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

Inception Mercury 3 pricing: launch vs list price, and what a task really costs
Inception Mercury 3 pricing in full: the $0.10/$0.35 launch rate, the $0.20/$0.70 list price behind it, cached input, free tokens, and real cost per task vs rivals.

Inception Mercury 3: the 1,000 token-per-second diffusion LLM, explained
Inception Mercury 3 is a diffusion LLM that writes whole drafts at once. What it is, how fast it really runs, Inception's benchmarks, price and who should use it.

Elorian Glimpse: the visual thinking model that looks twice, explained
Elorian Glimpse is a new visual thinking model that rewatches video and zooms into images mid-answer. What it does, what it costs, and where it falls short.

Elorian Glimpse pricing: what $0.60 and $3 per million tokens really cost
Elorian Glimpse pricing is $0.60 per million input tokens and $3 per million output. Here is what a real task costs, where the bill goes, and when it beats Flash.

DeepSeek Search API: how it works, what it costs, and the catches
The DeepSeek Search API charges $0.75 per 1,000 successful searches. Here is how Search and Fetch work, the 5 QPS limit, and when billing starts in Claude Code.

DeepSeek Search API pricing: what $0.75 per 1,000 calls really costs
DeepSeek Search API pricing is $0.75 per 1,000 successful calls, with Fetch at the same rate. Here is what you pay per task, per month, and after November 1.

Nemotron 3.5 Super VL: NVIDIA's open vision model for agents, explained
Nemotron 3.5 Super VL is NVIDIA's new 120B open model that reads documents, charts and video. Here's what it is, what it costs, and where it falls short.

FLUX 3 Klein review: scores, real cost per job, and who should use it
My FLUX 3 Klein review: 3.8 out of 5 for editing at volume, 2.5 for people and small text, plus real cost per job and the license trap for growing teams.

FLUX 3 Klein: price, hardware, license, and where it falls short
FLUX 3 Klein is Black Forest Labs' 5.6B open-weights image model: $0.009 per 1K image on the API, a strong editor, weaker on people, with a $5M license line.
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