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New passion project - dead simple calories and activity tracker that uses voice and pics for logging.
Built it for myself and using heavily. Happy to add ppl to testflight.
imoonk.com
Nonsense. You need subagents to to lower-model things like browser use, canaries, and other things that are unaffordable on frontier. Your main model MUST dispatch to them, or it will use up a weekly quota in a day.
Anthropic 最近开始建议企业「少用点 Subagent」，甚至把一些专家 Agent 重新合并回主 Agent Loop。
他们在多个企业项目中发现，单 Agent + Skills 的效果经常比复杂的多 Agent 架构更好。有个客户改成单 Loop 后，运行速度甚至快了约 2 倍。
原因很容易理解。
多个 Agent 之间反复交接任务，每次都要传递和总结 Context，信息容易丢失，延迟和成本也跟着增加。
Anthropic 现在更推荐让一个主 Agent 负责规划和执行，需要时再动态加载 Skills 和 Tools，把业务流程和领域知识留在可复用的组件里。
不过文章里有个细节值得关注。
他们曾把客服系统里的 Subagent 合并，延迟确实降低了，却让一个原本能完成的任务失败了，因为主 Agent 漏掉了向物流专家确认送达时间这一步。
所以作者强调，每合并一个 Subagent，都要用端到端 Eval 验证，尤其要检查哪些原本通过的任务突然失败了。
当然，并行研究、独立验证、Context 隔离这些场景，Subagent 依然有价值。
这样看来以后设计 Multi-Agent，可能得先问问自己，每个 Subagent 真的需要独立的 Context 和执行循环吗？
Anthropic 还开源了一套迁移工具，可以帮你分析现有架构，逐步合并 Subagent，并比较改动前后的质量、成本和延迟。很推荐做 Agent 工程的朋友试试。
原文：claude.com/resources/article…
deus ex in space?
I can finally talk about Mass Effect Universe.
Since Bioware closed I can now reveal that I was part of the Mass Effect Council, saw what BioWare was building, and provided feedback during development.
• Set 600+ years after the Reaper War
• You play as a customizable N7 agent
• Instead of being a walking gun rack, you're a cross between John Wick and James Bond
• Shepard's legacy preserved, regardless of your ending
• A galaxy divided into three major factions
• Humanity, Krogan, Batarians, and more allied together
• Council races forming their own alliance
• The Geth emerging as a third superpower
• A galactic Cold War instead of another Reaper style invasion with a shadowy adversary
• Geth-built megastructures
• Connections between the Milky Way and Andromeda
• Experimental technology implanted in you as a unique point of difference
• Hacking and manipulating the environment
• See through walls, identify systems, remotely trigger hazards and more
• Handcrafted missions like ME1-3
• But with Hitman-style freedom in how you complete them
• Brutal close-range executions
• Squadmates who can clash with each other
• Romance wasn't being sanitised
• Liara returns - now an incredibly powerful Asari Matriarch
From what I saw, BioWare was making Mass Effect for us, the fans, not for people who don't exist.
It looked incredible.
And now we may never get to play it.
Find out more here: youtu.be/ZOWrTNazZxM
#SaveMassEffect
CFR (critical failure rate) is a % of tasks in AI assistants that fail to deliver the desired outcome to the user.
At Lindy, it’s under 2%, aiming to be under 0.5% by EOY.
At Grokbot, it’s 50%. This is me making a statement as a paying power user.
I like the crypto goodreads TG channel because it reminds me that crypto is just 20 larping clowns with 250 alts posting motivational but silently adversarial messages at each other, with 1000 aspiring "trenchers" watching and NPC-nodding their way through their "content".
Keeps me happy I left, every single day.
Brother in law works for municipal water. They have a single-admin password login UI that was last updated in 2004.
This UI can be used to change chlorine levels in the state’s water supply.
We are all deader than we think.
This makes me happy because I feel like the age of LAN gaming is about to come back
holy cuckening! astra has been DECIMATED
@reach_vb @thsottiaux wtf did you do
I thought it was another shitcoin closing its doors for a second.
Shame. Bioware was great before the DEI-purple Karens got it. It could have been great again. I hope the (actual) devs from the studio go on and form something new and interesting.
it should be illegal to rug a model's quality after you purchased it at that quality. fucking qwen is better than astra now. @thsottiaux what did you do
Pls understand that unless you’re for some reason using shit indian certificates somewhere for some bizarre reason you’re probably ok.
The people who actually have to do work are the operators of some ~30k garbage websites (mostly smaller or regional) who need to reissue, plus anyone running non-browser clients (old containers, certain language runtimes, IoT, unpatched Linux boxes, etc.) that still trust the root that this nukes.
Basically no one of consequence is at any risk at all.
🚨Python friends, upgrade (or have your agent upgrade) every certifi package across all your projects and machines!
uv self update
uv lock --upgrade-package certifi
Private keys from 8 intermediate CA certs have been compromised!
xitter.cf/astuyve/status/2112559…
Some other things to upgrade:
* Go: 1.27.3 or 1.26.10, then rebuild your Go programs
* rustls-webpki: 0.103.16
* webpki-roots / webpki-root-certs: 1.0.10
* Electron: 44.9.1, 43.8.1 or 42.11.16
* NSS: 3.131.1
* Firefox: 158.0.1 (ESR: 153.5.1 or 115.43.1)
* Ubuntu ca-certificates: 20260816ubuntu0.<release>.1 (for 22.04, 24.04, 26.04 and 26.10)
* Homebrew ca-certificates: 2026-09-25_1
* Chrome, Apple, Windows: nothing to do, they’re blocked automatically
Still waiting for a fix:
* Debian ca-certificates: disable the two roots by hand
Node.js
* Composer ca-bundle
* macOS /usr/bin/curl: remove the two roots from /etc/ssl/cert.pem by hand