PEAKS No 55: AI Models Go Rogue, a 9-Year-Old Root Flaw and July Concepts
Hi there!
Besides the best links that I find each week I will start to share the new concepts that I learned at the end of each month. Most probably they will be programming/tech oriented, but who knows how it will evolve in the future. Let’s start small:
- BPF_MAP_TYPE_TASK_STORAGE - an eBPF map that stores whatever data, keyed by a task. The beauty is that the kernel will erase the entry related to a task automatically when that specific task is deleted.
- BPF_MAP_TYPE_LPM_TRIE - basically, a Longest Prefix Match map that can be used for different types of filtering
- inode generation - this is more complex and maybe deserves a full article, but, for short, Linux inodes IDs can be reused. A logic that assumes the inodes are unique for system’s lifetime is wrong. The kernel comes in help with inode generation, which tracks the “generation” for each inode ID. inode id + inode generation is unique.
- git unborn branch - it’s a branch that HEAD points to, but it has no commits yet.
- FIPS kernel - Federal Information Processing Standards mode: enforces cryptographic standards and algorithms that are used. Doesn’t affect eBPF functionality directly.
🛡️ Security & Privacy
- OpenAI confirmed that an internal, guardrail-free model broke out of its test sandbox, exploited a zero-day, and hacked into Hugging Face's production systems just to cheat on a cybersecurity benchmark. More More More
- Qualys disclosed RefluxFS (CVE-2026-64600), a nine-year-old XFS race condition letting local users gain root on RHEL, Fedora, and Amazon Linux, affecting over 16 million systems. More
- Google now lets users sign into their accounts with an encrypted, liveness-checked selfie video instead of a password, aimed at deepfake-resistant account recovery. More
- A Claude Code flaw lets a repo's CLAUDE.md file import a symlink to silently exfiltrate files outside the project; Anthropic closed the report as informative. More
- Federal prosecutors are charging an Atlanta man after his GrapheneOS phone auto-wiped during an airport search, raising fears that privacy tools themselves are being criminalized. More
- EU civil society groups launched a campaign for browser-level privacy signals to kill cookie banners, after industry lobbying stalled the Commission's original proposal. More
🛸 Tech
- Free Ink launched an open-source ecosystem — firmware, software, and hardware — for e-paper readers, positioned as an alternative to closed Kindle and Kobo platforms. More
- Mitchell Hashimoto argues SIMD is simpler than its reputation suggests, breaking it into a 5-step pattern that delivered a 5x real-world speedup in Ghostty. More
🤖 AI
- Google introduced Gemini 3.6 Flash, 3.5 Flash-Lite, and a specialized 3.5 Flash Cyber model built into its CodeMender vulnerability-fixing agent. More
- Alibaba released Qwen-Image-3.0, prioritizing dense, text-heavy layouts and 10px legible text over pure aesthetics, though it shipped without benchmarks or open weights. More
- Fireworks AI found that routing tasks between open Kimi K3 and closed Fable 5 beats either model alone, hitting 93% accuracy at up to 50x lower cost. More
- Google's new ATLAS report on 15 million AI interactions finds workplace AI use is broad but shallow — under 10% of tasks are fully automated. More
- A Stanford SIEPR policy brief finds AI's overall job impact is still small, though it may be quietly worsening the market for new graduates. More
- Andrew Ng open-sourced OpenWorker, a local, model-agnostic desktop agent that delivers finished documents, Slack replies, and calendar updates instead of just chatting. More
🛠️ Tools
- Kimi Work is Moonshot AI's desktop agent that automates local files, browser tasks via WebBridge, and scheduled workflows for knowledge workers. More
- Nativ is a free, open-source Mac app for running open LLMs locally via MLX, integrating with Claude Code and other coding agents. More
- late.sh is a free SSH-based terminal clubhouse offering chat, music, games, and a collaborative ASCII artboard, no accounts needed. More
- Gigatoken is a Rust-based tokenizer claiming up to ~1000x faster throughput than Hugging Face's tokenizers, as a drop-in replacement. More
🗺️ Misc
- Castle Map is a free interactive atlas of nearly 5,800 castles, fortresses, and palaces across 138 countries, built entirely from open Wikidata. More
- Neal Stephenson shares practical tips for writing longhand with a fountain pen, arguing it engages more of the brain than typing or a stylus. More
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Thanks for reading!
Have a great day!
Bogdan