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

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.

A practical guide to Jira Service Management AI (2026)
Looking to leverage AI in Jira Service Management? Our 2026 guide explores the robust features of Atlassian Intelligence, from the virtual agent to Rovo, and how to get the most value for your support team.

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.

Pangram 4: how it reads a document and how to read the result
Pangram 4 explained from its own model card: the four classifier heads it runs in one pass, the output fields most people misread, and where it stops working.
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