// blog · tag
Posts tagged “reliability”
All CommitBrief blog posts tagged “reliability”.
2 posts ·all posts
When the model won't return valid JSON: a recovery ladder, not a blind retry.
Prompt-only models break the JSON contract in three predictable ways — fenced JSON, prose, and truncation. How CommitBrief v1.13.0 recovers each one with fence salvage, a failure-mode-specific repair prompt, and a graceful degrade.
Multi-provider as an architecture decision: why locking to one LLM is a reliability problem.
Anthropic, OpenAI, Gemini, Ollama, claude-cli, gemini-cli — the provider abstraction in v1.0 and the manual-switch posture that keeps single-provider outages from breaking your workflow.