With the advent of AI-mediated APIs, the era of manually hard-coding every integration between every microservice may be ...
Look to these key metrics and benchmarks to evaluate the performance, capability, reliability, and safety of your AI models ...
Azure Functions shipped a serverless agents runtime in public preview at Build 2026. Agents are defined in .agent.md markdown ...
The model learns that hedging is a signal of lower-quality output. This creates a systematic bias toward sounding certain.
Stable implementation with almost 1,700 tests and enforced 100% test code coverage. Every single method, statement and conditional branch variant in the entire codebase is tested and required to pass ...
πππ«ππ‘π ππ¦π’π‘ π’π¨π§π£π¨π§ ππ₯π’π ππ£π§ I spent three days debugging malformed JSON from GPT-4. Prompting did not work. Few-shot examples failed. The model still broke in production. I ...
Need of π·πΆπ±πΆ As dealing with complex JSON response is not straight forward so it's better to map them in to Java Objects Using POJO and then play with Java Objects.
π PDF parser for AI data extraction β Extract Markdown, JSON (with bounding boxes), and HTML from any PDF. #1 in benchmarks (0.907 overall). Deterministic local mode + AI hybrid mode for complex ...
It has official support for C#, Python, and Java, and covers memory management, multi-step planning, and plugin orchestration across model providers. The framework underpins Microsoft's own Copilot ...
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