SS

[SS @echonerve_]

10/ Use this denominator: total task cost ÷ accepted work products. Read the full framework: https://t.co/NeuBGRHyXi

[SS @echonerve_]

1/ A 39% token reduction is not automatically a 39% cost reduction.

[SS @echonerve_]

9/ Run five real tasks: coding, research, writing, data, and recurring operations. Record the full path, not the cleanest transcript.

[SS @echonerve_]

10/ Full breakdown — the complete test, the benchmark incident, and the comparison table — is up now: https://t.co/XpcjfbXWwV

[SS @echonerve_]

1/ A GitHub repo crossed 60,600 stars this month for doing exactly one job: turning an AI answer into a file you can reopen, check, and revise. That's not curiosity. That's a vote against throwaway answers.

[SS @echonerve_]

9/ The 5-part test before anything leaves Content: source set, definitions, editable structure, evidence trail, refresh path. I added a 6th in practice: name one owner for when it breaks.