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03:16
2026-08-04
dev.to
machine-learning · 4m read · neu

Decision Trees Aren't Trained. They're Grown.

An SRE engineer's exploration of decision trees reveals that unlike logistic regression, decision trees are grown through local optimization rather than global gradient descent, making them intuitive for operational syst…

03:13
2026-08-04
dev.to
developer-tools · 2m read · neu

Mendapi 0.5.5: the one bug we shipped on purpose, now fixed

Mendapi 0.5.5 fixes a bug where 'mendapi scan -h' ran a scan instead of printing help, a known issue shipped in 0.5.4. The fix normalizes '-h' to '--help' for all nine subcommands, and the regression gate now asserts on …

03:00
2026-08-04
dev.to
artificial-intelligence · 8m read · neu

You Can't Unit-Test an LLM. Here's What I Built Instead.

An engineer at a company building portfolio onboarding tools developed an internal system that uses an LLM for a single step while keeping the rest deterministic. The approach shrinks the model's role to drafting outreac…

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