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Mistral Large 4 Coding Test: Can "Le Chonk" Finish What It Starts?

Mistral Large 4 (Le Chonk) faced eight agentic coding tasks in Open Code. Here's how it scored, where it failed, and where it impressed.

Mistral Large 4Le ChonkMistral coding benchmark

Step 5 Preview Pricing: API Costs and October 15 Weights Release

Stepfun's Step 5 Preview API pricing per million tokens, cached input discounts, and the planned October 15 open-weight release explained.

Step 5 preview pricingStepfun API costStep 5 weights release date

Step 5 Preview Tested: Stepfun's MoE Model Scores 83.75% on Kingbench

Stepfun's Step 5 Preview MoE model takes on eight Kingbench coding tasks, from an archery game to local Gemma fine-tuning, scoring 83.75%.

Step 5 previewStepfunKingbench

Turnstone: Orchestrating AI Coding Agents Across Local Hardware

Turnstone lets you distribute AI coding agent tasks across DGX Station, GB10 clusters, and RTX Pro 6000 rigs. Here's how it actually works.

Turnstone AIDGX Stationlocal AI agent orchestration

What Is an AI Harness? Claude Code and Codex Explained

AI harnesses like Claude Code and Codex control how models act. Learn the five components: context, memory, tools, verification, permissions.

AI harness explainedClaude Code vs Codexwhat is an AI harness

How to Mash Up Two Games With AI Using Universal Moder

A practical look at Universal Moder, the GitHub skill that lets coding agents merge two owned games into one playable mod.

Universal ModerAI game modDoom Skyrim mashup

AI Just Published 722 Math Proofs. Who Checks Them?

OpenAI released 722 AI-generated math manuscripts in one month. Here's why verifying them matters more than the results themselves.

AI proof verificationlean verification mathAI scientific discovery

Aleph Alpha Kolibri 1: Germany's Open-Weight MoE Reasoning Model

Kolibri 1 is Aleph Alpha's 78B mixture-of-experts model for German and English, with 1M-token context and Apache 2.0 licensing.

Kolibri 1Aleph AlphaGerman AI model

Google EmbeddingGemma 2: How One Model Embeds Text, Images, and Audio

Google's EmbeddingGemma 2 maps text, images, video, and audio into one 768-dim vector space under Apache 2.0. Here's how it actually works.

EmbeddingGemma 2Google embedding modelmultimodal embeddings

Hark by Figure: Pricing, Free Trial, and What It Actually Does

Figure, the humanoid robot company, launched an AI assistant called Hark at $100/month with a free trial. Here's what's known so far.

Hark AI assistantFigure AI Hark pricingFigure robotics assistant

Holo4 Benchmarks: How H Company's Agent Model Stacks Up vs Frontier AI

Holo4's OSWorld scores and cost-per-task compared to GPT-5.5 and Claude Opus, plus why the dense model beats the MoE variant.

Holo4 benchmarksOSWorldcomputer use benchmark

Is Holo4 Free to Use? License and Commercial Use Explained

Holo4's open weights from H Company are free to download, but licensing and API access affect what you can actually ship with them.

Holo4 licensenon-commercial licenseH Company API

Holo4: The Open-Weight Agent That Clicks, Codes, and Calls Tools

H Company's Holo4 is an open-weight agent model that chooses between GUI clicks, code execution, and MCP tool calls. Here's how it works.

Holo4H Companycomputer use agent

Run Kandinsky 6.0 Locally: RTX 4090 Guide to the Open Video Model

Kandinsky 6.0 is an open-source text-to-video model that runs on consumer GPUs. Here's how to install it locally or use it via Fal.ai.

Kandinsky 6.0run AI video model locallyRTX 4090 video generation

Kolibri 1 Benchmarks: How It Stacks Up Against GPT-OSS and GLM

Kolibri 1's MoE design and bilingual training compared against GPT-OSS, GLM-4.7 Flash, Nemotron, and Qwen on size and architecture.

Kolibri 1 benchmarkGPT-OSS comparisonGLM-4.5 Air

Mistral Large 4 (Le Chat): Hands-On Testing of the New Flagship

Mistral Large 4, aka Le Chat, tested on reasoning, vision, code security, and multilingual tasks against rivals like GLM 5.3.

Mistral Large 4Le ChatMistral benchmark

Mistral Large 4 "Le Chonk": Pricing, Specs, and Benchmarks Explained

Mistral Large 4, nicknamed Le Chonk, is a trillion-parameter open-weight model. Here's its pricing, architecture, and how it stacks up on benchmarks.

Mistral Large 4Le ChonkMistral open weight model

Mistral Large 4: Pricing, Access, and Open-Weight Release Date

Mistral Large 4 is live in API preview on Mistral Studio now, with open weights promised by month's end. Here's how access works.

Mistral Large 4 pricingMistral Studio APIMistral open weights release date

OpenAI's 722 Math Proofs: What Its Secret Model Actually Found

OpenAI released 722 math manuscripts from an unreleased model touching the Riemann hypothesis and Navier-Stokes. Here's what it actually shows.

OpenAI math modelquasi Riemann hypothesis AIOpenAI 722 proofs

Tencent Prism: Open-Source 2K Video AI Needs 80GB VRAM

Tencent's Prism generates native 2K AI video with audio from a single image, but its 80GB VRAM requirement keeps it out of consumer reach.

Tencent Prismopen source video model2K AI video generation

How to Run EmbeddingGemma 2 Locally With Sentence Transformers

Step-by-step guide to installing Google's EmbeddingGemma 2 locally, with measured VRAM use and text, image, and Matryoshka embedding tests.

run EmbeddingGemma 2sentence transformerslocal embedding model

Giving an AI Coding Agent Browser Access: Tiny Fish Setup and Pricing

How Tiny Fish's MCP server adds free web search, page fetch, and paid browser automation to DeepSeek Harness or any coding agent.

Tiny Fish web agentMCP server browser automationDeepSeek Harness web access

How to Build a Claude Agent That Thinks Like a Real Expert

A four-step method for turning a real expert's public writing into a Claude Code wiki and sub-agent that mimics their reasoning, not just their words.

Claude Code agentbuild AI personaClaude sub-agent tutorial

CodeAF Coding Agent: Running It Locally With Ollama, Tested

A hands-on look at CodeAF, the Go-based coding agent harness, tested locally with Ollama models and OpenRouter, including its crew and task-split features.

CodeAFOllama coding agentlocal coding agent