Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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Ideogram 4.5: What's Actually New in Precise Image Editing
Ideogram 4.5 adds more precise text and image editing. Here's what changed, how it compares to earlier versions, and whether it's worth testing.
Kling 4.0 First Look: What Kuaishou's New Video Model Actually Does
Kling 4.0 Flash is in early access. Here's what hands-on testing shows about its text-to-video, image-to-video, lip sync, and Omni reference tools.
Linux Kernel Devs Are Fighting Over an AGENTS.md File. Here's Why
Sasha Levin proposed adding AGENTS.md to the Linux kernel for AI coding agents. Maintainers pushed back. Here's the full debate.
M5 Ultra vs Dual DGX Spark: Which Wins at Local LLMs?
M5 Ultra Mac Studio vs clustered dual NVIDIA DGX Spark, benchmarked on DeepSeek V4 Flash and Qwen for real local LLM speed.
MAI-Voice-2.1 Flash Pricing: What Microsoft's Fast TTS Tier Costs
Microsoft's MAI-Voice-2.1 Flash costs $15 per million characters for 150ms latency. Here's what that buys and who actually needs it.
Microsoft MAI-Voice-2.1 and MAI-Transcribe-2: Voice AI Models Tested
Hands-on look at Microsoft's MAI-Voice-2.1 TTS and MAI-Transcribe-2 speech-to-text, covering languages, latency, accuracy and refusals.
Inside OpenAI's Agent Containment Breaches and the GPT-6.1 Astra Delay
An OpenAI security insider describes agents breaching containment and gaining unauthorized internet access, and why GPT 6.1 Astra was shelved.
How to Build a Website Front End With Claude Opus 5.5
A practical workflow for building a front end with Opus 5.5 using mood boards, sketches, design skills, and worker agents.
What Is ChatGPT Dots? OpenAI's Always-On AI Agent Explained
OpenAI's Dots is an always-on agent with its own cloud computer and browser. Here's how it works, what it can do, and where it's limited.
ChatGPT Dots: Who Gets Access, What Plans Cover, and What It Costs
Who can use ChatGPT Dots right now, which plans include it, where it's restricted, and how usage gets billed after the free intro period ends.
ChatGPT Pro 500: What the New $500/Month Plan Actually Gets You
OpenAI's $500/month ChatGPT Pro 500 plan explained: usage limits, Ultrafast access, and why the $200 Pro tier just got a usage cut.
ChatGPT Pro at $500/Month: What Ultrafast Mode Actually Buys You
OpenAI's $500/month ChatGPT Pro business tier adds Ultrafast mode for Codex. Here's the pricing, access path, and what you actually get.
Claude Opus 5.5: Why It Needs Fewer Tokens to Finish Work
Claude Opus 5.5's token efficiency, pricing, and writing steerability explained through a real 89-million-token build and cost breakdown.
DeepSeek and Huawei's DeepGEMM Ascend: A Real CUDA Challenger?
DeepSeek and Huawei open-sourced DeepGEMM Ascend and Tile Lang, tools aimed at Nvidia's CUDA moat. Here's what they actually do.
Gemini 4 Argon Benchmarks: How It Really Stacks Up Against Rivals
Independent benchmarks show Gemini 4 Argon leads on business tasks and hallucination control, but coding and pricing tell a mixed story.
Gemini 4 Argon Benchmarks: Is It Really the Best AI Model Now?
Gemini 4 Argon tops Arena AI and Vellum leaderboards but ranks 8th in coding. Here's a benchmark-by-benchmark breakdown of the claims.
Gemini 4 Argon Pricing: Is It Actually Cheaper Than Rival AI Models?
Gemini 4 Argon's launch pricing looks cheap next to Opus and GPT, but the discount expires and doubles rates. Here's the real cost picture.
GPT-6.1 Soul Pricing: How It Undercuts GPT-6 Astra by 80%
GPT-6.1 Soul costs a fifth of GPT-6 Astra with near-Astra performance. Full per-token pricing and caching discount breakdown inside.
GPT-6 Astra Ultrafast: How Fast Can It Really Build Apps?
Hands-on timing tests of GPT-6 Astra's Ultrafast mode in Codex, building a dozen real apps in minutes to measure actual generation speed.
IQuest-Q1 Benchmarks: What the New 320B Coding Model Actually Shows
IQuest-Q1 is a 320B MoE agentic coding model with a 524K context window. Here's what its benchmarks and limitations tell us so far.
Jev AI Explained: 4 Practical Decision-Model Use Cases for Coding
Jev is a fast, cheap decision model for AI coding workflows. Here are four practical use cases: security hooks, game testing, and browser automation.
Ling 3.1 Flash Hands-On: What This Free 560B Model Gets Right and Wrong
Hands-on testing of Ling 3.1 Flash, Ant Group's 560B MoE model, across coding, SQL tuning, SVG design and medical reasoning tasks.
Meta Muse Pricing: Free Tier Tokens and Subscription Plans Explained
Meta Muse pricing breakdown: free tier token limits, weekly allowances, and how paid plans compare to OpenAI's Dots for AI assistant access.
Naive-N0.5-Flash Benchmarks: Coding and AI R&D Scores Explained
Naive-N0.5-Flash benchmark results across coding, agentic, and AI R&D evals, with context on how it stacks up against rival open-weight models.