Keeping detected secrets local while preserving their use in model replies and tools

Local experiments with RouteLLM, Laya and Kev, and why explicit policies matter

Aggregating multiple MCP servers with progressive catalog compression

Server-side agentic orchestration for transparent MCP tool execution

Single-pass O(n) streaming repair with minimal buffering

Preserving code and quoted content during LLMLingua-2 compression

Maximizing free API usage with coordinated backoff and consent-aware fallback