Hot Take "Rigid code is better than Flexible code if you're on a budget"

In three linesDeveloper replaces flexible agentic pipeline with rigid Python code for text processing using Gemma 4 31B and Qwen 3.5 on single consumer GPU. Result: faster speed, lower resource usage, zero logic failures over 4 days. Model constrained to strict entity extraction from 300-word chunks with fixed schema.

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