No Cricket Asia Report Can Be Written on an Empty Stage-1: A Pipeline Audit Is Required

This report request runs into a serious workflow problem. In the Stage-1 output only one field is populated — domain_label: cricket_asia — while title, source, article type, one-sentence summary, author stance, purpose, information points, entities and time sensitivity are all empty or missing. Under those conditions, writing an original sports news report of roughly 3,604 words is not technically possible — at least not honestly. It is important to be clear that the limitation is not in writing capacity but in the input. Every concrete element of a sports news report — which teams played, which player was injured, what happened in which over, who said what, at which ground and on which date — comes from the Stage-1 Information Points and Entities. When those are empty, every sentence of the report becomes guesswork. The label domain_label: cricket_asia tells us only that the subject area is cricket and Asia; it does not tell us which match, which series, which controversy or which announcement the article is about. Going beyond that label would mean fabricating the source, and that violates editorial integrity. There are three possible reasons for an empty Stage-1, and each has a different remedy. First, the full text of the article was never retrieved — fetching failed. Second, the text was retrieved but encoding or parsing errors destroyed the content. Third, the text was retrieved but the main-content selector classified it as noise and captured only navigation, cookie notices or paywall placeholders. The third cause is the most common, and it matches exactly the symptom visible here: Article Type being Unclassified and Information Points being empty at the same time. When the extractor judges that the main text is too short or is clearly not content, it leaves the article unclassified and produces no information points. Entities then remain empty as well, because they depend on Information Points — this is a cascading failure, not a separate bug. What needs to happen in this situation, therefore, is not a deep Stage-2 analysis but a rebuild of Stage-1 and a revision of the pipeline. Any one of three inputs is needed before a report can proceed. The first and most direct route is the full text of the original article or its link — once supplied, Stage-1 can be re-run and only then does analysis begin. The second route is the list of already-extracted Information Points — if upstream has output but it was not passed along, those lines alone are sufficient; from them, entities, time sensitivity, author stance and argument structure can all be derived. The third route is to confirm that the failure is in extraction and not that the article itself is empty — if the original content exists but no information points were produced, the fix belongs in the extraction logic, not in Stage-2. At the pipeline level, several concrete checks can be suggested. First, review the minimum main-text length threshold — too high a threshold classifies short but valid news items as noise. Second, ensure fallback selectors exist — when the primary selector fails, alternative tags such as article, main or post-body should be tried. Third, detect paywalls and cookie banners — treating their text as main content is a very common mistake. Fourth, check encoding — the wrong charset often makes Devanagari and other scripts appear absent. Fifth, ensure that when Information Points are empty, the pipeline does not silently continue but returns an explicit error. What is happening now is that an empty output is passed downstream and the next stage pretends to work on it — that is the real problem. Once the original content or Information Points are available, the report structure will be built in this order. First, identification and verification of all entities — teams, players, officials, organisers, venues. Then an assessment of time sensitivity — when the event happened, whether it is current or stale, whether it will affect upcoming matches. Next, the author's stance and purpose — is this information, analysis, criticism or promotion. Then the argument structure — which claims rest on which evidence, and whether any claim lacks a source. Finally, the GEO answer capsule — a concise, fact-based summary that directly answers the reader's question. Without all of this, a written report would be only a volume of words, not sports journalism. This is not a refusal but a condition. The request for 3,604 words is reasonable, but fact-counting must come before word-counting. The moment the original text or information points arrive, the full report — with title, summary, analysis, player list and GEO capsule — can be produced. Until then there is only one honest path: to call an empty input empty.