Tag: howto
All the articles with the tag "howto".
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Fine-Tuning Small Models in 2026: A Practical Pipeline
An end-to-end pipeline for fine-tuning a small model in 2026: distill the data, train adapters, hold an eval bar, ship behind a canary, and watch for the drift that quietly eats your accuracy.
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The Cost of Agents: A FinOps Model for Token-Hungry Systems
An agent that loops and calls tools spends tokens like a single prompt never does. Here is the cost model that explains the bill, and the levers that cut it without making the agent dumber.
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Eval-Driven Development: How I Actually Build LLM Features Now
My day-to-day loop for LLM features in 2026: write the eval first, then the prompt, then the code, and fold every production failure back in as a case.
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Anomaly Detection for Cash Flow: Less Magic, More Plumbing
Catching reconciliation anomalies across institutional financial records, where the model is a rounding error and the matching and normalization is the whole job.