Research library

Insights

Analysis of AI, automation, and software: what is changing, what holds up, and what it means for practical decisions.

173 articles · Page 3 of 15

Insight6 min read

GLM 5.3 Is a Two-Model Family With a Split License Strategy

GLM 5.3 pairs a 753B coding model with an MIT-licensed multimodal Flash model. The name is shared; the architecture and commercial terms are not.

Insight6 min read

Qwen3.8-Flash-Next Is a Qwen4 Architecture Preview. Its License Is the Catch.

Qwen3.8-Flash-Next activates 6B of 125B parameters and previews Qwen4. Its efficiency is notable; its commercial assistant license is restrictive.

Insight10 min read

Qwen3.8-27B Is the Open Model That Actually Fits Your GPU. Turn Down the Reasoning Dial First.

Alibaba's Qwen3.8-27B: dense 27B, Apache 2.0, 17GB quantized, ahead of Muse Glimmer on every shared benchmark. The default reasoning mode is the catch.

Insight10 min read

Cursor Launched a GitHub Rival on the Day GitHub Fell Over

Cursor's Origin puts repos, PRs and CI inside the editor, three days after SpaceX closed its $60B deal and on the day GitHub degraded for 7.5 hours.

Insight9 min read

A Month In, LM Studio Bionic's Cloud Charges What the Labs Charge. Its Subscription Is Still 'Coming Soon.'

LM Studio Bionic launched July 16 as an agent for open models. A month and eight releases in: what runs free, what the cloud costs, and what is unresolved.

Insight10 min read

DeepSeek Shipped V4-Pro, Then Raised Its Prices

DeepSeek V4-Pro went GA Aug 13, then API prices rose 1.5x to 12x on Aug 16 with peak/off-peak tiers. Old vs new rate table and the cost-planning fallout.

Insight9 min read

Anthropic Flipped Claude Code to Auto Mode Because You Were Approving 97% of Prompts Anyway

Claude Code auto mode is now the default on Pro, Max and Team. Its study says humans caught 13.6% of bad commands. What to audit before trusting it.

Insight9 min read

DeepSeek Open-Sourced the Harness That Graded Its Own Benchmarks

DeepSeek Harness (dsh) is MIT-licensed and model-agnostic. It is also the software that produced V4-Pro's Terminal-Bench and DeepSWE scores.

Insight10 min read

Qwen3.8-Max's Weights Are Here. The License Isn't Apache and the Checkpoint Isn't the Product.

Alibaba's Qwen3.8-Max weights are live: a text-only, thinking-only checkpoint under a custom license with a $50M commercial gate. Read both before hosting.

Insight10 min read

The Median Business Spends $12 Per Employee on AI. The Median Worker Saves Under Two Hours.

Ramp's August AI Index and the Census Bureau's worker survey landed a day apart. Both say adoption is broad, spend is cheap, and time saved is modest.

Insight9 min read

Anthropic Is Watermarking Every Word Claude Writes. It Can't Tell You Who Wrote It.

Anthropic now watermarks Claude's text output worldwide. What the invisible mark actually proves, what strips it, and why detection isn't live yet.

Insight10 min read

Nvidia's Nemotron Pitch Is a Router That Stops Paying Frontier Prices for Easy Subtasks

Nemotron 3.5 Lightning is a 30B MoE with 3B active, but the open NeMo Switchyard router beside it is Nvidia's real product. How it decides, where it fails.