Tutorials Intermediate
Gemini 3.1 Pro: Tune Reasoning, Vision and Cost in Python
Control thinking_level, media_resolution and thought signatures in the Gemini 3.1 Pro API.
9 min read·Kodetra Technologies
20d agoHow-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials Control thinking_level, media_resolution and thought signatures in the Gemini 3.1 Pro API.
Tutorials Tune token spend on Opus 4.8 with the effort parameter. Runnable Python, real I/O, real numbers.
Tutorials Use DSPy GEPA to auto-evolve prompts with reflection and beat hand-tuned baselines.
Machine Learning Fine-tune 7B LLMs on one 24GB GPU with 70% less VRAM
Machine Learning Use GRPO to teach a 0.5B model multi-step math reasoning end to end.
Database Configure io_method, io_workers, and io_uring for big PostgreSQL read throughput gains.