Discovery
Social posts and aggregators surface leads. Repetition can reveal attention, but does not establish correctness.
A new coding skill, an enterprise platform release, and an evaluation breakthrough rarely appear in the same places. Each quadrant has its own discovery strategy.
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Social posts and aggregators surface leads. Repetition can reveal attention, but does not establish correctness.
Official documentation, source code, release notes, and model cards explain what a creator actually provides or claims.
Reproductions, technical investigations, and detailed implementation reports test what happens outside a creator’s own examples.
Source quality is judged from retained content samples. Traceability, technical depth, reproducibility, limitations, and disclosure are scored separately. A source’s role is recorded alongside these dimensions, rather than treating a polished vendor page as independent validation.