AI Engineering Articles, Page 3

Articles, page 3

• Product Architecture Feb 8, 2026 ·10 min read

  Structured Outputs Beyond Valid JSON

  Designing schemas, constrained decoding, semantic validators, repairs, and safe evolution for dependable model integrations.

• Agents Jan 30, 2026 ·10 min read

  Model Context Protocol in Production

  Designing MCP servers, capability discovery, authorization, transport, schemas, and observability for real agent ecosystems.

• Multimodal and Edge Jan 21, 2026 ·10 min read

  Edge LLM Inference: Designing for the Device

  Quantization, memory, thermal budgets, runtimes, privacy, and hybrid execution for useful models on constrained hardware.

• Retrieval Jan 12, 2026 ·10 min read

  AI Data Flywheels Without Feedback Pollution

  Turning product use into better data through instrumentation, review, provenance, counterfactuals, and controlled training loops.

• Product Architecture Dec 28, 2025 ·10 min read

  AI Product UX for Systems That Can Be Wrong

  Designing intent, progress, evidence, editing, confirmation, and recovery so capability becomes trustworthy product behavior.

• Product Architecture Dec 16, 2025 ·10 min read

  Production AI Architecture in Laravel and PHP

  Queues, streaming, typed provider boundaries, retrieval, tool execution, and observability for durable AI features in Laravel.