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

Inception Mercury 3 review: real speed, real limits, and who it's for
My Inception Mercury 3 review: a 3.7/5 diffusion model that is fast where it counts, with a slow tail, medium-effort benchmarks and a few trade-offs to test first.

Support workforce forecasting: volume, Erlang C, shrinkage and shifts
Support workforce forecasting in five steps: interval volume, handle time, Erlang C, shrinkage and a weekly accuracy check, plus how an AI agent changes the math.

MiniMax M3.1 Flash review: a 3.5/5 agent workhorse that trails DeepSeek on code
My MiniMax M3.1 Flash review: flat $0.15/$0.60 pricing, a real win on agent automation, a loss to DeepSeek V4.1 Flash on coding, and who should use it.

TorchNeuron explained: AWS's native PyTorch backend for Trainium
TorchNeuron runs existing PyTorch code on AWS Trainium by switching the device to neuron. What changed, what a chip costs, and where the one-line promise stops.

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.

EU AI Act for customer service: what support teams must do in 2026
The EU AI Act for customer service in plain words: which support AI must say it's AI, what counts as a good disclosure, the emotion AI ban, and the high-risk edge cases.

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.

Cost per ticket benchmarks 2026: what a support ticket really costs
Cost per ticket benchmarks from Gartner, MetricNet and BLS, how to calculate your fully loaded number, and why AI makes human tickets look pricier.

AI support vendor security checklist: 25 questions for 2026
An AI support vendor security checklist covering training, data flow, agent permissions, prompt injection and audit logs, with 7 helpdesk vendors compared.
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