Knowledge base›Sources›Suganthan Mohanadasan
The first article of the series: network traffic instead of output, discovery of the retrieval pipes via result_source, intent classification turn_use_case, fan-out volume in thinking mode, three-stage funnel.
Methodically the closest relative of GPTSpy. The fields that carry the article vanished four weeks later, which shows the value of a daily measurement. The fan-out counts in thinking mode are an order of magnitude lower for us; either model state or a difference between "thinking" (level medium) and a higher effort.
| Claim | Status | Evidence |
|---|---|---|
| result_source per hit: labrador, bright, oxylabs, serp | outdated | Field gone since 2026-07-21 (his own follow-up). Never seen in our data. |
| turn_use_case classifies intent into six buckets; for text no search | unverifiable | Field not observed. |
| Thinking model 15-40 fan-outs including site: | outdated | Thinking is 2-7 fan-outs in our data (K2-01 thinking 7); site: only at K5-01 thinking. |
| Three stages fetched / cited / mentioned; Reddit 278x fetched, 11x cited; local_results_limit 2 | confirmed | The funnel is traceable in our data as listed -> opened -> footnote; Reddit does not appear for German prompts. |