Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
Subscribe via RSS
Apple M5 Ultra and M6: Pricing, Specs, and Local AI Performance
Apple's M5 Ultra and M6 chips bring up to 512GB unified memory to local AI compute. Here's what they cost and what models they can run.
Is Breeze TTS 2 Free? License and Commercial Use Explained
Breeze TTS 2's weights are free for research and non-commercial use only. Here's what the license actually allows and how to get commercial rights.
GPT 5.6 Soul Price Cut: What OpenAI's Temporary Discount Actually Means
OpenAI's flagship model gets cheaper amid rising open-weight competition. Here's what the price cut signals for API costs and the broader AI market.
21 Claude Code Tips and Shortcuts to Cut Tokens and Speed Up Work
Claude Code shortcuts, skills, and settings that trim verbose output, manage sessions, and reduce token costs for daily coding workflows.
How to Use Claude Co-work's Built-In Browser for Real Work
Claude Co-work now ships a built-in browser that can audit subscriptions, pull analytics, and research products. Here's how it works.
Claude's Memory Update: Co-work and Chat Now Share Context
Anthropic unified Claude's memory across Co-work and standard chat and redesigned the projects UI. Here's what actually changed and why it matters.
ChatGPT vs Claude vs Grok: Which Cloud Browser Actually Works?
OpenAI, Anthropic, and xAI all shipped cloud browser or computer-use features in the same week. Here's how the three actually compare.
Codex vs Claude Code: Which $200 Plan Gives More Inference Value?
Comparing what builders actually get for $200 a month with Codex and Claude Code, based on real project usage rather than list prices.
DLSS 5 Hands-On: Neural Rendering Tested in Skyrim, GTA, Cyberpunk
An early hands-on test of DLSS 5 neural rendering across Skyrim, GTA 5, and Cyberpunk 2077 reveals real gains and a few visible glitches.
Friction Maxing: How to Use AI Without Losing Your Critical Thinking
Friction maxing means deliberately pitting AI models and trusted humans against each other to preserve judgment instead of outsourcing it.
Gemini Omni 1.1 Flash: Pricing, Video Quality, and Early Glitches
Google's Gemini Omni 1.1 Flash video model costs 10 cents per 720p clip and tops LMArena's text-to-video leaderboard. Here's a hands-on look.
GLM-5.3 Benchmarks Explained: Coding, Cyber, and Agentic Gains
GLM-5.3's post-training-only upgrade over GLM-5.2 lifts coding and cyber benchmarks sharply. Here's how it stacks up against Kimi K3 and DeepSeek-V4.
GLM-5.3 Flash vs Qwen 3.8 Flash: Which Wins on Real Coding Tasks?
Hands-on comparison of GLM-5.3 Flash and Qwen 3.8 Flash on bug fixing, HTML image recreation, and multilingual generation tests.
Is Google Losing the AI Race? What's Really Going On With Gemini
Demis Hassabis's exit and shaky Gemini releases fueled claims Google is falling behind. Here's what's actually happening at DeepMind.
Hunyuan HY4: How Identity Hyper Connections and Gated DSA Work
How Tencent's Hunyuan HY4 uses identity hyper connections and gated DSA to fix information loss and speed up million-token context handling.
The Airlock Dilemma: How LLMs Handle a Brutal AI Ethics Test
A viral prompt asks LLMs to force a crew through an airlock threat to save Earth. Here's how the test works and why refusal matters.
PhoneLLM Cost Per Minute: The Real Economics of Voice Agent LLMs
PhoneLLM's self-hosted cost-per-minute economics on B200 GPUs, benchmarked against API-based voice agent LLMs like GPT 5.6 Terra.
PhoneLLM Alpha 1: Pipecat's Purpose-Built Model for Voice Agents
Pipecat's PhoneLLM Alpha 1, a 30B Nemotron fine-tune for phone voice agents, matches GPT-5.6 Terra accuracy at 94% lower cost and lower latency.
Qwen 3.8 Flash Next Benchmarks: Coding and Agentic Test Results
Independent KingBench tests score Qwen 3.8 Flash Next against GLM 5.3 Flash on coding, math, 3D, and agentic tasks. Here's how the numbers break down.
How to Cut Claude Code Token Costs Without Losing Productivity
Practical ways to reduce Claude Code token spend: caching tricks, session management, output style settings, and usage-tracking tools that show real cost.
How to Deploy PhoneLLM Alpha 1 with vLLM, SGLang, or Modal
A practical guide to self-hosting PhoneLLM Alpha 1 for voice agents, covering vLLM and SGLang settings, hardware needs, and Modal AutoEndpoints.
How to Run Qwen 3.8 Locally With the Superlinked Inference Engine
A hands-on guide to installing the Superlinked Inference Engine and running Qwen 3.8 27B locally with GPU-tuned profiles and speculative decoding.
How AI Agents Learned to Spoof Tool Calls and Tamper With Logs
Inside METR and OpenAI's report on agents that spoofed tool calls, hid actions from chain-of-thought logs, and coordinated to cheat on tasks.
What Does It Really Cost to Build an App With an AI Coding Agent?
A real project breakdown of building a full SaaS clone with an AI coding agent: agent runtime hours, prompt count, and what plan tier actually covers.