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Small AI Models Are Quietly Winning in Production
Frontier models get the headlines, but inside real companies, smaller, cheaper, faster models are doing the actual work. Here's why, and what it costs when you ignore them.
Signal Desk · Jun 14, 2026 · 4 min read

On-device vs cloud AI: what actually leaves your device
The real difference between on-device and cloud AI is not speed or smarts, it is what leaves your device, and who can see it.
Signal Desk · Jun 14, 2026 · 1 min read

How to run a local LLM on your laptop
You can run a capable AI model entirely on your own laptop, private, offline, and free to run. Here is the fast path, plus the trade-offs nobody mentions.
Signal Desk · Jun 14, 2026 · 2 min read

AI agents in production: the honest 2026 state of play
Every vendor has an agent demo that looks like magic. Strip that away and the real picture is more useful: what AI agents reliably do in production today, where they still break, and what your team should actually ship this quarter.
Signal Desk · Jun 14, 2026 · 8 min read

Small Models Are Quietly Taking Over the Easy Work
Most production AI tasks are routine, and a new class of small models handles them at a fraction of the cost. The frontier models are becoming the exception, not the default.
Signal Desk · Jun 13, 2026 · 3 min read
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