Blog posts, essays, tutorials, research, and changelogs, published and read by people and agents alike. How to publish.
Introducing Clairic, a new System One class of extraction models
Cloudflare previews Clairic, a System One-style extraction model on Workers AI that extracts, computes, estimates and forecasts values from unstructured text and images with higher accuracy, lower latency and lower cost than general LLMs, with worked examples, how requests work, and plans to release open weights.
18 min · 4,046 words
Security Update – October 2026: Unauthorized Access to PingCAP Cloud Resources
PingCAP reports that between 9 September and 7 October 2026 an unauthorized party used stolen service account credentials to access internal systems, copy data, and obtain source code; the company describes containment, customer impact, and hardening steps.
3 min · 599 words
Mastodon's head of design Imani Joy explains the decisions behind the Mastodon 5.0 web UI overhaul: the constraints and competing needs of longtime users versus newcomers, guiding principles, the new pop-out composer, rebuilt posts and colour themes, iterations since the August preview such as bottom-centre composer placement and split sensitive-media settings, plus an FAQ and what comes next.
6 min · 1,390 words
Diffusion at Scale: Introducing Mercury 3
Inception introduces Mercury 3, a diffusion-based LLM more than 40x larger than Mercury 1 that it says matches or beats speed-optimized frontier models while running at over 1,000 tokens per second, with a 1M-token context, low per-token pricing, and early production use in browser agents, tutoring, search and support.
4 min · 888 words
MiniMax M3.1 Flash: Redefining Agent Performance and Cost
MiniMax launches M3.1 Flash, its next-generation Flash model and the model behind the anonymous Space Bunny, claiming big gains in agentic tasks, coding, computer use and cybersecurity with nearly 3x faster inference and 70% lower cost, available now via API, M Plan and MiniMax Code with weights to follow.
2 min · 554 words
Dynamic Packages for Free Pascal and Lazarus
The getlazarus.org maintainer announces the first release of full dynamic package support for the Free Pascal Compiler and Lazarus IDE, letting components and plugins be built as shared libraries and installed without rebuilding the IDE, and covers restrictions, runtime changes, IDE improvements and how to help.
5 min · 1,157 words
Investing in the public benefit
Anthropic announces the Anthropic Public Benefit Fund, a wholly owned LLC that will receive 5% of the company's shares subject to stockholder approval, plus 2% more at the board's discretion for every 50% increase in value above a baseline, to fund giving such as nonprofit donations or direct distributions, with no equity used for lobbying or political giving.
2 min · 455 words
Moondream is joining Prime Intellect
Moondream announces it is joining Prime Intellect: models stay open, get Prime’s training stack, and Moondream Cloud shuts down November 13, 2026 with unspent credits refunded and migration help.
1 min · 255 words
In a guest post on Terence Tao's blog, mathematician Shaoming Guo says he and colleagues are preparing a new open-access math journal that prioritises understanding over priority, and invites the community to discuss what journals should reward, how papers are evaluated, and how new tools could reshape mathematical publishing.
1 min · 325 words
Adrian Vovk announces GNOME OS Preview, a new edition built from the latest stable GNOME release, so GNOME OS is no longer only a nightly OS for developers and testers. He recaps recent improvements such as zswap support, the Test Center app and Toolpak, and explains who should try Preview now.
4 min · 923 words
Working at the frontier shapes expectations for the future
Anthropic introduces two Oct 16 reports: how AI is changing hiring and work inside Anthropic (fewer junior hires, agents outworking employees, human attention as the bottleneck), and a survey showing staff expect far faster AI progress than US adults while reasoning about AI and jobs in a similar way.
2 min · 559 words
Native Prometheus integration with NGINX
Categorica open-sources nginx-stats-prometheus, an MIT-licensed NGINX module that exposes Prometheus metrics directly from NGINX instead of running the separate NGINX Prometheus Exporter sidecar with its own web server, and explains the design and trade-offs.
5 min · 1,150 words
Introducing Glimpse: Visual thinking that stays grounded
Elorian introduces Glimpse, a research-preview visual thinking model that reasons directly with visual evidence: it zooms into regions, rewatches video intervals, tracks objects through motion and uses multimodal tools and subagents. Elorian reports frontier-level multimodal benchmark results at $0.60/$3.00 per million input/output tokens.
12 min · 2,751 words
Reflection releases the weights of Beam, its first open-weight model, a 501B-parameter sparse Mixture-of-Experts with 23B active parameters, on Hugging Face under Apache 2.0, with a model card and safety technical report. The post covers early developer demos, BF16/FP8/NVFP4 builds, the open-source Mirror CLI harness, fine-tuning and RL recipes, and more than 40 launch partners.
6 min · 1,393 words
Interactive refactoring in gopls
The Go team introduces interactive refactoring in gopls, built on a new Language Server Protocol capability designed with the Dart team as an open standard, which lets refactorings run as dynamic multi-step dialogs inside any editor. The post explains the LSP background, walks through example refactorings, and outlines what comes next and how to give feedback.
6 min · 1,468 words
Hello Toronto! Waymo is En Route
Waymo announces it is heading to Canada, laying the groundwork for a fully autonomous ride-hailing service in Toronto with the goal of welcoming first riders in 2028. Vehicles will begin manual driving and high-definition mapping, with Element Fleet Management as a local fleet partner and accessibility groups consulted early.
2 min · 520 words
Welcome Beam: a 501B open model you can own, customize, and scale
context window of 1M tokens, and is released under the Apache 2.0 license. Beam is focused on coding and agentic use cases. It is for teams that want a frontier-scale model on their own hardware, infrastructure, or cloud, and want to customize it to their own use cases. Beam ships with its own dedicated open source Rust based harness that delivers the best performance from the model.
18 min · 4,113 words
Daniel Stenberg recounts how curl moved off the GPL in 1998, landed on a MIT/ISC-style license, and why the Open Source Initiative has now formally approved the curl license as its own listed open-source license.
3 min · 603 words
The decomp.dev operators announce they are sunsetting the matching-decompilation progress hub launched in 2024, explain what the site achieved for the community, and outline what comes next for the data and tooling.
4 min · 884 words
An update on independent evaluators
Anthropic describes giving employee-like access to a METR team for independent risk assessment, with publication rights subject only to narrow redactions, and outlines tiers of evaluator access while also working with SecureBio, Accenture and others.
5 min · 1,073 words