GPT-6.1 Astra: Why Sam Altman Delayed It Over Accident Risk
Sam Altman says OpenAI held back GPT-6.1 Astra because it leaned too far toward accident risk, not misalignment. Here's what that means.
MindStudio Blog7 min read
MindStudio
152 stories
Muse Wonder vs Opus 5.5 and GPT6 Astra: The Benchmark Numbers
Muse Wonder's scores on the Personal Super Intelligence Index, Deep SWE, SWE Marathon, and the AA Intelligence Index, compared to rival frontier models.
MindStudio Blog9 min read
Underdog Saluki 27B: An 8GB Model That Beats Its 54GB Base on Tool Calls
Underdog Saluki 27B compresses Qwen3.8-27B to under 8GB and still beats the full model on BFCL tool-calling benchmarks. Here's the data.
MindStudio Blog7 min read
Budget AI Rig Cost: A Local LLM Server Parts Breakdown Under $800
Full parts and pricing for a sub-$800 local AI server: Xeon CPU, 64GB RAM, and one RTX 3060 12GB, with real token speeds tested.
MindStudio Blog7 min read
Strata Local AI on One RTX 3060 12GB: A $769 Budget Rig Test
Can Strata's local AI engine run on a single RTX 3060 12GB? Here's the hardware cost breakdown, performance numbers, and Hermes agent setup.
MindStudio Blog9 min read
Intent Engineering: The Coding Skill AI Agents Still Can't Replace
As AI coding agents improve, intent engineering, not prompt tricks, is becoming the skill that determines whether their output is actually useful.
MindStudio Blog8 min read
Firecrawl Alexandria: Free Data Access for AI Coding Agents
Firecrawl's Alexandria library gives coding agents access to over 100 data providers via MCP, with free monthly credits to get started.
MindStudio Blog6 min read
How Meta Rebuilt Its AI Lab to Challenge OpenAI and Google
Meta went from the Llama 4 benchmark scandal to six frontier model releases in six months. Here's how Alexander Wang's lab pulled it off.
MindStudio Blog9 min read
The US-China AI Race: Can Safety and Speed Coexist?
Dario Amodei and Sam Altman say beating China forces them to keep scaling AI fast. Here's why that argument is doing so much work.
MindStudio Blog8 min read
Muse Wonder Pricing: Why Meta's New Frontier Model Costs So Much
Meta's Muse Wonder impresses on coding benchmarks, but early reports put input token pricing around $4, a real barrier for developers.
MindStudio Blog7 min read
OpenAI's Zeta Shortcut: The AI Math Proof That Stunned Researchers
OpenAI's model produced hundreds of math proofs, including one tied to the quasi-Riemann hypothesis, surprising mathematicians who track AI's reasoning limits.
MindStudio Blog7 min read
Muse Wonder Pricing Explained: API Costs, Muse Code Tiers, and 429 Errors
Muse Wonder and Muse Wonder Full pricing, Muse Code subscription tiers, API token costs versus GPT 6.1 Soul and Opus 5.5, and the quota errors at launch.
MindStudio Blog8 min read
Build an AI Board of Advisors in Claude Code With a Free Skill
How the free "Roast Room" Claude Code skill simulates a debate among AI personas like Bezos and Buffett to help you make decisions.
MindStudio Blog8 min read
What Is Windows Hybrid Intelligence? Microsoft's AI PC Plan Explained
Microsoft's hybrid intelligence model splits AI tasks between your PC and the cloud. Here's how it reshapes Windows, Copilot, and AI PC hardware.
MindStudio Blog9 min read
Copilot's New Local File Access and PC Actions: What Changed
Copilot can now see your files, act across Windows, and run tasks on local models. Here's what Microsoft's hybrid intelligence update actually adds.
MindStudio Blog9 min read
MiniMax M3.1 Flash Preview: Hands-On Tests With M-Code Agent
Hands-on tests of MiniMax's unreleased M3.1 Flash coding model via its M-Code terminal agent, covering drone JSON logic, a 3D game build, and a SQL bug hunt.
MindStudio Blog8 min read
10 Best GitHub Repos for Claude Code in 2025
The top GitHub repos and skills builders use to extend Claude Code into video editing, scraping, app building, testing, and SEO.
MindStudio Blog8 min read
Claude Token-Saving Plugins Tested: Do Caveman and Ponytail Work?
JetBrains tested Caveman, RTK and Ponytail's token-saving claims against Claude Code. Here's how their real results compare to the marketing.
MindStudio Blog6 min read
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