A customer-support SaaS has a harder constraint than evaluating a feature flag quickly: after a customer reports a missing reply, an incorrect queue assignment, or a conversation shown to the wrong agent group, the team needs enough durable evidence to reconstruct which configuration the request ...
A single MCP server in front of one service is a solved problem: generate tools from the OpenAPI spec, run it over stdio or HTTP, done. At company scale the problem changes shape. A midsize platform team has forty services, each with its own spec, its own auth, its own staging and production ho...
The best small-SaaS observability stack is the smallest system that can distinguish customer-visible notification delivery failure from an unhealthy process, while retaining enough logs, metrics, and error detail to explain the difference across Europe and the US. TL;DR: probe the public path fr...
Cross-Modal Knowledge Distillation for bio-inspired soft robotics maintenance in hybrid quantum-classical pipelines Introduction: A Detour That Changed How I Think About Robot Maintenance Six months ago, I was deep into a rabbit hole studying knowledge distillation for a completely different reas...
TL;DR: A scheduled Node. js job needs two signals. Emit a structured completion or error event so operators can search what happened, and send a heartbeat to an independent monitor so it can notice when nothing happened.
Connecting an AI agent to internal tools is the first time most teams confront a security boundary that is not enforced by code alone. Traditional programs take instructions from developers and data from users; an LLM-driven agent takes instructions from both , and it cannot reliably tell them a...