Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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MiMo-V2.6-Flash-RL: Xiaomi's Efficient 309B Omnimodal Model
MiMo-V2.6-Flash-RL is Xiaomi's leaner 309B/15B-active MoE model, trading some benchmark points for speed against its Pro sibling.
How to Run Audio8 ASR Infinite Locally with vLLM or Docker
Step-by-step guide to self-hosting Audio8 ASR Infinite for 24/7 streaming transcription using Docker, vLLM, or Torch inference.
Is Hemmingway-1 Free? License and Commercial Use Explained
Hemmingway-1 is free for non-commercial use under CC BY-NC 4.0. Here's what that license permits, restricts, and how to license it commercially.
MiMo-V2.6-Pro-RL: Xiaomi's 1T-Parameter Agentic Model, Explained
Xiaomi's MiMo-V2.6-Pro-RL is a 1T-parameter MoE model trained with large-scale RL. Here's how it compares to Claude Opus 5 and GPT-5.6.
OrcaSAQ2 27B: 3-Bit Quantization That Barely Loses Fidelity
OrcaSAQ2 27B shrinks Qwen3.8-27B from 54GB to 12.3GB at 3-bit precision, holding perplexity loss to +0.02% for agent tasks.
How to Run OrcaSAQ2 27B on a 16GB GPU
OrcaSAQ2 27B compresses a 54GB model to 12.3GB with near-BF16 fidelity, letting a single 16GB GPU run vLLM agents at up to 90 tok/s.
Audio8 ASR Infinite: Open Streaming Speech Recognition That Never Stops
Audio8 ASR Infinite is an open-weight streaming ASR model built for 24/7 transcription. Here's how its rolling KV cache works and how it benchmarks.
Command Code Desktop App: Install Guide and First Look at Its Workflow
A hands-on look at Command Code's desktop coding agent app: install steps, plan/build workflow, design mode, and how its pricing compares to $200 plans.
Command Code Pricing: Go and Goat Plans vs $200 Codex/Claude
Command Code's $1 Go and $10 Goat plans explained: credit allowances, per-model limits, and how they stack up against $200 coding subscriptions.
GPT-6 Sol vs Claude Opus 5.5: Pricing Per Million Tokens Compared
GPT-6 Sol and Claude Opus 5.5 both launched September 22. Here's how their per-million-token pricing and benchmarks stack up.
Opus 5.5 vs GPT-6 Astra: What Each Task Actually Costs on the API
Real dollar costs and run times for Opus 5.5 and GPT-6 Astra across identical tasks, from website builds to video edits, using actual API billing.
Claude Opus 5.5 vs GPT-6 Astra: Which Wins on Real Tasks?
A 12-task hands-on comparison of Opus 5.5 and GPT-6 Astra on websites, video edits, decks, and cost per run, judged head to head.
Who Gets Credit When AI Solves a Math Problem Nobody Could?
AI models are solving open math problems, sparking fights over attribution, authorship, and whether humans still need to understand the proofs.
The Navier-Stokes AI Proof Controversy, Explained
An OpenAI model's claimed breakthrough on a Navier-Stokes problem sparked a credit fight. Here's what happened and why it matters.
Anthropic's Pacing the Frontier Strategy: What It Really Means
Anthropic pledged to slow its pace at the frontier, then released Opus 5.5 anyway. Here's what the strategy actually means going forward.
ChatGPT Sites: What OpenAI's No-Code App Feature Actually Does
OpenAI staff describe how ChatGPT's new app-building capabilities let non-technical people create interactive tools just by describing what they need.
Claude Opus 5.5 Pricing and Rate Limits: What Actually Changed
Anthropic cut Opus 5.5 API pricing on input, output, and cache tokens, and added rate-limit resets. Here's what's different from Opus 5.
Claude Opus 5.5: Benchmarks, Pricing, and Real-World Performance
Anthropic's Opus 5.5 explained: terminal bench and GDPval scores, 40% lower cost per task, and how it performs in hands-on coding tests.
Firecrawl's Developer Index: Better Web Search for Coding Agents
Firecrawl's Developer Index feeds AI coding agents live GitHub issues, PRs, and changelogs instead of stale blog posts from general web search.
How to Run MiMo-V2.6-Flash-RL Locally with vLLM or SGLang
A deployment guide to MiMo-V2.6-Flash-RL, Xiaomi's 309B MoE model with 15B active params, covering SGLang and vLLM setup.
MiMo V2.6: Xiaomi's Open Model Trained Live for $3.5M
Xiaomi's MiMo V2.6 Pro and Flash are open-weight models trained in a livestreamed RL run, rivaling GPT-5.6 and Claude Opus on coding benchmarks.
Are AI Labs Hiding Solved Math Problems? Scott Aaronson's Claims Explained
Scott Aaronson says OpenAI and Anthropic may be sitting on unpublished math breakthroughs after backlash over a Navier-Stokes proof claim.
How OpenAI's Codex Turned Computer Use From Party Trick to Tool
OpenAI engineers explain how Codex's computer-use feature clicks, browses and fills forms across your desktop, and why it took years to get reliable.
Opus 5.5 vs GPT-6 Sol: Which Model Wins Real Tasks?
A hands-on test of Opus 5.5 vs GPT-6 Sol across websites, video edits, and dashboards, comparing quality, speed, and cost per task.