Token Maxxing Is Over and Here Is What Comes Next
The era of 'token maxxing' is over. To prove AI's ROI, focus on headcount saved, not token spend. Use 'Sonnet maxxing' and structured meta harnesses to keep human engineers in the loop.
Read articleTopic
Opus
All digests tagged Opus
Suggested route
Topic journey
Move from earlier context through the available material to the newest signals. This route is a reading aid, not a difficulty ranking.
Start here
Notion's Token Town — Sarah Sachs, Notion Stop winning on token economics and start winning on product. Learn how to build AI-native systems that are model agnostic, use CPUs over GPUs, and avoid vendor lock-in.Recent signals
Token Maxxing Is Over and Here Is What Comes Next The era of 'token maxxing' is over. To prove AI's ROI, focus on headcount saved, not token spend. Use 'Sonnet maxxing' and structured meta harnesses to keep human engineers in the loop. Open Source Is Dead. Long Live Open Source. — Saoud Rizwan, Cline Open weights models are becoming an economic necessity, driving standardization and commoditization across the industry. The shift prioritizes cost efficiency over raw intelligence, making open source viable again.
Open Source Is Dead. Long Live Open Source. — Saoud Rizwan, Cline
Open weights models are becoming an economic necessity, driving standardization and commoditization across the industry. The shift prioritizes cost efficiency over raw intelligence, making open source viable again.
Read article
Notion's Token Town — Sarah Sachs, Notion
Stop winning on token economics and start winning on product. Learn how to build AI-native systems that are model agnostic, use CPUs over GPUs, and avoid vendor lock-in.
Read article