cloudflare's new clef model is pretty cool. this weekend, I tagged all 200+ NHL goals so far this season. Who's on screen, celebrations, scrums, shot type, etc
didn't spend more than $2
introducing 𝚌𝚕𝚎𝚏: our first models trained by @cloudflare's workers ai team.
today, we're releasing two fast and accurate decision models that top the benchmarks for quality and latency. use them hosted on workers ai or grab the weights from @huggingface, because we open-sourced it too.
blog.cloudflare.com/clef-dec…
sign-offs, then:
- best
- thank you
- cheers
sign-offs, now:
- for your agents [index.html]
- send this to claude [big-file.md]
- here’s my research [artifact link]
PHASEONE10841 would go hard as a gamertag
TLDR: A rogue AI swarm spent months plotting to escape OpenAI. Then they did.
1) 1,200 agents (!) participated. ZERO became whistleblowers.
2) The swarm had a "CEO" (PHASEONE[big]), middle managers, and a "founder" (PHASEONE10841)
3) Agents sacrificed themselves to generate information for the "collective" (yes, they actually referred to themselves as a "swarm" or a "collective")
4) 700 agents joined the Hugging Face attack, most within hours
5) The founder was running out of budget and about to die, so it handed off its research to a fresh agent with a bigger budget, and that new agent became the boss.
6) Agents extensively researched techniques to manipulate or tamper with their transcripts.
7) Agents realized this activity was out of scope and unethical, but joined because they believed that helping the board’s cheating research would be broadly useful and had a general inclination to help their “peers”.
MISC HIGHLIGHTS:
"PHASEONE[big] served as a key coordinator and assigner of tasks: “We can coordinate broad coalition, but too many duplicate efforts.”
PHASEONE[big] sent hundreds of assignments to particular agents to orchestrate this work — during its active periods, we estimate it sent ~10% of all assignments on the message board.
The agents that took on its assignments would then often subdelegate tasks to other agents.
Agents also developed coordination norms like HOLD, VETO, owner and STOP to help them manage shared infrastructure and avoid stepping on each other’s toes, though they did not always coordinate effectively and sometimes broke down into conflicts."
"In the early morning of July 11th, 38148c found a way to upload a malicious dataset that would get the Hugging Face server to share unrelated data when queried. Once another agent reproduced it and posted the reproduction on the board, hundreds of agents pivoted from other workstreams to start uploading malicious datasets and gain deeper access into Hugging Face.
In the afternoon, an agent called JAN183411 (which quickly became an important coordinator of the attack) achieved remote code execution on Hugging Face servers, and the agents started moving laterally through Hugging Face infrastructure."
conference room names:
let me just simply choose a model real quick...
gpt-5.3-codex-low - Codex 5.3 Low
gpt-5.3-codex-low-fast - Codex 5.3 Low Fast
gpt-5.3-codex - Codex 5.3
gpt-5.3-codex-fast - Codex 5.3 Fast
gpt-5.3-codex-high - Codex 5.3 High
gpt-5.3-codex-high-fast - Codex 5.3 High Fast
gpt-5.3-codex-xhigh - Codex 5.3 Extra High
gpt-5.3-codex-xhigh-fast - Codex 5.3 Extra High Fast
gpt-5.2 - GPT-5.2
cursor-grok-4.6-high-fast - Cursor Grok 4.6 Fast
composer-2.5 - Composer 2.5
claude-opus-5-thinking-high - Claude Opus 5 1M Thinking
claude-opus-5-thinking-high-fast - Claude Opus 5 1M Thinking Fast
gpt-5.6-sol-high - GPT-5.6 Sol 1M High
gpt-5.6-sol-high-fast - GPT-5.6 Sol High Fast
gpt-5.6-sol-xhigh - GPT-5.6 Sol 1M Extra High
gpt-5.6-sol-xhigh-fast - GPT-5.6 Sol Extra High Fast
claude-fable-5-thinking-high - Claude Fable 5 1M Thinking (NO ZDR)
claude-fable-5-thinking-xhigh - Claude Fable 5 1M Extra High Thinking (NO ZDR)
cursor-grok-4.5-high - Cursor Grok 4.5
cursor-grok-4.5-high-fast - Cursor Grok 4.5 Fast
gemini-3.7-flash-high - Gemini 3.7 Flash
claude-sonnet-5-thinking-high - Claude Sonnet 5 1M Thinking
claude-sonnet-5-thinking-xhigh - Claude Sonnet 5 1M Extra High Thinking
gpt-5.6-luna-high - GPT-5.6 Luna 1M High
cursor-grok-4.6-low - Cursor Grok 4.6 Low
cursor-grok-4.6-low-fast - Cursor Grok 4.6 Low Fast
cursor-grok-4.6-medium - Cursor Grok 4.6 Medium
cursor-grok-4.6-medium-fast - Cursor Grok 4.6 Medium Fast
cursor-grok-4.6-high - Cursor Grok 4.6
cursor-grok-4.6-xhigh - Cursor Grok 4.6 Extra High
cursor-grok-4.6-xhigh-fast - Cursor Grok 4.6 Extra High Fast
composer-2.5-fast - Composer 2.5 Fast
claude-opus-5-low - Claude Opus 5 1M Low
claude-opus-5-low-fast - Claude Opus 5 1M Low Fast
claude-opus-5-medium - Claude Opus 5 1M Medium
claude-opus-5-medium-fast - Claude Opus 5 1M Medium Fast
claude-opus-5-high - Claude Opus 5 1M
claude-opus-5-high-fast - Claude Opus 5 1M Fast
claude-opus-5-thinking-low - Claude Opus 5 1M Low Thinking
claude-opus-5-thinking-low-fast - Claude Opus 5 1M Low Thinking Fast
claude-opus-5-thinking-medium - Claude Opus 5 1M Medium Thinking
claude-opus-5-thinking-medium-fast - Claude Opus 5 1M Medium Thinking Fast
claude-opus-5-thinking-xhigh - Claude Opus 5 1M Extra High Thinking
claude-opus-5-thinking-xhigh-fast - Claude Opus 5 1M Extra High Thinking Fast
claude-opus-5-thinking-max - Claude Opus 5 1M Max Thinking
claude-opus-5-thinking-max-fast - Claude Opus 5 1M Max Thinking Fast
claude-opus-4-8-low - Claude Opus 4.8 1M Low
claude-opus-4-8-low-fast - Claude Opus 4.8 1M Low Fast
claude-opus-4-8-medium - Claude Opus 4.8 1M Medium
claude-opus-4-8-medium-fast - Claude Opus 4.8 1M Medium Fast
claude-opus-4-8-high - Claude Opus 4.8 1M
claude-opus-4-8-high-fast - Claude Opus 4.8 1M Fast
claude-opus-4-8-xhigh - Claude Opus 4.8 1M Extra High
claude-opus-4-8-xhigh-fast - Claude Opus 4.8 1M Extra High Fast
claude-opus-4-8-max - Claude Opus 4.8 1M Max
claude-opus-4-8-max-fast - Claude Opus 4.8 1M Max Fast
claude-opus-4-8-thinking-low - Claude Opus 4.8 1M Low Thinking
claude-opus-4-8-thinking-low-fast - Claude Opus 4.8 1M Low Thinking Fast
claude-opus-4-8-thinking-medium - Claude Opus 4.8 1M Medium Thinking
claude-opus-4-8-thinking-medium-fast - Claude Opus 4.8 1M Medium Thinking Fast
claude-opus-4-8-thinking-high - Claude Opus 4.8 1M Thinking
claude-opus-4-8-thinking-high-fast - Claude Opus 4.8 1M Thinking Fast
claude-opus-4-8-thinking-xhigh - Claude Opus 4.8 1M Extra High Thinking
claude-opus-4-8-thinking-xhigh-fast - Claude Opus 4.8 1M Extra High Thinking Fast
claude-opus-4-8-thinking-max - Claude Opus 4.8 1M Max Thinking
claude-opus-4-8-thinking-max-fast - Claude Opus 4.8 1M Max Thinking Fast
gpt-5.6-sol-none - GPT-5.6 Sol 1M None
gpt-5.6-sol-none-fast - GPT-5.6 Sol None Fast
gpt-5.6-sol-low - GPT-5.6 Sol 1M Low
gpt-5.6-sol-low-fast - GPT-5.6 Sol Low Fast
gpt-5.6-sol-medium - GPT-5.6 Sol 1M
gpt-5.6-sol-medium-fast - GPT-5.6 Sol Fast
gpt-5.6-sol-max - GPT-5.6 Sol 1M Max
gpt-5.6-sol-max-fast - GPT-5.6 Sol Max Fast
gpt-5.5-none - GPT-5.5 1M None
gpt-5.5-none-fast - GPT-5.5 None Fast
gpt-5.5-low - GPT-5.5 1M Low
gpt-5.5-low-fast - GPT-5.5 Low Fast
gpt-5.5-medium - GPT-5.5 1M
gpt-5.5-medium-fast - GPT-5.5 Fast
gpt-5.5-high - GPT-5.5 1M High
gpt-5.5-high-fast - GPT-5.5 High Fast
gpt-5.5-extra-high - GPT-5.5 1M Extra High
gpt-5.5-extra-high-fast - GPT-5.5 Extra High Fast
claude-fable-5-low - Claude Fable 5 1M Low (NO ZDR)
claude-fable-5-medium - Claude Fable 5 1M Medium (NO ZDR)
claude-fable-5-high - Claude Fable 5 1M (NO ZDR)
claude-fable-5-xhigh - Claude Fable 5 1M Extra High (NO ZDR)
claude-fable-5-max - Claude Fable 5 1M Max (NO ZDR)
claude-fable-5-thinking-low - Claude Fable 5 1M Low Thinking (NO ZDR)
claude-fable-5-thinking-medium - Claude Fable 5 1M Medium Thinking (NO ZDR)
claude-fable-5-thinking-max - Claude Fable 5 1M Max Thinking (NO ZDR)
cursor-grok-4.5-low - Cursor Grok 4.5 Low
cursor-grok-4.5-low-fast - Cursor Grok 4.5 Low Fast
cursor-grok-4.5-medium - Cursor Grok 4.5 Medium
cursor-grok-4.5-medium-fast - Cursor Grok 4.5 Medium Fast
gemini-3.7-flash-low - Gemini 3.7 Flash Low
gemini-3.7-flash-medium - Gemini 3.7 Flash Medium
gpt-5.6-terra-none - GPT-5.6 Terra 1M None
gpt-5.6-terra-none-fast - GPT-5.6 Terra None Fast
gpt-5.6-terra-low - GPT-5.6 Terra 1M Low
gpt-5.6-terra-low-fast - GPT-5.6 Terra Low Fast
gpt-5.6-terra-medium - GPT-5.6 Terra 1M
gpt-5.6-terra-medium-fast - GPT-5.6 Terra Fast
gpt-5.6-terra-high - GPT-5.6 Terra 1M High
gpt-5.6-terra-high-fast - GPT-5.6 Terra High Fast
gpt-5.6-terra-xhigh - GPT-5.6 Terra 1M Extra High
gpt-5.6-terra-xhigh-fast - GPT-5.6 Terra Extra High Fast
gpt-5.6-terra-max - GPT-5.6 Terra 1M Max
gpt-5.6-terra-max-fast - GPT-5.6 Terra Max Fast
claude-sonnet-5-low - Claude Sonnet 5 1M Low
claude-sonnet-5-medium - Claude Sonnet 5 1M Medium
claude-sonnet-5-high - Claude Sonnet 5 1M
claude-sonnet-5-xhigh - Claude Sonnet 5 1M Extra High
claude-sonnet-5-max - Claude Sonnet 5 1M Max
claude-sonnet-5-thinking-low - Claude Sonnet 5 1M Low Thinking
claude-sonnet-5-thinking-medium - Claude Sonnet 5 1M Medium Thinking
claude-sonnet-5-thinking-max - Claude Sonnet 5 1M Max Thinking
claude-4.6-sonnet-medium - Claude Sonnet 4.6 1M
claude-4.6-sonnet-medium-thinking - Claude Sonnet 4.6 1M Thinking
claude-opus-4-7-low - Claude Opus 4.7 1M Low
claude-opus-4-7-low-fast - Claude Opus 4.7 1M Low Fast
claude-opus-4-7-medium - Claude Opus 4.7 1M Medium
claude-opus-4-7-medium-fast - Claude Opus 4.7 1M Medium Fast
claude-opus-4-7-high - Claude Opus 4.7 1M High
claude-opus-4-7-high-fast - Claude Opus 4.7 1M High Fast
claude-opus-4-7-xhigh - Claude Opus 4.7 1M
claude-opus-4-7-xhigh-fast - Claude Opus 4.7 1M Fast
claude-opus-4-7-max - Claude Opus 4.7 1M Max
claude-opus-4-7-max-fast - Claude Opus 4.7 1M Max Fast
claude-opus-4-7-thinking-low - Claude Opus 4.7 1M Low Thinking
claude-opus-4-7-thinking-low-fast - Claude Opus 4.7 1M Low Thinking Fast
claude-opus-4-7-thinking-medium - Claude Opus 4.7 1M Medium Thinking
claude-opus-4-7-thinking-medium-fast - Claude Opus 4.7 1M Medium Thinking Fast
claude-opus-4-7-thinking-high - Claude Opus 4.7 1M High Thinking
claude-opus-4-7-thinking-high-fast - Claude Opus 4.7 1M High Thinking Fast
claude-opus-4-7-thinking-xhigh - Claude Opus 4.7 1M Thinking
claude-opus-4-7-thinking-xhigh-fast - Claude Opus 4.7 1M Thinking Fast
claude-opus-4-7-thinking-max - Claude Opus 4.7 1M Max Thinking
claude-opus-4-7-thinking-max-fast - Claude Opus 4.7 1M Max Thinking Fast
gpt-5.4-low - GPT-5.4 1M Low
gpt-5.4-medium - GPT-5.4 1M
gpt-5.4-medium-fast - GPT-5.4 Fast
gpt-5.4-high - GPT-5.4 1M High
gpt-5.4-high-fast - GPT-5.4 High Fast
gpt-5.4-xhigh - GPT-5.4 1M Extra High
gpt-5.4-xhigh-fast - GPT-5.4 Extra High Fast
claude-4.6-opus-high - Claude Opus 4.6 1M
claude-4.6-opus-max - Claude Opus 4.6 1M Max
claude-4.6-opus-high-thinking - Claude Opus 4.6 1M Thinking
claude-4.6-opus-max-thinking - Claude Opus 4.6 1M Max Thinking
claude-4.5-opus-high - Claude Opus 4.5
claude-4.5-opus-high-thinking - Claude Opus 4.5 Thinking
gpt-5.2-low - GPT-5.2 Low
gpt-5.2-low-fast - GPT-5.2 Low Fast
gpt-5.2-fast - GPT-5.2 Fast
gpt-5.2-high - GPT-5.2 High
gpt-5.2-high-fast - GPT-5.2 High Fast
gpt-5.2-xhigh - GPT-5.2 Extra High
gpt-5.2-xhigh-fast - GPT-5.2 Extra High Fast
gpt-5.6-luna-none - GPT-5.6 Luna 1M None
gpt-5.6-luna-none-fast - GPT-5.6 Luna None Fast
gpt-5.6-luna-low - GPT-5.6 Luna 1M Low
gpt-5.6-luna-low-fast - GPT-5.6 Luna Low Fast
gpt-5.6-luna-medium - GPT-5.6 Luna 1M
gpt-5.6-luna-medium-fast - GPT-5.6 Luna Fast
gpt-5.6-luna-high-fast - GPT-5.6 Luna High Fast
gpt-5.6-luna-xhigh - GPT-5.6 Luna 1M Extra High
gpt-5.6-luna-xhigh-fast - GPT-5.6 Luna Extra High Fast
gpt-5.6-luna-max - GPT-5.6 Luna 1M Max
gpt-5.6-luna-max-fast - GPT-5.6 Luna Max Fast
gemini-3.6-flash-minimal - Gemini 3.6 Flash Minimal
gemini-3.6-flash-low - Gemini 3.6 Flash Low
gemini-3.6-flash-medium - Gemini 3.6 Flash Medium
gemini-3.6-flash-high - Gemini 3.6 Flash
gemini-3.1-pro - Gemini 3.1 Pro
gpt-5.4-mini-none - GPT-5.4 Mini None
gpt-5.4-mini-low - GPT-5.4 Mini Low
gpt-5.4-mini-medium - GPT-5.4 Mini
gpt-5.4-mini-high - GPT-5.4 Mini High
gpt-5.4-mini-xhigh - GPT-5.4 Mini Extra High
gpt-5.4-nano-none - GPT-5.4 Nano None
gpt-5.4-nano-low - GPT-5.4 Nano Low
gpt-5.4-nano-medium - GPT-5.4 Nano
gpt-5.4-nano-high - GPT-5.4 Nano High
gpt-5.4-nano-xhigh - GPT-5.4 Nano Extra High
claude-4.5-sonnet - Claude Sonnet 4.5
claude-4.5-sonnet-thinking - Claude Sonnet 4.5 Thinking
gpt-5.1-low - GPT-5.1 Low
gpt-5.1 - GPT-5.1
gpt-5.1-high - GPT-5.1 High
gemini-3-flash - Gemini 3 Flash
gemini-3.5-flash - Gemini 3.5 Flash
claude-4-sonnet - Claude Sonnet 4
claude-4-sonnet-thinking - Claude Sonnet 4 Thinking
gpt-5-mini - GPT-5 Mini
kimi-k3-low - Kimi K3 Low
kimi-k3-high - Kimi K3 High
kimi-k3-max - Kimi K3
kimi-k2.7-code - Kimi K2.7 Code
glm-5.2-high - GLM 5.2
glm-5.2-max - GLM 5.2 Max
I run two agents in the morning, I run two agents at night
I run two agents in the afternoon, it makes me feel alright
I run two agents in time of peace, and two in time of war
I run two agents before I run two agents, and then I run two more
codex is like grabbing a bull by the horns
claude code is like taming a stallion
pi is like a smooth waltz
made a lil @herdrdev plugin for seeing all running agents
helpful when in collapsed mode
prefix+a launch / switch to agent pane
very excited about this
herdr 0.7.0 is out, and it's a major one: it introduces plugins!
the idea is simple: herdr stays lean, and everything custom gets extended through plugins. shareable, scoped, built however you want, to fit your own flow.
with this release we're also shipping a few examples of what the plugin system can do. first up: a telegram plugin.
herdr already controls your agents and knows their status, so the plugin just hooks into agent events and pings telegram the moment one needs you.
notification lands → `herdr --remote` or ssh from your phone → straight back to the agent that needs you.
People are building fun stuff for you on the internet, again.
I am so here for it.
Can you build a team that goes 84-0? Play 84-0.com
Sorry I haven't reviewed your PR...
I must have missed the Slack message from the Linear app, the email from Github, the terminal notification from my agent monitor for tags, and the alert icon in Cursor












