A financial citation needs a data-rights clock

A financial citation needs a data-rights clock

The lottery ticket still has to pay for the search

A trainable sparse subnetwork does not turn the discarded weight percentage into compute savings. Include discovery, retraining and actual execution before treating pruning as a deployment decision.

Teach Grok Bot one exception before adding another persona

This Grok Bot workshop shows how preferences become reusable instructions. Test whether a changed preference survives the next run before treating more named agents as a better workflow.

Start the AI roadmap with Minsky's two problem lists

A question in Marvin Minsky's MIT homework separates problems AI already addresses from problems it might help solve. Use that distinction to separate delivery commitments from research bets.

Self-maintaining APIs should sell the accepted migration

YC's API-maintenance idea has a useful starting point: turn a real breaking change into a migration a customer accepts. Patch generation alone does not establish demand or successful adoption.

Repurpose the evidence before rewriting the LinkedIn hook

This LinkedIn skill bundle can help turn long-form material into posts. Preserve the claim, evidence and caveat together before optimising the opening for attention.

A verification skill needs a map of the product

Lauren Tan's feature-map example explains why agents can operate a browser and still fail to verify a product. Map user-visible features to entry points, controls and observable outcomes.

Test the dub, not the language catalogue

VoiceStudio brings local speech generation and dubbing into one workspace. Test a complete language pair before treating its catalogue as proof that it can replace your voice production workflow.

Put an audience decision between the YouTube prompts

A prompt sequence can carry an unsupported audience assumption from strategy to script. Require evidence of the viewer's problem before expanding production.

The best move changes when the opponent model changes

Expectimax and minimax can prefer different actions in the same game. The assumption about the other player belongs in the design review before search optimisation.