RaryTempo

Exploring the temporary frontiers of technology

CVE-2026-97631: The 16-Year-Old UEFI PXE Vulnerability That Threatens Most Servers on Planet Earth

Here’s a thought experiment. An attacker on your data-center VLAN wants to compromise a server that’s reinstalling its OS. They don’t need credentials, a phishing email, or an unpatched kernel — j......

Posted by Reda Fornera on 2026-11-01

firmware security UEFI CVE infrastructure

Mistral Large 4 Open Weights Ship: 1-Trillion-Parameter "Le Chonk" Lands on Hugging Face

Countdown over: Mistral Large 4 open weights are live After weeks of watching a Hugging Face repo that everyone knew existed, the Mistral Large 4 open weights are finally downloadable. Mistral rel......

Posted by Reda Fornera on 2026-10-31

llama.cpp llm hugging-face open-weights mistral mistral-large-4 le-chonk moe

GPT-6.1 Terra vs Claude Opus 5.5: What a 4× Price Cut Actually Buys You

GPT-6.1 Terra vs Claude Opus 5.5 is a repricing story first and a benchmark showdown second. On October 26, OpenAI repriced its Terra tier: GPT-6.1 Terra launched at $1 per million input tokens and......

Posted by Reda Fornera on 2026-10-29

benchmarks comparison llm claude-opus-5-5 openai anthropic gpt-6-1-terra price-cut cost-efficiency

Best New AI Developer Tools, Late October 2026: The Agent-Era Dev Stack Got Its Plumbing

For most of this year, “agentic coding tools” meant one thing: things that write code faster. The last week of October made a different argument. The best new AI developer tools of late October 20......

Posted by Reda Fornera on 2026-10-27

developer tools open source AI tools AI agents DevOps dev workflow game development agent security

Kimi K3.1 Pro: Moonshot's 2.8T (3T-Class) Open-Weight Model Nears Opus 5.5 — and Publishes What It Deleted

On October 23, Moonshot AI put a new flag in the ground: Kimi K3.1 Pro, which the company describes as its most capable 3T-class open-weight model to date, with a 1-million-token context window and......

Posted by Reda Fornera on 2026-10-25

open-source llm moonshot-ai kimi-k3-1-pro open-weights ai-safety terminal-bench

DeepSeek V4.1-Flash vs Reflection Beam: Two ~500B Open MoEs, Five Weeks Apart — Which One Actually Serves Cheaper?

DeepSeek V4.1-Flash vs Reflection Beam is the head-to-head this post settles — an open-weight MoE inference cost comparison built for self-hosters. It is a different axis entirely from our Claude C......

Posted by Reda Fornera on 2026-10-23

comparison deepseek reflection-ai deepinfer inference open-source-models kv-cache vllm

PHP Emergency Patch for CVE-2026-109618 and CVE-2026-109619: What We Know — and What to Make of the "PHP2Shell" Rumor

Today’s release, in one paragraph Today’s PHP emergency patch — an emergency security release the PHP security team has scheduled for Wednesday, 21 October 2026, at 14:00 UTC — will fix two vulnera......

Posted by Reda Fornera on 2026-10-21

vulnerability security php cve rce sysadmin

OpenCode API Key Breach: What the "Distillation Attack" Means for Your AI API Keys

Here’s the scenario that should keep AI-coding-agent users up tonight: a service you trust quietly holds copies of your OpenAI, Anthropic, and Google API keys — credentials billed directly to your ......

Posted by Reda Fornera on 2026-10-19

coding-agents opencode api-keys breach key-management incident-response

Meta Muse Wonder vs GPT-6.1 Sol: The 52–52 Tie, Split by Benchmark

Meta Muse Wonder vs GPT-6.1 Sol is the freshest head-to-head in frontier AI: two flagship models landed in the same two-week window, and Artificial Analysis rates their flagship API configurations ......

Posted by Reda Fornera on 2026-10-17

meta muse wonder gpt-6.1 sol model comparison ai api pricing llm benchmarks artificial analysis

Eight States Sue OpenAI Over ChatGPT Child Safety: Inside the State-Level Crackdown on AI Chatbots

If you’d asked AI-policy watchers where the next regulatory blow to OpenAI would come from, most would have guessed Washington. It came from Des Moines instead — and Lincoln, Phoenix, Helena, and L......

Posted by Reda Fornera on 2026-10-15

openai chatgpt child-safety ai-regulation ai-policy
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