TelemHQ Blog

Notes on AIAISoftware that performs tasks normally associated with human judgment, language understanding, or pattern matching. In TelemHQ, AI usually means jobs that call a model, agent, or coding tool.View glossary entrySource: Google Cloud Generative AI glossary jobs, croncronA Unix-style scheduler for recurring commands. TelemHQ uses cron schedules to know when a tracker should receive its next ping.View glossary entrySource: AWS EventBridge Scheduler docs payloadspayloadThe structured data sent with a request. In TelemHQ, payloads should contain safe operational metadata, not prompts, completions, secrets, customer data, or private paths.View glossary entrySource: MDN API glossary, and team usage.

Founder-led posts about monitoring scheduled jobsscheduled jobA background task expected to run at predictable times. If it misses its expected window, TelemHQ can mark the tracker as failing.View glossary entrySource: AWS EventBridge Scheduler docs, ad hocad hoc jobA task that runs whenever needed instead of on a fixed schedule. TelemHQ records each run but does not fail the tracker just because no scheduled ping arrived.View glossary entrySource: AWS EventBridge Scheduler docs AI workersworkerA background process that performs work outside the main request path, such as syncing data, generating reports, or running AI tasks.View glossary entrySource: GitHub Actions CI docs, coding tools, token usagetokensThe pieces of text an AI model processes. Token counts are often used to measure usage and calculate model cost.View glossary entrySource: OpenAI token guide, RAG syncsRAGRetrieval-augmented generation improves model output by retrieving relevant information from a knowledge source and grounding the response in that context.View glossary entrySource: Google Cloud Generative AI glossary, evalsevalA test or scoring run used to judge whether an AI system behaved well enough. TelemHQ can track eval score, pass rate, failures, and regressions.View glossary entrySource: Google Cloud Generative AI glossary, agentsagentAn AI application that uses a model, instructions, state, and tools to work toward a goal. Agents are useful to monitor because they can run for a while and make multiple tool calls.View glossary entrySource: Google Cloud Generative AI glossary, and the payload fields that make background work easier to trust.