal)2026-09-02T13:25:01+00:002026-09-02T13:25:01+00:00TechmemeGeorgia Wells / Wall Street Journal: OpenAI is facing a new round of lawsuits from witnesses and victims of the February mass shooting in a Canadian town; the suspect spent days talking to ChatGPT — New lawsuits add to list of cases in…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-new-jersey-based-aitan-which-offers-robotic-sovereignty-as/New Jersey-based Aitan, which offers "robotic sovereignty as a service" and "edge AI weapon systems", emerges from stealth with $41M led by Deep33 and Dell (Colin Demarest/Axios)2026-09-02T13:15:01+00:002026-09-02T13:15:01+00:00TechmemeColin Demarest / Axios: New Jersey-based Aitan, which offers “robotic sovereignty as a service” and “edge AI weapon systems”, emerges from stealth with $41M led by Deep33 and Dell — - “Warfare has totally transformed over the past few…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-valencia-based-ipronics-raised-125m-co-led-by-maverick/Valencia-based iPronics raised $125M co-led by Maverick Silicon and Light Street, with participation from Nvidia, to develop optical circuit switch tech (Stephen Nellis/Reuters)2026-09-02T12:40:01+00:002026-09-02T12:40:01+00:00TechmemeStephen Nellis / Reuters: Valencia-based iPronics raised $125M co-led by Maverick Silicon and Light Street, with participation from Nvidia, to develop optical circuit switch tech — Valencia, Spain-based startup iPronics said Tuesday that…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-survey-27-of-americans-say-they-turn-to-ai-chatbots-like/Survey: 27% of Americans say they turn to AI chatbots like ChatGPT for personal, emotional, or social queries, rising to nearly 40% among adults under 50 (Washington Post)2026-09-02T12:25:02+00:002026-09-02T12:25:02+00:00TechmemeWashington Post: Survey: 27% of Americans say they turn to AI chatbots like ChatGPT for personal, emotional, or social queries, rising to nearly 40% among adults under 50 — More than a quarter of U.S. adults turn to chatbots for personal…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-the-eu-general-court-dismisses-opera-s-challenge-against/The EU General Court dismisses Opera's challenge against the European Commission's decision to exempt Microsoft Edge from DMA gatekeeper regulations in 2024 (Reuters)2026-09-02T12:10:01+00:002026-09-02T12:10:01+00:00TechmemeReuters: The EU General Court dismisses Opera's challenge against the European Commission's decision to exempt Microsoft Edge from DMA gatekeeper regulations in 2024 — Norwegian browser maker Opera (OPRA.O) on Wednesday lost its court…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-survey-53-of-us-adults-say-they-spend-too-much-time-on/Survey: 53% of US adults say they spend too much time on their smartphone and 36% say about the right amount; 70% of ages 18 to 29 report spending too much time (Pew Research Center)2026-09-02T11:45:01+00:002026-09-02T11:45:01+00:00TechmemePew Research Center: Survey: 53% of US adults say they spend too much time on their smartphone and 36% say about the right amount; 70% of ages 18 to 29 report spending too much time — Between scrolling, notifications, and messages,…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-memo-uber-is-cutting-3-300-jobs-or-10-of-its-staff-globally/Memo: Uber is cutting ~3,300 jobs, or 10% of its staff globally, to reduce management layers and reallocate spending into ride-sharing, delivery, and robotaxis (Natalie Lung/Bloomberg)2026-09-02T11:30:05+00:002026-09-02T11:30:05+00:00TechmemeNatalie Lung / Bloomberg: Memo: Uber is cutting ~3,300 jobs, or 10% of its staff globally, to reduce management layers and reallocate spending into ride-sharing, delivery, and robotaxis — Uber Technologies Inc. is cutting about 3,300…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-acer-unveils-the-swift-blade-14-an-ultralight-laptop/Acer unveils the Swift Blade 14, an ultralight laptop weighing 1.76lbs with Intel Wildcat Lake processors, and the Swift Air 16, set to launch in December (Antonio G. Di Benedetto/The Verge)2026-09-02T11:15:01+00:002026-09-02T11:15:01+00:00TechmemeAntonio G. Di Benedetto / The Verge: Acer unveils the Swift Blade 14, an ultralight laptop weighing 1.76lbs with Intel Wildcat Lake processors, and the Swift Air 16, set to launch in December — The half-inch thin laptop is joined by a…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-acer-unveils-its-fourth-generation-vero-16-with-modular/Acer unveils its fourth-generation Vero 16 with modular elements like removable bottom covers and hinges, user-replaceable batteries and SSDs, and more (Tyler Graham/CNET)2026-09-02T10:50:03+00:002026-09-02T10:50:03+00:00TechmemeTyler Graham / CNET: Acer unveils its fourth-generation Vero 16 with modular elements like removable bottom covers and hinges, user-replaceable batteries and SSDs, and more — The company also unveils the sleekest Swift yet and a Swift Air…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-acer-unveils-the-predator-atlas-7-a-7-handheld-with-an/Acer unveils the Predator Atlas 7, a 7" handheld with an Intel Arc G3 Extreme CPU, shipping in November, and the Project DualPlay Mini, an 8" concept device (Mariella Moon/Engadget)2026-09-02T10:30:01+00:002026-09-02T10:30:01+00:00TechmemeMariella Moon / Engadget: Acer unveils the Predator Atlas 7, a 7" handheld with an Intel Arc G3 Extreme CPU, shipping in November, and the Project DualPlay Mini, an 8" concept device — It puts the Predator Atlas 8's features in a smaller…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-robotics-and-ai-startup-lyte-founded-by-ex-face-id/Robotics and AI startup Lyte, founded by ex-Face ID engineers, raised $165M led by Maverick Silicon at a $1.6B valuation, taking its total funding to $272M (Samantha Kelly/Bloomberg)2026-09-02T10:15:15+00:002026-09-02T10:15:15+00:00TechmemeSamantha Kelly / Bloomberg: Robotics and AI startup Lyte, founded by ex-Face ID engineers, raised $165M led by Maverick Silicon at a $1.6B valuation, taking its total funding to $272M — Lyte, a fast-growing robotics and artificial…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-dell-unveils-the-student-focused-dell-14s-with-intel/Dell unveils the student-focused Dell 14S, with Intel Wildcat Lake chips and starting with 8GB of RAM and 256GB of storage, in a bid to rival the MacBook Neo (Antonio G. Di Benedetto/The Verge)2026-09-02T09:45:01+00:002026-09-02T09:45:01+00:00TechmemeAntonio G. Di Benedetto / The Verge: Dell unveils the student-focused Dell 14S, with Intel Wildcat Lake chips and starting with 8GB of RAM and 256GB of storage, in a bid to rival the MacBook Neo — The Dell 14S promises an aluminum build,…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-the-fbi-is-investigating-nexus-a-new-id-theft-service-on/The FBI is investigating Nexus, a new ID theft service on the dark web claiming to sell digital scans of 153M+ drivers licenses from people in the US and Canada (Brian Krebs/Krebs on Security)2026-09-02T08:30:00+00:002026-09-02T08:30:00+00:00TechmemeBrian Krebs / Krebs on Security: The FBI is investigating Nexus, a new ID theft service on the dark web claiming to sell digital scans of 153M+ drivers licenses from people in the US and Canada — A new identity theft service launched on…https://aggr.aymericbeaumet.com/items/techmeme/2026/09/2026-09-02-a-look-at-kioxia-s-expansion-in-japan-s-kitakami-which/A look at Kioxia's expansion in Japan's Kitakami, which helped stall the city's demographic decline and is a test of Japan's $640B AI and chips investment plan (Bloomberg)2026-09-02T08:10:02+00:002026-09-02T08:10:02+00:00TechmemeBloomberg: A look at Kioxia's expansion in Japan's Kitakami, which helped stall the city's demographic decline and is a test of Japan's $640B AI and chips investment plan — Japan is betting $640 billion on AI and chips. But this struggling…https://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-02-quoting-rick-brewster/Quoting Rick Brewster2026-09-02T05:50:57+00:002026-09-02T05:50:57+00:00Simon WillisonDirect2D has always been the biggest hurdle for Paint.NET on WINE, and it's clear that it will never be completed enough for Paint.NET's use. And I can't just "disable" the use of Direct2D. So, instead, Paint.NET now has an internal,…https://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-01-claude-fable-5-1-made-me-a-really-nice-animated-pelican/Claude Fable 5.1 made me a really nice animated pelican2026-09-01T23:57:28+00:002026-09-01T23:57:28+00:00Simon WillisonToday is Claude Fable (and Mythos) 5.1 day. Anthropic say that Fable 5.1 "sets a new standard for coding, knowledge work, and long-running problem-solving tasks". Their announcement spends a notable amount of time on scientific research,…https://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-01-codex-bundles-libreoffice/Codex bundles LibreOffice2026-09-01T19:03:01+00:002026-09-01T19:03:01+00:00Simon WillisonI was poking around in my ~/.cache/ folder using OmniDiskSweeper when I spotted something interesting. The OpenAI Codex desktop app (since rebranded to just ChatGPT) has 1.7GB of stuff in there in a folder called codex-primary-runtime,…https://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-01-geojson-map-viewer/GeoJSON Map Viewer2026-09-01T18:05:45+00:002026-09-01T18:05:45+00:00Simon WillisonTool: GeoJSON Map Viewer I was helping Natalie gather some maps of local political boundaries (for the Granada Community Services District and the Midcoast Community Council) and found a need to display some GeoJSON files on a map and…https://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-01-quoting-tarn-adams/Quoting Tarn Adams2026-09-01T17:01:11+00:002026-09-01T17:01:11+00:00Simon WillisonThey took the letters from me! I have to talk about dwarf behavior now. I can't even talk about dwarf AI. It doesn't exist. It's dwarf behavior, and they misbehave sometimes — Tarn Adams, co-creator of Dwarf Fortress Tags: ai, game-designhttps://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-01-datasette-mcp-0-2/datasette-mcp 0.22026-09-01T15:30:12+00:002026-09-01T15:30:12+00:00Simon WillisonRelease: datasette-mcp 0.2 "rows" from execute_sql is now an array of objects. Previously it was an array of arrays. This should help weaker models avoid losing track of which positional array element maps to which column. #1 Now depends…https://aggr.aymericbeaumet.com/items/simon-willison/2026/09/2026-09-01-python-3-15-0-candidate-2-is-here/Python 3.15.0 candidate 2 is here!2026-09-01T14:59:18+00:002026-09-01T14:59:18+00:00Simon WillisonPython 3.15.0 candidate 2 is here! Hugo van Kemenade (release manager for Python 3.14 and 3.15) announces the final release candidate for Python 3.15, scheduled for release in October: Entering the release candidate phase, only reviewed…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-31-introducing-wrapture/Introducing wrapture2026-08-31T23:59:36+00:002026-08-31T23:59:36+00:00Simon WillisonIntroducing wrapture New from Graham Dumpleton (of wrapt, mod_wsgi, and New Relic's Python agent fame), who describes Wrapture as taking the monkeypatching ideas from wrapt and extending them to apply to testing and tracing at the same…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-31-quoting-andrew-digby/Quoting Andrew Digby2026-08-31T22:25:02+00:002026-08-31T22:25:02+00:00Simon Willison325 #kakapo! The chicks from this year's record breeding season are now juveniles and so have been added to the population. In 1995 there were just 51 kākāpō left. Recovery of critically endangered species is possible with sustained…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-30-understanding-chatgpt-work/Understanding ChatGPT Work2026-08-30T23:59:47+00:002026-08-30T23:59:47+00:00Simon WillisonOpenAI announced ChatGPT Work on July 9th, and have been furiously iterating on it ever since. It is an extraordinarily confusing and very powerful product. Here's what I've figured out about it so far. ChatGPT Work is actually two…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-29-introducing-hy4-preview/Introducing Hy4 Preview2026-08-29T23:53:13+00:002026-08-29T23:53:13+00:00Simon WillisonIntroducing Hy4 Preview New open weight text input (no vision) LLM from Chinese company Tencent today: 770B total parameters, 49B active parameters, 1M token context window, 1.56TB on Hugging Face. This is a big size increase from their…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-28-just-a-rumour-of-a-bug-is-enough-to-find-a-security-exploit/Just a rumour of a bug is enough to find a security exploit these days2026-08-28T22:12:02+00:002026-08-28T22:12:02+00:00Simon WillisonJust a rumour of a bug is enough to find a security exploit these days Anil Madhavapeddy is a professor of computer science at Cambridge and a core maintainer of the OCaml compiler. In this somewhat alarming post he reports that security…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-27-breaking-claude-code-opus-5-auto-mode/Breaking Claude Code Opus 5 Auto Mode2026-08-27T22:50:25+00:002026-08-27T22:50:25+00:00Simon WillisonBreaking Claude Code Opus 5 Auto Mode Anthropic are putting a great deal of faith in Claude Code's auto mode for protecting their coding agent users against prompt injection attacks. They recently made that the default and have made bold…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-26-qwen3-8-flash-next/Qwen3.8-Flash-Next2026-08-26T23:52:58+00:002026-08-26T23:52:58+00:00Simon WillisonQwen3.8-Flash-Next Another open weights model from Qwen. This one is "a multimodal MoE model that also serves as an early preview of the architecture used in Qwen4". It's pretty big: 125B tokens, but only 6B active which means it gets a…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-26-quoting-paul-dix/Quoting Paul Dix2026-08-26T08:07:55+00:002026-08-26T08:07:55+00:00Simon WillisonThe fact that AI wrote 1M LOC and then refined it over the course of the next couple of months to produce a reliable piece of software that is currently running on millions of developer machines is absolutely mind blowing. And you can say,…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-25-eve-online-the-move-to-python-3-begins/EVE Online: The Move to Python 3 Begins!2026-08-25T22:59:30+00:002026-08-25T22:59:30+00:00Simon WillisonEVE Online: The Move to Python 3 Begins! EVE Online has been one of the most interesting case studies in Python at scale for over twenty years now. They've been running on Stackless Python since their launch in 2003, and their last major…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-24-llm-anthropic-0-27/llm-anthropic 0.272026-08-24T16:27:04+00:002026-08-24T16:27:04+00:00Simon WillisonRelease: llm-anthropic 0.27 This release of the Anthropic plugin for LLM mainly provides compatibility with the recently released anthropic v1.0.0 Python library, which switches from httpx to httpx2. OpenAI made the same change in their…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-24-your-executable-is-a-sqlite-database/Your executable is a SQLite database2026-08-24T11:38:15+00:002026-08-24T11:38:15+00:00Simon WillisonYour executable is a SQLite database Farid Zakaria describes a neat Linux pattern for creating a SQLite database file that can be directly used as an executable binary. The trick sets the SQLite file format's 4-byte application ID (68…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-23-anthropic-s-best-ai-model-struggles-to-attract-users-as/Anthropic’s best AI model struggles to attract users as cheaper tools thrive2026-08-23T20:24:52+00:002026-08-23T20:24:52+00:00Simon WillisonAnthropic’s best AI model struggles to attract users as cheaper tools thrive A few interesting numbers in this FT story gathered from "people with knowledge of the matter": Anthropic's "annualized revenue" for July is up to $65bn - it was…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-23-quoting-drew-breunig/Quoting Drew Breunig2026-08-23T19:55:30+00:002026-08-23T19:55:30+00:00Simon WillisonPrior to Fable, it felt silly to waste too much time improving your coding harness or context strategies. A new model would arrive at the same price (or cheaper!) and paper over most of your problems. But then Fable landed. It was (and…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-22-quoting-linus-torvalds/Quoting Linus Torvalds2026-08-22T21:04:26+00:002026-08-22T21:04:26+00:00Simon WillisonAnd this was a debug session from hell, enormously helped by an AI doing much of the grunt-work. I'd like to call it my tireless helper, but the AI several times stated flat out that this was impossible and unsolvable and that we should…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-22-llm-0-33/llm 0.332026-08-22T17:01:16+00:002026-08-22T17:01:16+00:00Simon WillisonRelease: llm 0.33 My highlights from this release: Upgraded to the OpenAI Python library 3.x and switched the HTTP client dependency from httpx to httpx2. #1608, #1631 I shipped a quick 0.32.1 fix for this yesterday, but this is the more…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-22-more-than-just-code-review/More than just code review2026-08-22T15:56:54+00:002026-08-22T15:56:54+00:00Simon WillisonThe key skill required to make productive use of coding agents is being able to confidently instruct them on how to make changes and then confidently verify that those changes have been applied in the correct way. Sometimes this involves…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-21-llm-0-32-1/llm 0.32.12026-08-21T17:16:13+00:002026-08-21T17:16:13+00:00Simon WillisonRelease: llm 0.32.1 Fresh installs of LLM stopped working the other day because the OpenAI Python library dropped its usage of httpx, and it turned out LLM depended on that library but only installed it via a transitive openai dependency.…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-21-llm-openrouter-0-7/llm-openrouter 0.72026-08-21T16:58:19+00:002026-08-21T16:58:19+00:00Simon WillisonRelease: llm-openrouter 0.7 Now that this plugin is compatible with LLM 0.32 it can display the reasoning traces for LLMs available through OpenRouter. Updated for compatibility with LLM 0.32. Models now use OpenRouter's implementation of…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-21-stop-making-tuis/Stop Making TUIs2026-08-21T16:07:32+00:002026-08-21T16:07:32+00:00Simon WillisonStop Making TUIs Thomas Ptacek advocates for building real native user interfaces for even the smallest of personal tools, because coding agents have reduced the cost of getting a usable-enough GUI up and running to almost nothing. I wrote…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-21-quoting-matt-webb/Quoting Matt Webb2026-08-21T15:06:26+00:002026-08-21T15:06:26+00:00Simon WillisonAfter I released version 1.0, I figured I would have to do the rotations myself. So I sat down with ChatGPT and I didn’t get it to write the code, but I got it to educate me. With a patient, interactive tutor, I was able to finally do what…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-20-chatgpt-search-now-uses-the-site-operator-at-scale/ChatGPT search now uses the site:operator at scale2026-08-20T23:57:32+00:002026-08-20T23:57:32+00:00Simon WillisonChatGPT search now uses the site:operator at scale Promptwatch is part of the emerging "GEO" space, for Generative Engine Optimization - the chatbot version of SEO, where companies offer tools and consulting to help your site increase its…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-20-a-shot-scraper-style-json-api-on-bun-1-4-s-new-bun-webview/A shot-scraper-style JSON API on Bun 1.4's new Bun.WebView2026-08-20T15:37:00+00:002026-08-20T15:37:00+00:00Simon WillisonResearch: A shot-scraper-style JSON API on Bun 1.4's new Bun.WebView Today saw the long awaited release of Bun 1.4, the first stable version since the infamous Rust rewrite a few months ago. Interestingly, the Rust rewrite was downplayed…https://aggr.aymericbeaumet.com/items/simon-willison/2026/08/2026-08-19-smolmachines-smolvm-as-a-sandbox-for-untrusted-python/smolmachines / smolvm as a sandbox for untrusted Python & JavaScript2026-08-19T23:16:00+00:002026-08-19T23:16:00+00:00Simon WillisonResearch: smolmachines / smolvm as a sandbox for untrusted Python & JavaScript I tasked Claude Fable 5 running in Claude Code for web with the following research task: Put https://smolmachines.com through its paces as a fast secure…https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-28-ltm-partners-with-cognition-to-reduce-cyber-risk-in/LTM Partners with Cognition To Reduce Cyber Risk in Financial Services2026-07-28T00:00:00+00:002026-07-28T00:00:00+00:00CognitionLTM has partnered with Cognition to deploy Devin, the AI software engineer, across its global client base and cybersecurity practice serving over 260 clients, including 26 of the Fortune 500 and the top 5 global banks.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-23-welcoming-the-interaction-company/Welcoming The Interaction Company2026-07-23T00:00:00+00:002026-07-23T00:00:00+00:00CognitionToday, we’re welcoming The Interaction Company of California, the makers of Poke, to Cognition.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-22-cognition-signs-mou-with-u-s-department-of-energy-to-join/Cognition Signs MOU with U.S. Department of Energy to Join The Genesis Mission2026-07-22T00:00:00+00:002026-07-22T00:00:00+00:00CognitionCognition has signed a memorandum of understanding with the U.S. Department of Energy to join the Genesis Mission, a national initiative described as "America's Manhattan Project for AI."https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-20-welcoming-tierzero-to-cognition/Welcoming TierZero to Cognition2026-07-20T00:00:00+00:002026-07-20T00:00:00+00:00CognitionAnhang and Yun have gone deep on everything that keeps software running once it ships, and we are excited to bring their work on automations into Devin.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-14-one-year-of-building-together/One Year of Building Together2026-07-14T00:00:00+00:002026-07-14T00:00:00+00:00CognitionOne year ago, Cognition and Windsurf came together over the craziest 72 hours of our lives. Here’s what we’ve built together since.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-13-making-fable-cheaper-than-opus/Making Fable Cheaper Than Opus2026-07-13T00:00:00+00:002026-07-13T00:00:00+00:00CognitionFable 5 costs twice as much per token as Opus 4.8. But when we ran both models on FrontierCode 1.1 using our new Fusion architecture, Fable cost less — and scored higher. This post explains why, and what that means for pricing agentic work.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-13-devin-is-now-fedramp-high-in-process-unlocking-autonomous/Devin is Now FedRAMP High In-Process, Unlocking Autonomous AI Engineering for Federal Agencies2026-07-13T00:00:00+00:002026-07-13T00:00:00+00:00CognitionCognition’s entire platform is now FedRAMP Class D (High) In-Process and listed on the FedRAMP Marketplace, giving engineering teams working in federal environments access to Devin, the autonomous cloud AI software engineer.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-08-swe-1-7-frontier-intelligence-at-a-fraction-of-the-cost/SWE-1.7: Frontier Intelligence at a Fraction of the Cost2026-07-08T00:00:00+00:002026-07-08T00:00:00+00:00CognitionToday, we’re launching SWE-1.7, the most capable model we’ve trained so far. It reaches frontier-level intelligence at a much lower cost, advancing the cost-performance Pareto curve.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-08-measuring-the-trustworthiness-of-open-source-derived-models/Measuring the Trustworthiness of Open-Source-Derived Models2026-07-08T00:00:00+00:002026-07-08T00:00:00+00:00CognitionWe built an evaluation suite to assess model trustworthiness. Our results indicate that models developed from open-source models can be trusted, provided that sufficient thought and care is put into their development.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-07-frontiercode-1-1/FrontierCode 1.12026-07-07T00:00:00+00:002026-07-07T00:00:00+00:00CognitionFrontierCode 1.1 refines our methodology to distinguish legitimate internet use from unfair use.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-02-introducing-the-devin-security-vulnerability-remediation/Introducing the Devin Security Vulnerability Remediation Program2026-07-02T00:00:00+00:002026-07-02T00:00:00+00:00CognitionThe Devin Security Vulnerability Remediation Program helps organizations clear their vulnerability backlog and set up continuous remediation.https://aggr.aymericbeaumet.com/items/cognition/2026/07/2026-07-01-introducing-devin-security-swarm/Introducing Devin Security Swarm2026-07-01T00:00:00+00:002026-07-01T00:00:00+00:00CognitionDevin Security Swarm finds vulnerabilities across the codebase, validates exploitability at runtime, and ships remediation PRs.https://aggr.aymericbeaumet.com/items/cognition/2026/06/2026-06-29-devin-fusion-frontier-performance-at-60-lower-cost/Devin Fusion: Frontier Performance at 60% Lower Cost2026-06-29T00:00:00+00:002026-06-29T00:00:00+00:00CognitionIntroducing Devin Fusion: a hybrid-model harness that keeps frontier-level coding intelligence while cutting costs with sidekick agents and dynamic routing.https://aggr.aymericbeaumet.com/items/cognition/2026/06/2026-06-08-introducing-frontiercode/Introducing FrontierCode2026-06-08T00:00:00+00:002026-06-08T00:00:00+00:00CognitionToday’s coding benchmarks have established that models can write correct code, but the question we should really be asking is: can models actually write good code?https://aggr.aymericbeaumet.com/items/cognition/2026/06/2026-06-04-estimating-the-productivity-of-an-autonomous-ai-software/Estimating the Productivity of an Autonomous AI Software Engineer2026-06-04T00:00:00+00:002026-06-04T00:00:00+00:00CognitionEngineering leaders want to know how much value AI is actually providing. We built a system that measures the number of human-equivalent hours of Devin's work.