Engineering 8 min
Quantization without tears: a production checklist
INT8 in prod is a workflow, not a switch. The five steps we run before any model ships at reduced precision.
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Insights & Research
Exploring the confluence of frontier AI theory and the engineering realities of shipping it. Field notes, benchmarks, and the occasional opinion.
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FEATURED RESEARCH 14 min read
Latent Signals: what model internals tell us before the loss curve does
A practical primer on activation probing during fine-tuning runs — and the early signals that predict whether your model is actually learning what you think it is.
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Latentsig AI Research May 2026
Strategy 6 min
Why your AI roadmap should be three lanes, not one
Research, integration, and operations move on different clocks. Treating them as one program is how teams stall.
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Research 12 min
Evaluating retrieval: beyond top-k accuracy
The metrics that actually correlate with downstream LLM quality — and the ones the leaderboards keep rewarding instead.
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