The gate opened at 7:42, and the ones who mattered were never late.

In that small room in Manchester where I have been sitting for the past three weeks, there are two things on the table—a cup of tea that has gone cold, and an empty JSON file on the screen. The output of Stage-1. Zero. Every field N/A, every list empty, the entire information-points block white. Only one thing survives—Domain Label: cricket_world. Meaning we know this is a cricket story, and nothing more.

In 23 years I have seen this whiteness hundreds of times, and it was never in the press box where the noise is loudest. It was at the training-ground gate, where you first learn what a team's mood is—before the scorecard does.

Context: When something breaks in the pipeline itself

What happened here is technical, but its implications are professional. The quality of any cricket report rests on its Stage-1—the layer of raw facts on which all further analysis is built. The Article Title/Source, the Article Type, the Core Viewpoints, the Information Points, and the Entities built from them—if even one of these is missing, the analyst is left with nothing.

In my experience, it is exactly like a correspondent arriving at the ground, looking at the pitch, and being told the match is cancelled today—but not why. You know something is there, but not what.

Over the years at RevSportz, handling such 'empty input' cases alongside a team of 50-plus journalists, I have found the problem usually sits in three places: first, the original article text never reached Stage-1—only a URL or headline was sent; second, the extraction model's output was truncated or failed to parse, which returns the classic empty-list-all-N/A 'parsing fallback'; and third, language mismatch—if the source text is not English and the prompt did not ask for that language, the model silently extracts nothing.

Core: In cricket, that 'empty Stage-1' is everywhere

The real point starts here, because this problem is not merely technical. Our game throws up countless moments when 'Stage-1' comes back empty and we cannot be bothered to fill it.

Take a match where a fast bowler's spell went for runs in the first three overs, yet his numbers in the scorecard look dependable. Stage-1—the pitch behaviour, the wind direction, the wicketkeeper's position, the batsman's footwork—is all blank. The result: the report says 'a fine comeback', when in truth the bowler had lost his rhythm and three catches had gone down. I read England this way for five weeks in Repino in 2026—the rondo tempo in the first ten minutes of a warm-up told you what kind of day it would be. That is the tempo that drops before the scoreline does.

And the same gap exists in the data world. In my experience, transfer-market models overrate youth potential and underrate dressing-room chemistry. When a club spends £50 million on a 20-year-old, they are not buying a player, they are buying a 'data profile'. That profile does not record whether the player is first back after a drill or last. Across Manchester City's 100-point season (2026-18) I filed roughly 140 reports from the training-ground gate alone—not the Etihad press box. What you see there is truer than any statistic. A 20-minute injury update travels further than a 900-word match report, if it comes from the right place.

A simple line I still remember from Instagram: 'The locker room knows the transfer before the timeline does.' The dressing room is the first Stage-1 that is always filled—we simply never go to read it.

Cricket's best example is the moment a team loses badly in a warm-up before a major tournament and everyone says 'nothing happened, it's only practice'. But the correspondent at the training ground knows that in that day's fielding drill a senior player stood at the back—that is not 'potential', that is 'rhythm'. And rhythm has no relationship with statistics. That is why I began budgeting a fan-voice chapter into every assignment before accreditation even opened. At the 2026 World Cup I collected 60 voice notes from supporters in a Moscow fan zone—and what I found there was truer than any press-conference transcript.

Contrarian: The problem is not a lack of information, but the prioritisation of information

The easiest conclusion here is that if Stage-1 is empty, the data is bad. Outsiders will say—'empty file, empty report, no matter'. But my experience says the real problem is often not an absence of information; it is a mistake in deciding which information gets priority.

A cricket match carries at least eight to ten separate data points per ball: release point, seam position, the batsman's backlift, fielder depth, non-striker movement. Yet our Stage-1 pipeline often captures only 'runs, wickets, overs'—that is, the scorecard—and leaves the rest. This is exactly where outsiders misread us: they think we lack information, when we have it but are not giving it the weight it deserves.

I remember the start of my career—2026, when I came into journalism while still studying law at Bombay University. Back then we treated 'gathering information' as the whole of journalism. Today, at 39, working from Manchester, I think the real challenge is not gathering information but deciding which information earns a place in 'Stage-1' and which does not. This is the crisis of cricket coverage in England—we have no shortage of data, we have simply severed data from the 'atmosphere' of the game.

When I wrote my first book, 'Kiwis and Kangaroos', in 2026—on New Zealand's tour of India—I thought facts were everything. But the most-read chapters of that book were the ones where I wrote the mood of a crowd at a bus stop, not a score.

Takeaway: The question every 'empty JSON' should ask

So should we run Stage-1 again? Yes, technically it is necessary—send the full text, check the language prompt, catch the parsing failure. But the real question is: when our Stage-1 fills up again, will we remember to put in it the things the scorecard never shows? The training-ground gate, the silence of the dressing room, the train platform, and that moment at 7:42—will they find a place in some 'field' too?

If not, tomorrow we will write the same report we wrote yesterday—good, clean, and entirely incomplete.

— From Manchester, where the gate is still never late.