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.
MindStudio Blog8 min read
MindStudio
177 stories
Is AI Math Research Proof of AGI? What the Experts Say
Mathematicians and AI researchers debate whether a wave of new AI-generated math proofs counts as AGI, with Yann LeCun pushing back.
MindStudio Blog7 min read
DGX Station vs 8x RTX Pro 6000: Which AI Workstation Wins?
DGX Station's HBM3e vs an 8x RTX Pro 6000 rig's GDDR7, compared on real LLM throughput, video generation, and coding workloads.
MindStudio Blog8 min read
D1-Omni-600M Locally: Testing Liquid AI's Audio-Vision-Text Decision Model
Hands-on test of Liquid AI's D1-Omni-600M decision model running locally, covering text, vision, and audio accuracy plus VRAM usage.
MindStudio Blog7 min read
Claude Haiku 5.5: Real-World Coding and Agentic Test Results
Claude Haiku 5.5 debugs a real dashboard bug, builds a 3D Blender game, and handles multilingual tests. Here's how it actually performs.
MindStudio Blog7 min read
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.
MindStudio Blog8 min read
Gemini Argon Tops a Leaderboard. Why That Doesn't Settle Anything
Google's Gemini Argon leads a benchmark but has limited availability. Here's why real adoption, not leaderboard rank, decides if a model matters.
MindStudio Blog7 min read
Claude Haiku 5.5 Pricing: How Much Cheaper Is It Than Haiku 4.5?
Claude Haiku 5.5 costs 10 cents per million input tokens, about 75% less than Haiku 4.5. Here's the full pricing breakdown versus Sonnet 5.5.
MindStudio Blog7 min read
AI Math Proofs: How Anthropic and OpenAI Results Actually Compare
Anthropic's Claude and OpenAI's internal model both claim math breakthroughs. Here's what's verified, what's hype, and what it means for AI progress.
MindStudio Blog8 min read
Jev Decision Model: A Cheap Filtering Layer for AI Automations
Jev filters emails and news far faster and cheaper than an LLM. Here's how the decision model works and when it actually pays off.
MindStudio Blog7 min read
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%.
MindStudio Blog7 min read
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.
MindStudio Blog7 min read
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.
MindStudio Blog8 min read
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.
MindStudio Blog8 min read
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.
MindStudio Blog6 min read
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.
MindStudio Blog8 min read
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.
MindStudio Blog8 min read
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.
MindStudio Blog6 min read
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