Measuring diffusion video performance on a MacBook: one speedup and a large gap
Last month, I published a benchmark showing a 1.125× speedup from block-residual caching on 4-bit FLUX . The main lesson was not the multiplier. It…
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the forgotten engine and the error message that taught a betrayal
this isn't a marketing story. nothing here is dressed up — it's reconstructed from actual session transcripts and actual commit history. every date…
Teaching a Local AI Agent to Search the Web (Without Lying to You)
Back in early May, someone on the team said something like "let's just add web search, shouldn't take more than a day." Three months and roughly twe…
I Blamed the Model for Months. The Bug Was My Sampler.
I Blamed the Model for Months. The Bug Was My Sampler. 40GB In, Word Salad Out Running local LLMs on M1 Max hardware is one of those setups that loo…