Useful. Traceable. Open to correction.

Priority, evidence, and popularity answer different questions. We keep them separate.

How signals are ordered

Topic relevance 30%, evidence 25%, actionability 20%, originality 15%, publication freshness 10%. Each component uses 0, 50 or 100 and exposes its reason. No selected topic means general relevance of 50. Older than seven days or undated means no freshness boost. Repeated source clusters count once.

How opportunities are ordered

Availability group comes first, then relevance 35%, practical value 25%, timing 20%, action clarity 20%. The first collection assigns stated benefits and working source links 50: we have not established their personal value or completed your eligibility checks. Confirmed usable windows 1-7 days away receive a timing boost; uncertain dates do not. Closed items are excluded by default on the opportunity board.

What evidence means

“Primary source checked” means that the linked source supports the summary. “First-person account” means attributable experience, not independently established fact. Company authorship establishes attribution, not universal accuracy. Disclosures and historical affiliation dates stay visible.

Coverage and freshness

4 signals and 6 people were reviewed on 2026-09-17. Company coverage also includes existing catalog resources with their own review dates. This is a curated collection, not continuous monitoring. No follower counts, social reach, mindshare percentages or rank changes are estimated.

Programs need periodic terms checks. Events need review at least weekly and daily near their deadlines. An old review does not prove an event is still open. Uncertain sessions never show “live now”; a clock passing the start time is not evidence of a broadcast.

Personal fit

The topic selector controls relevance. If you have completed the project profile, failing credit-program conditions also remove that offer from the default actionable board. The program matcher separately checks your answers against listed conditions. Popularity and sponsorship cannot override failed or missing eligibility requirements.

Following and outcomes

Follows and your action progress use your existing workspace: browser-local without login, account-scoped when signed in. Marking a collection as seen is explicit. No automatic emails are sent. Applied, registered, attended, and claimed are your own records, not confirmations from organizers.

Corrections

If a source conflicts or changes, we retain the caveat and review dependent recommendations. Report an incorrect fact with its page and original source. This collection contains no paid placements. Attention data and automated social monitoring are not enabled.