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…
Close your editor before heavy jobs? The heavy job lives inside my editor
I run an automated video pipeline that generates images locally, on my Mac. A 16GB M4. The image model is FLUX, a 12B-parameter thing that keeps ~7G…
Running Qwen3 Through the ExecuTorch MLX Delegate: Up to 4.52x Faster on M1 Max
Hello, everyone. There are now many ways to run an LLM on a Mac, but exporting a PyTorch model for Apple Silicon and executing it in a lightweight r…
OpenClaw: 13 Errors, $1.50/Month, and an AI Team That Doesn’t Need the Cloud
I run a team of AI agents on a Mac I bought in 2022. They handle my Slack, run research, draft content, monitor infrastructure, and spawn sub-agents…