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Week 44

7 stories in one edition, 26 to 26 October. Six days to go.

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Monday 26 October

Good morning. The PHP project says PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical flaws that can allow unauthenticated remote code execution, and it urges all PHP users to update immediately. Here is that story, and one more worth your time.

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toned down Safety 26 OCT

Stamos says attackers exploited PHP flaws before the fix; PHP urges updating now

CognitionOpenAIPHP
The PHP Bug's Stunning Consequences + Cybersecurity's Black October — With Alex Stamos: a video from Alex Kantrowitz on YouTubeVideo: Alex Kantrowitz on YouTube

Alex Stamos told the Big Technology Podcast (uploaded 23 October) that attackers use AI in some attacks and that the bug was found through an OpenAI-run project; he named no model.

SOURCEBig Technology Podcast (Alex Kantrowitz) · 2 sources
CHECKED26 Oct, 05:56
Safety watch read
The PHP Bug's Stunning Consequences + Cybersecurity's Black October — With Alex Stamos: a video from Alex Kantrowitz on YouTube Safety / 26 OCT

Stamos says attackers exploited PHP flaws before the fix; PHP urges updating now

  • PHP's 21 October advisory says PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical flaws that can allow unauthenticated remote code execution, and urges all PHP users to update immediately.
  • Stamos said "we now have evidence that bad guys started exploiting this well before the public release" and gave no source for that evidence (02:25).
  • Stamos described "dozens or hundreds of hackers of hacking groups attacking tens of millions of websites" (06:35); it is his own estimate, with no measurement.

The Big Technology Podcast episode, uploaded to YouTube on 23 October 2026, is titled "The PHP Bug's Stunning Consequences + Cybersecurity's Black October — With Alex Stamos". The video's description names Stamos as the chief information security officer at Cognition. The PHP project's own advisory of 21 October 2026 says PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical vulnerabilities that can allow unauthenticated remote code execution. Stamos said the bug is "a big deal because it is a pre-authentication remote code execution". He said "we now have evidence that bad guys started exploiting this well before the public release". He said the patch covers only the latest family of PHP, so sites on older versions face upgrades that can break them. He described "dozens or hundreds of hackers of hacking groups attacking tens of millions of websites". On AI, he said attackers are in some cases using it to run attacks, and that he has no good statistics on how widespread that is; he named no model. He also said the bug was found through a programme run by OpenAI, which the captions render as "Hack the Planet". Stamos said he runs an abliterated version of GLM-5.3 on a Mac Studio for exploit work, and described the open-weight models as a route by which these bugs would have been found anyway.

What it means for you Our view

If your servers run PHP, update to 8.5.12, 8.4.27, 8.3.36 or 8.2.35 today: the PHP project says every installation serving web requests is at risk, including PHP-FPM, Apache with mod_php, php-cgi, FrankenPHP and LiteSpeed. Stamos's account of earlier exploitation and of attacks on tens of millions of sites is his own and unmeasured, so it is a reason for speed, not a count. He also says upgrading older PHP versions can break sites. If you cannot update straight away, ask your host or vendor today which fixed release it will run and when, and test the upgrade on a copy first.

TAGSCognitionOpenAIPHP
toned down Models 26 OCT

Mistral releases Voxtral 3 speech models and a voice agent SDK

LiveKitMistralVoxtral
Illustration: A desktop audio mixing unit with faders and a dial; its green clip-on module stands for the voice agent kit added to the speech models.Illustration made with AI for ai notis

Mistral's page lists transcription in 50 languages from $0.0035 a minute, a text-to-speech model and a LiveKit-based voice agent SDK; the benchmark comparisons are Mistral's own.

SOURCEMistral AI · 1 source
CHECKED26 Oct, 05:57
Models read
Illustration: A desktop audio mixing unit with faders and a dial; its green clip-on module stands for the voice agent kit added to the speech models. Models / 26 OCT

Mistral releases Voxtral 3 speech models and a voice agent SDK

  • Mistral lists Voxtral Mini Transcribe 3 (batch) at $0.0035 per minute, Voxtral Small Transcribe 3 at $0.0040 and the realtime model at $0.008 per minute.
  • Mistral says Voxtral Small Transcribe 3 outperforms Whisper, Scribe v2 and Gemini 3.5 Transcribe, with a diarization cpWER of 18.4%; these are its own evaluations.
  • The voice agent API costs $0.04 per minute with Mistral Small 4 and $0.08 with a larger model; Voxtral 3 runs on Mistral's EU-hosted API or on your own infrastructure.

Mistral AI, a French company, describes Voxtral 3 as speech models plus a voice agent SDK. It is available through Mistral's EU-hosted API or for self-deployment, and the page gives per-minute prices for each model. The comparisons with Whisper and other systems are Mistral's own evaluations. The page does not say whether the weights are public and gives no licence.

What it means for you Our view

This is a launch with prices, and the comparisons with other systems are Mistral's own evaluations. The per-minute prices let you cost a transcription or voice-agent workload before testing, and the EU-hosted API matters if your data must stay in Europe. Run your own recordings, with your languages and accents, through Voxtral Small Transcribe 3 and your current system, and compare the errors before you move any workload.

TAGSLiveKitMistralVoxtral
Mistral AI · 1 source tap to close
NOTHING IN THIS FILTER No story today matches. open the archive →
That's today's news: two stories. ExplainedHow abliteration removes a downloadable model's refusals, and what it costs

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1 of 2
The PHP Bug's Stunning Consequences + Cybersecurity's Black October — With Alex Stamos: a video from Alex Kantrowitz on YouTube Watch on YouTubeVideo: Alex Kantrowitz on YouTube

Safety · 26 OCTnarrowed

Stamos says attackers exploited PHP flaws before the fix; PHP urges updating now

Alex Stamos told the Big Technology Podcast (uploaded 23 October) that attackers use AI in some attacks and that the bug was found through an OpenAI-run project; he named no model.

  • PHP's 21 October advisory says PHP 8.5.12, 8.4.27, 8.3.36 and 8.2.35 fix two critical flaws that can allow unauthenticated remote code execution, and urges all PHP users to update immediately.
  • Stamos said "we now have evidence that bad guys started exploiting this well before the public release" and gave no source for that evidence (02:25).
  • Stamos described "dozens or hundreds of hackers of hacking groups attacking tens of millions of websites" (06:35); it is his own estimate, with no measurement.
Checked 26 Oct, 05:56 · Big Technology Podcast (Alex Kantrowitz) · 2 sources
Illustration: A desktop audio mixing unit with faders and a dial; its green clip-on module stands for the voice agent kit added to the speech models. Illustration made with AI for ai notis

Models · 26 OCTnarrowed

Mistral releases Voxtral 3 speech models and a voice agent SDK

Mistral's page lists transcription in 50 languages from $0.0035 a minute, a text-to-speech model and a LiveKit-based voice agent SDK; the benchmark comparisons are Mistral's own.

  • Mistral lists Voxtral Mini Transcribe 3 (batch) at $0.0035 per minute, Voxtral Small Transcribe 3 at $0.0040 and the realtime model at $0.008 per minute.
  • Mistral says Voxtral Small Transcribe 3 outperforms Whisper, Scribe v2 and Gemini 3.5 Transcribe, with a diarization cpWER of 18.4%; these are its own evaluations.
  • The voice agent API costs $0.04 per minute with Mistral Small 4 and $0.08 with a larger model; Voxtral 3 runs on Mistral's EU-hosted API or on your own infrastructure.
Checked 26 Oct, 05:57 · Mistral AI · 1 source

You're all caught up

That's today's news: two stories.

ExplainedHow abliteration removes a downloadable model's refusals, and what it costs

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No story today matches. Open the archive
Today's stories 2 STORIES

Today's stories

Week 44 · 2 STORIES
  1. Safety · 26 OCT · narrowed

    Stamos says attackers exploited PHP flaws before the fix; PHP urges updating now

    The PHP Bug's Stunning Consequences + Cybersecurity's Black October — With Alex Stamos: a video from Alex Kantrowitz on YouTubeVideo: Alex Kantrowitz on YouTube

    Alex Stamos told the Big Technology Podcast (uploaded 23 October) that attackers use AI in some attacks and that the bug was found through an OpenAI-run project; he named no model.

    Checked 26 Oct, 05:56 · Big Technology Podcast (Alex Kantrowitz) · 2 sourcesRead

  2. Models · 26 OCT · narrowed

    Mistral releases Voxtral 3 speech models and a voice agent SDK

    Illustration: A desktop audio mixing unit with faders and a dial; its green clip-on module stands for the voice agent kit added to the speech models.Illustration made with AI for ai notis

    Mistral's page lists transcription in 50 languages from $0.0035 a minute, a text-to-speech model and a LiveKit-based voice agent SDK; the benchmark comparisons are Mistral's own.

    Checked 26 Oct, 05:57 · Mistral AI · 1 sourceRead

toned down Safety 26 OCT

Stamos says attackers exploited PHP flaws before the fix; PHP urges updating now

Alex Stamos told the Big Technology Podcast (uploaded 23 October) that attackers use AI in some attacks and that the bug was found through an OpenAI-run project; he named no model.

Big Technology Podcast (Alex Kantrowitz) · 2 sources·checked 26 Oct, 05:56
CognitionOpenAIPHP
The PHP Bug's Stunning Consequences + Cybersecurity's Black October — With Alex Stamos: a video from Alex Kantrowitz on YouTubeVideo: Alex Kantrowitz on YouTube
toned down Models

Mistral releases Voxtral 3 speech models and a voice agent SDK

Mistral's page lists transcription in 50 languages from $0.0035 a minute, a text-to-speech model and a LiveKit-based voice agent SDK; the benchmark comparisons are Mistral's own.

26 OCT · Mistral AI · 1 source

Explained

One idea behind the news
Safety How abliteration removes a downloadable model's refusals, and what it costs Abliteration edits an open-weight model so it stops refusing; Anthropic says doing it to GLM-5.3 cost roughly $4,400 and cut refusals from above 90% to about 3% and 2% on two benchmarks.
In brief 4 more today
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