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Four-bit quantization is now the default for local models. What it costs in quality, where the floor is, and why the answer depends entirely on your task.
Read article →The most dangerous rewrite is the fluent one where a figure moved. How to build a checking habit that survives model upgrades, deprecations, and silent version swaps.
Read article →Running models locally stopped being a privacy hobby and became a default engineering choice. What drove the shift, and what it means if you have not made it yet.
Read article →Models accept a million tokens and attend well to far fewer. Where quality drops, why the middle of a long input is the danger zone, and how to work around it.
Read article →Nearly every large model in 2026 is a mixture of experts. What that means, why the two parameter counts matter differently, and the planning mistake it causes.
Read article →Your laptop has a neural processing unit. Ollama, llama.cpp, and LM Studio do not use it. Why the NPU story is more complicated than the marketing, and what actually runs your model.
Read article →Small models handle some languages far better than others. How to test coverage on your own text, and which families are worth trying first.
Read article →Two pricing mechanisms that cut cloud AI costs substantially, when each applies, and why neither helps the interactive rewrite you are waiting on.
Read article →Roughly a third of employees have put confidential data into public AI tools, and most workplace AI use is unsanctioned. The data, and why prohibition has failed as a strategy.
Read article →Research and economics both point the same way: most agent steps do not need a frontier model. What that means for anyone choosing tools in 2026.
Read article →Data residency, jurisdictional control, and operational access are three different things. What sovereignty claims mean, and the configuration that settles all three.
Read article →Reasoning models deliberate before answering. For a tone change that is pure overhead. How to tell which mode you are in, and how to turn it off.
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