Where the workflow shifted
AI agent discovery is dense, so readers need a repeat-use filter instead of another product list.
Evaluate agent products by recurring tasks, context continuity, permission boundaries, delivery evidence, and exit paths.
Tool names are not outcomes
The signal matters when it clarifies a real service task, deliverable, and acceptance rule, not when it only shows a demo.
Check permissions and failure
- Turn discovery sources into a reusable screening table instead of copying category rankings
- Keep the test narrow: one service scenario with clear inputs, deliverables, acceptance rules, and human review
What still needs proof
Chasing new launches can raise publishing frequency without improving commercial judgment. Keep the original source open so the announcement, the evidence, and this site's interpretation stay separate.