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Intelligence Engine Applications & Developer Ecosystems

Build, govern, and ship AI-powered developer tools and applications, from coding agents and prompt pipelines to fine-tuning, testing, and compliance.

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10 Sujets · 10 guides

  • Cursor and Devin AI Workspaces

    AI coding workspaces move beyond autocomplete into agents that read a repo, plan edits, run tests, and open pull requests. Cursor …

  • Test-Driven Prompting

    Test-driven prompting treats prompts like code: write the expected behavior as tests first, then iterate the prompt until it passe…

  • Schema Enforcement for AI Output

    Free-form model output breaks downstream code. Schema enforcement constrains generation to a typed structure (JSON Schema, Pydanti…

  • Custom Fine-Tuning Datasets

    Fine-tuning adapts a base model to your domain, format, or style, but the dataset matters more than the training run. Good dataset…

  • Semantic Versioning for Prompts

    Prompts are production code that changes behavior, cost, and quality, yet they are often edited in place with no history. Semantic…

  • AI-Driven UI Generation

    AI can generate components, layouts, and even full screens from a prompt or a design. The speed is impressive; the risk is inconsi…

  • RLAIF: Reinforcement Learning from AI Feedback

    RLAIF uses a model as the judge to score outputs, replacing or augmenting human feedback in RLHF. It scales feedback collection an…

  • Synthetic User Testing with LLMs

    LLM agents can simulate users walking through flows, clicking, and reporting friction before real users do. Synthetic testing find…

  • Legal and Copyright Engineering for AI

    AI systems touch copyright, licensing, and liability at every layer: training data, model weights, generated output, and user cont…

  • Context Inflation Controls

    Context inflation is the gradual bloating of prompts with history, retrieved documents, and tool results until cost and latency ex…

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