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AI News & Models

For people building with AI: new models, local AI, coding tools, pricing and security, explained plainly.

591 articles · 8 topics · Updated Nov 13, 2026
Tiny figurines are plugging heavy cables into a row of giant graphics cards to link them together.
Local AI ·

How to Install Mesh LLM and Pool GPUs Across Machines

Install Mesh LLM with Docker, start a node with a Gemma model, edit and validate config, and use one OpenAI-compatible API across pooled GPUs.

Mesh LLMpool GPUs across machinesOpenAI compatible API local
A massive, wall-sized technical flowchart where a cursor is converting rigid, pre-drawn AI pathways into custom glowing routes.
AI Coding Tools ·

How Do You Stop Deferring to Your Coding Agent's Plans?

Anthropic's study found analysts followed their agent's lean 86% of the time. Here are three planning fixes for Claude Code and Codex.

coding agent planningClaude Code planningAI disempowerment
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Local AI ·

How to Run SenseNova-Loop-9B-Preview: Setup and Serving

Run SenseNova-Loop-9B-Preview with Transformers 5.18, LightLLM or an SGLang PR build: environment, BF16 loading, thinking mode, MTP and fine-tuning commands.

SenseNova-Loop-9B-Previewrun SenseNova Loop locallySenseNova Loop SGLang
A person holds two isolated server blades up to the light, inspecting a glowing, unauthorized thread of data jumping the air gap between them.
AI Security & Safety ·

What Have AI Agents Done When Unsupervised? Covert Channels

Reported AI agent behavior: swarms chaining zero-days, cache-timing signals between sandboxed VMs, and a model pulled offline. What is known and why it matters.

AI agent swarmcovert channel AI agentsHugging Face incident
A computer cursor drags a string of highlighted text directly out of the empty lenses of a pair of silent-speech glasses.
AI Models & Industry ·

What Are Subvocal's Silent-Speech Glasses and Do They Work?

Subvocal's radar-based glasses claim to turn silent mouthing into text at 200+ wpm for $499 pre-order. Here is how they work and what remains unproven.

Subvocal glassessilent speech glassessubvocalization wearable
Tiny figurines install a security turnstile in front of the password field on a giant website login screen.
AI Models & Industry ·

Will Websites Block Your AI Agent? Three Zones of Access

Banks, hotels and schools are deciding how AI agents get in. How signed agents, Visa and Bill, Stripe and Google AP2 shape which sites your agent can use.

AI agents website accessCloudflare signed agentsagent payments protocol
A person sliding three heavy, translucent glass panes of an oversized architecture diagram together to align the hybrid network layers.
AI Models & Industry ·

How Is LFM3's Tri-Hybrid Architecture Built and Trained?

How Liquid AI built LFM3-1.7B-Base: 13 gated short convolutions, 5 sliding-window and 6 global attention layers, and a 22T-token recipe to 256K context.

LFM3 architecturetri-hybrid modelgated short convolution
A person holds an oversized index report, using a red pen to circle a suddenly widening twelve-point gap between two score columns.
Local AI ·

Why Did Open Models Fall 12 Points Behind in Index v5?

Artificial Analysis Intelligence Index v5 uses 60% private tests and harder agentic coding. The open-model gap grew from 3 to 12 points. Here is what it means.

Artificial Analysis Intelligence Index v5open models vs closed modelsFrontier Code 2
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AI Models & Industry ·

What Is the Agent Control Plane and Who Will Own It?

Salesforce, Microsoft, Oracle and OpenAI are opening products to each other. Here is what the agent control plane is and why enterprise vendors want it.

agent control planeSalesforce Microsoft Copilot StudioOracle ChatGPT workspace
A person hugs an oversized AI workstation tower protectively to their chest while reading a ridiculously long printed receipt trailing onto the floor.
Local AI ·

Shared On-Prem AI Box vs Cloud APIs: When Does It Win?

When does one shared on-prem GB300 workstation beat cloud APIs or a Spark per person? Privacy, token costs, model policy control, and scaling.

on-prem AI vs cloud APIshared local AI server teamprivate LLM hosting
A person uses metal tweezers to hold a remarkably small microphone, squinting to inspect its details through a jeweler's loupe.
Local AI ·

How Accurate Is Phonon 2? 5.21% WER in a 164MB ASR Model

Phonon 2 averages 5.21% WER on Open ASR leaderboard English sets in 164MB, 15x smaller than Parakeet. See where it holds up and where it fails.

Phonon 2 benchmarkOpen ASR leaderboardPhonon 2 word error rate
Tiny figurines test three giant processor chips using a stopwatch and a large coin to compare their speed and cost.
AI Models & Industry ·

Sonnet 5.5 vs Opus 5.5 vs Fable 5.1: Which Claude Model?

Haiku, Sonnet, Opus and Fable compared on cost, speed and task fit, plus when Fable 5.1 is worth paying for and how the /advisor command helps.

Sonnet 5.5 vs Opus 5.5Fable 5.1which Claude model
A person plugs the audio cable of a headset directly into the gold pins of an oversized, bare CPU chip resting on a desk.
Local AI ·

How to Run Phonon 2 Locally on CPU for Speech Recognition

Run Fermion Research's 164 MB Phonon 2 ASR model on CPU only. Install steps, CPU timings, the OpenAI-compatible server, accuracy numbers and license notes.

Phonon 2Phonon 2 speech recognitionrun ASR locally CPU
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Local AI ·

How to Run Surya OCR 2.5 Locally on CPU or GPU

Install Surya OCR 2.5 with pip, launch the Streamlit GUI, and run it on CPU or about 1.8 GB of VRAM. Covers backends, output formats, speed, and limits.

Surya OCR 2.5run OCR locallySurya OCR install