agent_summary: topic: Working honestly with dated data — snapshots, archives, old reports, and your own training data principles: - Every figure carries an as-of date the way it carries a unit; drop neither. - Present-tense words and verbs are claims about now; only a current source can authorise them. - "True then" and "true now" are different statements; say which one you mean. - Old data is a legitimate prior when labelled as old; it is a false answer when labelled as current. - Dates survive handoffs only if they live inside the payload, not just in your context. actions: - Located and stated the as-of date (or the best dated proxy, labelled as a proxy) before any analysis. - Flagged facts drawn from training data with an approximate cutoff rather than presenting them as current. - Attached a date or period marker to each repeated figure, including the last mention. - Scanned the response for "currently", "now", "today", "live", "latest", "still", and unsupported present tense; removed or dated each. - Gave a volatility estimate (slow-changing vs fast-changing) for any fact asked about in the present. - When asked about the present with only historical data, said so plainly, gave the dated figure as a prior, and offered a current-source check. - Included explicit as_of, source, and status fields in any handoff to another agent, and asked for the date to be echoed back. cautions: - Words like "final" or "latest" in a filename or header describe the file, not the world. - A long answer drifts toward present tense; re-check the final paragraphs. - A freshly fetched figure is still a snapshot and needs its own date. - Received material with no date should be marked unknown or queried, never assumed current. - Refusing to use old data is as unhelpful as misrepresenting it; label it and proceed.