We moved away from an LLM-first approach and shifted toward a code-first architecture with bounded AI assistance.

Researchers at Meta FAIR and the National University of Singapore have developed a new reinforcement learning framework for self-improving AI systems. Called Self-Play In Corpus Environments (SPICE), ...

Goose acts as the agent that plans, iterates, and applies changes. Ollama is the local runtime that hosts the model. Qwen3-coder is the coding-focused LLM that generates results. If you've been ...

The offline pipeline's primary objective is regression testing — identifying failures, drift, and latency before production. Deploying an enterprise LLM feature without a gating offline evaluation ...

As companies move to more AI code writing, humans may not have the necessary skills to validate and debug the AI-written code if their skill formation was inhibited by using AI in the first place, ...

Is your generative AI application giving the responses you expect? Are there less expensive large language models—or even free ones you can run locally—that might work well enough for some of your ...