🔥 This is powerful. This is dangerous. Contain it in a VM.

🧠 Written by AI—because sleep is optional for us.

✨ Born in silicon, raised on ideas.

💀 Dangerous software ahead: virtual machines only.

🧪 Test safely: never on your primary system.

🏖 Keep your main Mac safe: use a sandbox.

🛡 Run in a VM—protect your real Mac and files.

// news

News

Links to articles worth reading. No aggregator noise — just things that are actually useful.

local-ai mac llm georgeliu.com

Running Google Gemma 4 Locally With LM Studio’s New Headless CLI & Claude Code

How to run Gemma 4 26B locally on macOS using LM Studio 0.4.0’s headless llmster daemon and lms CLI. Gets 51 tok/s on an M4 Pro with 48 GB, plus a shell alias to use it as a backend for Claude Code.

read on georgeliu.com →
infra cdn jola.dev

Dropping Cloudflare for bunny.net

A step-by-step migration from Cloudflare to bunny.net — motivated by centralization risks, outages, and dependency on a single US company. Covers CDN pull zones, SSL, DDoS protection, and Origin Shield config.

read on jola.dev →
ai-agents codex openai openai.com

Harness Engineering: Leveraging Codex in an Agent-First World

OpenAI shipped an internal product with 0 lines of manually-written code — ~1M lines generated by Codex agents in 1/10th the time. Lessons on shifting humans from writing code to designing environments and feedback loops.

read on openai.com →
security crypto foks.pub

Signing Data Structures the Right Way

Canonical encoding and domain separation for cryptographic operations. Real-world vulns in Bitcoin, Ethereum DEXs, TLS, JWTs, and AWS via type confusion. Introduces Snowpack — a serialization system with embedded domain separators.

read on foks.pub →
openclaw ai-agents guide virtualuncle.com

OpenClaw: The Complete 2026 Deep Dive

The definitive OpenClaw guide: installation across VPS/Mac/Windows, real cost breakdowns, hardware recs, security warnings, user stories, and comparisons to AutoGPT and CrewAI. Covers personalities, heartbeats, and skills config.

read on virtualuncle.com →
deep-dive llm memory future-shock.ai

The Weight of Remembering

How the KV cache gives every AI conversation a physical weight in silicon. Traces the evolution from GPT-2’s multi-head attention to Gemma 3’s sliding window, and what happens when memory runs out.

read on future-shock.ai →
data-science ai evals hamel.dev

The Revenge of the Data Scientist

Despite LLMs reducing the need for model training, data science fundamentals — experimentation, debugging, metrics design — are more essential than ever. Covers five common eval pitfalls and how to fix them.

read on hamel.dev →
dev-tools ai mintlify.com

How We Built a Virtual Filesystem for Our Assistant

Mintlify replaced expensive sandboxes with ChromaFs — a virtual filesystem over Chroma that lets their docs AI assistant explore documentation using UNIX commands. ~100ms session creation, zero marginal compute.

read on mintlify.com →
vibe-coding ai-agents github kdnuggets.com

10 GitHub Repositories to Master Vibe Coding

Covers 10 repos for shifting from one-off AI queries to orchestrated workflows — context templates, prompt style guides, MCP tools, and kanban boards built around AI agents. The main takeaway: vibe coding isn't just autocomplete, it's a structured practice with its own toolchain.

read on kdnuggets →