1_DevOps'ish

1_DevOps'ish

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Armur-Ai/Pentest-Swarm-AI: Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go, Claude API, and 7+ native security tools.
Armur-Ai/Pentest-Swarm-AI: Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go, Claude API, and 7+ native security tools.
Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitor...
·github.com·
Armur-Ai/Pentest-Swarm-AI: Autonomous penetration testing using a swarm of AI agents. Orchestrates recon, classification, exploitation, and reporting specialists with ReAct reasoning — supports bug bounty, continuous monitoring, and CTF modes. Built with Go, Claude API, and 7+ native security tools.
Kubernetes Autoscaling
Kubernetes Autoscaling
Workload and node autoscaling in 2026
·justingarrison.com·
Kubernetes Autoscaling
GGUF vs MLX: A Decision Guide, Not Another Benchmark | Muhammad
GGUF vs MLX: A Decision Guide, Not Another Benchmark | Muhammad
If you run local LLMs on a Mac, you keep getting asked to choose between a GGUF file and an MLX build of the same model. Here is how to actually decide, in f...
·muhammadraza.me·
GGUF vs MLX: A Decision Guide, Not Another Benchmark | Muhammad
Fedora 43 Upgrade revealed 20 years old Outlook Security Bug - Fedora Magazine
Fedora 43 Upgrade revealed 20 years old Outlook Security Bug - Fedora Magazine
Yes, the Fedora 43 upgrade brought an interesting revelation for all Outlook users—one that Microsoft is unlikely to be thrilled about. Outlook was not encrypting email connections, even though SSL/TLS was clearly enabled in the account settings. It looks like, that bug dates back to at least Outlook 2007, which is the oldest Outlook version […]
·fedoramagazine.org·
Fedora 43 Upgrade revealed 20 years old Outlook Security Bug - Fedora Magazine
Coreutils for Windows from Microsoft
Coreutils for Windows from Microsoft
Build is one of our favorite moments each year - a chance to connect with the global developer community and share what we’ve been building. Over the past year, we have connected with many developers pushing the boundaries of what’s possible on
·blogs.windows.com·
Coreutils for Windows from Microsoft
Bringing Gemma 4 12B to your Laptop: Unlocking Local, Agentic Workflows with Google AI Edge
Bringing Gemma 4 12B to your Laptop: Unlocking Local, Agentic Workflows with Google AI Edge
Google DeepMind’s Gemma 4 12B model brings agentic, multimodal AI capabilities to everyday laptops with 16GB of RAM, enabling local data processing and visual insight generation. Users can leverage this model on macOS through the Google AI Edge Gallery for dynamic Python code execution and visualization, as well as via Google AI Edge Eloquent for completely offline voice dictation and text editing. Additionally, developer workflows are enhanced by the LiteRT-LM CLI's new serve command, which creates an industry-compatible local endpoint to power fully-local AI tools and agents.
·developers.googleblog.com·
Bringing Gemma 4 12B to your Laptop: Unlocking Local, Agentic Workflows with Google AI Edge
Nobody Won the Token Race: The AI Bill Nobody Capped
Nobody Won the Token Race: The AI Bill Nobody Capped
Uber burned its AI budget in four months chasing token leaderboards, then capped engineers at $1,500. We never hit a limit. The plan is the variable
·techtrenches.dev·
Nobody Won the Token Race: The AI Bill Nobody Capped
Uber Caps Usage of AI Tools Like Claude Code to Manage Costs
Uber Caps Usage of AI Tools Like Claude Code to Manage Costs
I wrote the other day about Uber blowing its 2026 AI budget in four months, and how that wasn't particularly surprising given they would have set that budget in 2025, …
·simonwillison.net·
Uber Caps Usage of AI Tools Like Claude Code to Manage Costs
Codex Discovered a Hidden HTTP/2 Bomb
Codex Discovered a Hidden HTTP/2 Bomb
14 years ago, I helped break HTTP header compression, then was asked to review the fix, which became part of HTTP/2. Life has come full circle: today we're releasing an attack I missed.
·blog.calif.io·
Codex Discovered a Hidden HTTP/2 Bomb
A Post-Quantum Future for Let's Encrypt
A Post-Quantum Future for Let's Encrypt
Let’s Encrypt is committed to a post-quantum-safe Web PKI. The path we’re planning to take is Merkle Tree Certificates (“MTCs”), a new approach that adds post-quantum authentication to the web without sacrificing the speed and reliability that have made TLS universal. This post is about these plans and why we believe MTCs are worth pursuing as a key to a post-quantum future. An increasingly urgent problem For much of the last several years, the conversation about post-quantum cryptography has been a conversation about encryption. The reasoning was straightforward: an attacker who records encrypted traffic today might be able to decrypt it years from now once quantum computers can break the underlying math. Authentication, the part of TLS that indicates a server is who it says it is, has been a less urgent problem. A quantum computer needs to forge a signature in real time, not retroactively, so threats to authentication hinge on the existence of a cryptographically relevant quantum computer (CRQC).
·letsencrypt.org·
A Post-Quantum Future for Let's Encrypt
Espionage Campaign Targeted Stock Exchange Executive for Five Months
Espionage Campaign Targeted Stock Exchange Executive for Five Months
Unknown attackers stole a senior executive's Outlook mailbox in incremental batches, exfiltrating through Dropbox and OneDrive Personal to keep the traffic indistinguishable from legitimate activity.
·security.com·
Espionage Campaign Targeted Stock Exchange Executive for Five Months
How GitHub plans to win developers back
How GitHub plans to win developers back
For much of the past year, GitHub has not been the stable utility developers had long gotten used to. Outages,
·thenewstack.io·
How GitHub plans to win developers back
rsync and outrage
rsync and outrage
I gave up blogging a long time ago (apart from an occasional thing about ArduPilot), I tend to just write code and hope people find it…
·medium.com·
rsync and outrage