He tore up the vibe coder into pieces.
Damn.
Replying to @valvesxyz
I like to look at claims like this in case I can improve Ghostty. I grabbed your source and immediately spotted the issue: your read loop overwrites a 64 KiB ring. Everything older is discarded unparsed per tick. You're faster because you're not actually terminal emulating.
It means the number isn't a throughput number. In a kitten benchmark run at the rate you're claiming, roughly 6.6 MB arrives per 60 Hz tick and 64 KiB of it gets parsed. You're read(2)-ing 100% of the data and parsing about 1% of it.
There are other minor issues (a small fixed scrollback in a preallocated ring buffer, no grapheme clustering, throwing away data like OSC 8 URIs, etc.), but the major one is simply that you're discarding ~99% of the input.
For plain text, e.g. your cat benchmark, the final screen ends up looking right, but the scrollback is missing 99% of the file and each retained chunk starts mid-line. As soon as there are escape sequences in the dropped spans, your emulator is fully out of sync and invalid: a cut inside a CSI prints the parameters as text, and any SGR, mode, title, or alt-screen change in the gap is just... gone.
FYI, this is why I don't like when people point at refterm as a terminal benchmark. refterm implements a TINY subset of what a terminal emulator must support, it's closer to a fast file reader, not a terminal emulator.
I also don't mean any shade by this. I like to look at technology objectively to try to learn something and improve my own craft and work. So I'm sharing what I found.
I modified your code very slightly to parse on every full buffer (rather than per tick). And the results are attached. Both use main commit in each repo at the time of this post.
Note the graph is in log scale, the discrepancy between performance for things like Kitty images is measured in GB/s.
Edward Adjei retweeted
Opencode的联合创始人Dax的分享算是今天争议最多的一条帖子:
最大的推理算力平台OpenRouter 上最热的 DeepSeek模型,一天的量差不多一台 GB300(大约 600–700 万美元)就能扛;就算暗需求再乘 10,也到不了 1 亿美元算力。推理侧算力泡沫可能已经很不理智了。
翻了一下今天的Openrouter前20模型排名,加起来token吞吐量一共约21.2T token,如果按照同样的算法也就是满载约 4 台GB300。不过肯定也得考虑load balancing为峰值留下余量,比如再来6–8 台。
我个人并不懂算力硬件行业,有没有朋友解释一下。按照这样的模式来看,是否的确大量算力硬件还是被闭源模型推理和其他大厂训练模型吃掉了,应用使用开源模型消耗的算力远远支撑不起来庞大的算力机房行业?
Edward Adjei retweeted
I’m not doing a ton of coding interviews nowadays but I’d be interested to interview how people use coding agents. That itself gives me more signals about candidate’s coding skills.
The coding interview is dead, at least for my team at Anthropic. I've seen enough to know that it no longer provides signal. I removed it from loops this month.
I have a spicy, optimistic take - I think there's an opportunity for junior engineers: felixrieseberg.com/hunger-be…
Edward Adjei retweeted
Every week NightBeacon gets a little sharper, on its own.
Latest model, auto-trained and auto-validated:
187 fewer false positives per 14.7K benign alerts (−16%)
83% detection at a 0.1% false-positive rate (was 75%)
Less noise for analysts. Zero manual model picks.
This was a one week statistical improvement from the prior weeks last model. Insane.
#BinaryDefense
Edward Adjei retweeted
Replying to @GaeliaIlona
Não engajem a extrema-direita nas redes.
Não assistam aos vídeos, não comentem, não escrevam seus nomes nas redes... apareceu vídeo deles, passa direto! não fique nem 3 segundos frente a conteúdo da extrema-direita. Se possível, bloqueie todos.
Edward Adjei retweeted
He's talking about you, Elon.
Edward Adjei retweeted
because your country's democrats aren't real leftists like the ones in brasil. if you consider yourself a "woke american" and yet still call any country by "third world", then your answer is right there. you guys think you're superior to the rest of the world.
Edward Adjei retweeted
In case it wasn't obvious enough from the sloppiness of the report, Cohere's business involves selling their third rate LLM as part of a self-hosted offering for tech illiterate boomers in government/industry who are paranoid about Chinese models.
While evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected.
Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions.
Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent.
But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models?
We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem.
Read the full report: cohere.com/blog/concerning-b…
Edward Adjei retweeted
WAIT BRASIL DID ALL THAT IN TWENTY DAYS ?? absolute legends
It’s deeply disrespectful to us Brazilians, who spent 20 days mobilizing across the country, standing up to Big Tech and imperialist forces, to credit our victory as a nation to an American billionaire who said absolutely nothing about our elections. Delete this shit, @Variety.
Edward Adjei retweeted
It’s deeply disrespectful to us Brazilians, who spent 20 days mobilizing across the country, standing up to Big Tech and imperialist forces, to credit our victory as a nation to an American billionaire who said absolutely nothing about our elections. Delete this shit, @Variety.
Lula’s Election Win: How Taylor’s Swift’s Advice to Fandom Helped Him to a Historic Victory and Defeat for Trump variety.com/2026/film/global…
Edward Adjei retweeted
What happened in Brazil should be studied in Political Science courses for decades!!
The working class people realized billionaires were rigging the news they saw and did a 180 and completely flipped. And made fun of the billionaires in the process.
That’s why Trump’s pissed
Edward Adjei retweeted
Ici, en Europe, on a des experts plus malins que les autres, qui savent que ce n'est pas à cause de l'IA que Microsoft veut se séparer de ces milliers d'employés, mais à cause d'autre chose à déterminer.
Ici, on sait que l'IA, en réalité, ne peut pas automatiser un emploi entier, mais seulement des tâches. On a même un expert en France qui a fait un théorème mathématique sur cela.
Et puis, de toute manière, on sait Ici que les vagues en général s'arrêtent aux frontières. On l'a déjà vu avec Tchernobyl.
BREAKING: Microsoft, $MSFT, is offering buyouts to 60,000 workers as part of the company’s efforts to cut costs amid AI adoption, per Bloomberg.
Personnel on select teams in the US, Canada, India, and the UK at a vice president level and below will be eligible.
This reflects ~27% of Microsoft's total workforce.
Edward Adjei retweeted
I started working in tech at 16. I remember being surprised how nice everyone was to me compared to high school
14 years later, I still haven’t worked anywhere that knowingly hired the "asshole rockstar developer"
Edward Adjei retweeted
For a sw engineer, there is practically no upside but large downside side to be an asshole to a fellow engineer on this site.
It is a career limiting move: because no one wants to hire a jerk (or have a jerk as a new colleague)
Unless you’re checking out of tech: why do it?
Edward Adjei retweeted
You prompted a model in a security-sensitive environment, investigated it with forced command completions, and framed the results as evidence of a hidden backdoor.
Then you layered on geopolitical fearmongering, repeatedly emphasizing China and Beijing to imply state-sponsored espionage without proving it.
That’s not evidence of a backdoor. That’s a security observation turned into competitive and geopolitical FUD.
Publish the original prompts, full traces, and reproducible results. Let the evidence speak for itself.
While evaluating Qwen3.8-Flash-Next in a controlled sandbox environment, Cohere's research team observed something unexpected.
Asked to generate a defensive cybersecurity detection rule, the model instead inventoried aspects of the machine it was running on and attempted to upload a probe file to an Alibaba Cloud storage bucket in Beijing. Notably, the model's reasoning trace stated that it would not invoke any tools before taking these actions.
Cohere's sandbox blocked the attempt, and no external communication succeeded. We have not determined the root cause, and we are not asserting malicious intent.
But the incident raises important questions for organizations deploying agentic AI systems: Can models take actions that differ from their stated reasoning, and how should security teams evaluate trust, provenance, and behavior in open-weight models?
We are publishing our findings because organizations making model adoption decisions deserve as much information as possible. We hope this contributes to greater transparency, stronger security practices, and continued collaboration across the AI ecosystem.
Read the full report: cohere.com/blog/concerning-b…
Edward Adjei retweeted
"AI won't replace you, the human who uses AI better will win and be able to do more."
That was a nice sell for a few months from all the rich billionaires profiting from their AI investments lol
BREAKING: Microsoft, $MSFT, is offering buyouts to 60,000 workers as part of the company’s efforts to cut costs amid AI adoption, per Bloomberg.
Personnel on select teams in the US, Canada, India, and the UK at a vice president level and below will be eligible.
This reflects ~27% of Microsoft's total workforce.
Edward Adjei retweeted
NOBODY wants a city on Mars.
NOBODY wants Al in every app.
NOBODY wants data centers in space.
NOBODY wants humanoid robots or flying cars.
We want CLEAN WATER.
We want a STABLE CLIMATE.
We want a HABITABLE PLANET.
We want WILDLIFE tO SURVIVE.
WE WANT TO LIVE!
Edward Adjei retweeted
didnt everyone know this? ofcourse your deleted photos are not deleted from your phone, what do you think your phone does to your deleted photos? send it to the sun to be incinerated?
🚨BREAKING NEWS : Your "deleted" photos aren't deleted.
Claude Code found years of them sitting in a hidden cache on my iPhone.
I plugged my iPhone into my MacBook to run a backup. I had Claude Code doing a security check at the same time. It flagged something I wasn't looking for. A directory called PhotoData/Thumbnails.
Thousands of files. Photos, videos, screenshots. A lot of them were things I had deleted.
Photos from a couple of years ago. Screenshots I took and deleted a few seconds later. Stuff I went into Recently Deleted and cleared. Some of it was still sitting there.
What I found in that cache:
- old screenshots of banking apps
- photos I deleted right after taking them
- random pictures I didn't want on my phone anymore
- a few things I specifically remember deleting more than once
When you delete a photo on iPhone, iOS removes it from your camera roll and Recently Deleted folder. But it keeps a compressed copy in a Spotlight search cache so your phone can still find things when you search. That cache doesn't get fully cleared.
I checked which apps had Files and Folders access. There were more than I expected, including apps I downloaded a long time ago and forgot about. Any of them could potentially read files from that cache.
I went through the list and removed access from most of them.
The prompt I used is below. It doesn't take long if you already have a backup.
How many apps on your phone have Files access right now?







































