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How to Fine-Tune an Open-Weights LLM: A Hands-On Guide Using Inkling

A hands-on guide to fine-tuning an open-weights LLM with Thinking Machines' Inkling. Includes a fine-tune vs RAG vs prompt decision tree and the ROI math most guides skip.

Sandeep PandaSandeep Panda·20 hours ago
How to Fine-Tune an Open-Weights LLM: A Hands-On Guide Using Inkling

Gemini API Pricing in 2026: What the New 3.6 Flash Rates Mean for Your Build Costs

Google's Gemini 3.6 Flash dropped output pricing to $7.50/M and cut output token usage 17%. A real cost-per-workload breakdown vs GPT-5.6, with the math shown.

Ankit KumarAnkit Kumar·A day ago
Gemini API Pricing in 2026: What the New 3.6 Flash Rates Mean for Your Build Costs

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