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Articles tagged with #developers
The final post of a 28-post course for builders. What is worth following, what is worth ignoring, and how to keep your codebase current on a field that moves every week without drowning in the noise.
Multimodal demos look flashy. The real wins are quieter. The most underrated building block of 2026 is image-in-structured-data-out, and it changes what your backend can do.
Most teams that think they need fine-tuning need a better prompt or better retrieval. Here are the three narrow cases where fine-tuning earns its cost, and how much data you actually need.
Local models are not a moral stance. They are an engineering choice that wins on specific workloads. Here is the honest picture of when a GPU under your desk beats a frontier API and when it does not.
The unglamorous layer that stops your LLM app from being a liability. Input validation, output filtering, abuse detection, the moves that actually hold up.
You cannot fix what you cannot see. Most LLM apps ship blind. Here is the minimum viable observability for an LLM feature — enough to debug, enough to alert, enough to improve.
