Ivan Zdravkov
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🌐 dev.toSource
A kill-gate is a threshold written down before an experiment runs: if the result crosses it, the idea...
🌐 dev.toSource
Quantising a small model down from FP16 to Q4_K_M on my RTX 5070 Ti more than doubled throughput and...
🌐 dev.toSource
A 7B model is the honest ceiling for LoRA fine-tuning on a 16 GB consumer card, not because anything...
🌐 dev.toSource
The Act never uses the word masking. It does not need to. Three articles, on data governance,...
🌐 dev.toSource
Swap the model and almost nothing changes. Swap the masking layer, the permission model, or the...
🌐 dev.toSource
An internal MCP server does not make a model smarter. It solves a governance problem: without one, an...
🌐 dev.toSource
An internal MCP server does not make a model smarter. It solves a governance problem: without one, an...
🌐 dev.toSource
Asked to score the same response five times, a local LLM judge gave the identical answer 36% of the...
🌐 dev.toSource
A small network lost 12.3 percentage points of accuracy on a task it had already mastered, simply by...
🌐 dev.toSource
A ResNet-34 trained on CIFAR-100 is measurably overconfident: its top prediction bin claims 99%...