Blog
Tips, guides, and insights on AI teammates, smarter support, and building better teams.

Inkling-Small review: a quarter the size, and mostly as smart
A hands-on Inkling-Small review: it out-codes its own 975B parent at a quarter the size and a quarter the price, and then falls off a cliff on factuality. Here's what that trade actually costs you.

DeepSeek V4 Flash review: one model, two personalities
A DeepSeek V4 Flash review built on the numbers both scoreboards publish. The cheap run and the smart run are the same weights, and that changes the verdict.

FLUX 3: what Black Forest Labs actually shipped
FLUX 3 is one model for image, video, audio and robot actions. It also has no API, no price and no open weights yet. Here is what you can and cannot get.

LongCat 2.0 review: a real workhorse with one hard blocker
I graded LongCat 2.0 on seven things a buyer actually cares about, using Meituan's own files and the people who ran billions of tokens through it. It scores well on six.

DeepSeek V4 Flash pricing: what you'll actually be billed
DeepSeek V4 Flash lists at $0.14 in and $0.28 out per million tokens. Real users have posted blended rates under a cent. Here is what decides which one you get.

Gemini Robotics 2: what DeepMind's own numbers show
Gemini Robotics 2 ships three models and a per-task success table where most scores sit under 80%. That table is the most useful thing in the release.

DeepSeek V4 Flash: specs, pricing, and what it's really for
DeepSeek V4 Flash costs $0.14 in and $0.28 out per million tokens, and it outscores DeepSeek's own expensive tier. Here's what the price card doesn't tell you.

LongCat 2.0: inside Meituan's 1.6T open-weight model
LongCat 2.0 is Meituan's MIT-licensed 1.6T MoE model, priced at $0.30 per million input tokens. I read every primary source to see what actually ships.

Pangram pricing in 2026: plans, credits, and API rates
Every Pangram price, allowance, and feature gate in one place, plus the credit-unit change that quietly halved the word ceilings on both paid plans.
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