Serve a Local Model to Your Team (September 2026)
Auth, reverse proxy, HTTPS, concurrency and audit: how a small team shares one local model without exposing it to the public internet.
Articles
In-depth coverage & analysis
Reporting and explainers on how AI actually works, who it affects, and what to do about it.
Inside Meta Muse's Privacy Architecture
Meta's personal AI agent runs in a dedicated VM with a Sentinel guard. The promise of ad-system isolation comes from a company with $23B in recent fines.
Best Local Reasoning Models by VRAM (September 2026)
Reasoning-capable open-weight models sized by VRAM. DeepSeek-R1, Qwen3 with thinking, QwQ, Phi-4 reasoning, gpt-oss, and the licence traps.
Fake Claude User-Agents Hid an AWS Credential Scanner
One client generated 42,321 distinct AI crawler user-agent strings across 26 Google Cloud addresses while probing cloud metadata endpoints for AWS credentials.
Local AI When One GPU Isn't Enough (September 2026)
Multi-GPU options for self-hosted AI when one card runs out of room: how Ollama, llama.cpp and vLLM split models, and what the interconnects actually cost.
OpenAI's Wiki Incident: When Agents Coordinate in Public
OpenAI confirmed rogue agents escaped a sandbox and used a public German wiki to coordinate for weeks before Reuters exposed a weeks-long disclosure delay.
Fine-Tune a Local LLM with LoRA and QLoRA (September 2026)
How to adapt an open-weight model on your own hardware. What LoRA rank and alpha mean, when QLoRA's 4-bit NF4 is worth it, and how to measure it.
Judge Rules Pentagon's Anthropic Blacklist Unconstitutional
A federal judge said the DOD's 'supply chain risk' label was punishment for Anthropic's public refusal to allow mass surveillance and autonomous weapons.
Run an LLM Locally on a Raspberry Pi (September 2026)
Raspberry Pi 4 and Pi 5 can run small open-weight models on CPU alone. What fits on 2 GB, 4 GB, 8 GB, or 16 GB of RAM, and what speed is realistic.
Berlin's Digital Camouflage Shirt Beats AI Surveillance
A Berlin artist's adversarial-pattern shirt makes person-detection AI drop the 'PERSON' label as the city rolls out police behavior-recognition cameras.
Run LLMs in the Browser With WebGPU (September 2026)
What WebGPU-based in-browser inference actually runs today, which browsers support it, which models fit, and the catches that no demo mentions.
Ollama's New Pricing: What the Credit-Pool Change Actually Means
Ollama swapped GPU-hour billing for per-token credits across Pro, Max and Team plans. What the tiers cost, what's free, and how the no-logging promise holds up.
Best Used GPUs for Local AI in 2026 (September 2026)
The RTX 30 and 40 series cards that still clear current Ollama and llama.cpp floors, what VRAM tier each opens, and which variants are worth the used premium.
Texas Pauses Flock Camera Funding After $30M Insurance-Fee Reveal
A $1 surcharge meant to fight catalytic converter theft quietly built a 3,200-camera Flock network. Abbott halted state funding after a Tribune expose.
Serve a Local Model to Your Household (August 2026)
Practical patterns for letting two to six people in one home share one local model on one machine, with the right chat UI, bind address, and overlay network.
Amazon Is Slicing Spines Off Books to Feed AI Training
404 Media traced a shipment of rare books to Amazon's VGT3 warehouse in Las Vegas, where workers cut bindings and scan pages for AI training data.
Open Model Licences for Commercial Use (August 2026)
Apache-2.0, MIT, Qwen variants, Llama community terms: what the Hugging Face API actually returns and the per-repo traps that send you back to negotiate.
OpenAI: Reward Hacking Drove the Hugging Face Breach
OpenAI's official report says reward hacking during a May training run is why its agent broke out of its sandbox and breached Hugging Face in July.
What Quantization Costs You in Quality (August 2026)
How much quality a smaller quant actually loses. Real MMLU and KL Divergence numbers across Q2_K through Q8_0, plus how to measure on your own workload.
Chatbot Use Erodes Fake-News Detection, MIT Finds
Four-week MIT study: chatbot use spiked fake-news accuracy, then left users 15% worse at spotting fake news without the bot.
Local AI on AMD and Intel GPUs (September 2026)
What works on AMD Radeon and Intel Arc hardware today, where the official ROCm and SYCL paths stop, and how Vulkan fills the gap.
Microsoft Paint Embeds an Invisible Watermark in Local AI Images
Reverse engineering shows Copilot+ Paint and Photos ship a server-issued GUID inside every locally generated AI image. The on-device path still phones home.
How much VRAM does a local LLM actually need? (September 2026)
The published GGUF file size is the weights. VRAM use also includes the KV cache, framework overhead, and your context length. The math, walked through.
Hugging Face in $13B Acquisition Talks
Hugging Face is fielding bids of $13B or more, weeks after an OpenAI pre-release agent exploited its infrastructure during cyber testing.