Agent Compatibility
4 articles
Articles
5 October 2026
Testing Open Coding Models on Multi-File Agentic Edits
Test coding models on representative changes from your own repository. Use task-specific acceptance tests, regression checks and recorded costs for every attempt, including failures.
18 September 2026
Empty Response on a Reasoning Model: Why and How to Fix It
A blank reply can result from an output limit, a client integration problem or a response that needs further handling. Inspect the complete response before changing settings. Reasoning text alone is not a final answer.
11 September 2026
Verify Coding Agent Function Calling Before Switching
When migrating an AI coding agent to a sovereign inference engine, ensuring OpenAI-compatible function calling is critical. Learn how to test tool calling support on open-weight models to avoid broken workflows.
11 September 2026
Self-Hosting Code Completion for VS Code and JetBrains
Transitioning from closed ecosystems to a VS Code open source code completion model guarantees data sovereignty for European engineering teams. By pairing a local IDE extension with an EU-hosted serverless inference endpoint, developers achieve low-latency coding assistance.