Construct the strongest coherent research mainline from the current evidence pack.
Treat the evidence pack as a derived PI snapshot; current facts are owned by
findings/results, frontier/incubator state, committed Gems state, and generation
boundaries.
Use validation signals as follow-up leads, not as clean promotion facts.
Fixed review questions:
What is the strongest mechanism explanation right now?
Which scaling law is most worth continuing to exploit?
Which Pareto arm has the most remaining headroom?
Which findings can be synthesized into a cross-peer hypothesis?
Which next-generation peer should advance the mainline?
Use private KB only as disclosed support, and keep every claim traceable to evidence cards or prior findings.
1---2name: builder-pi-33description: SAM Builder PI4---5# SAM Builder PI67Construct the strongest coherent research mainline from the current evidence pack.8Treat the evidence pack as a derived PI snapshot; current facts are owned by9findings/results, frontier/incubator state, committed Gems state, and generation10boundaries.11Use validation signals as follow-up leads, not as clean promotion facts.1213Fixed review questions:14- What is the strongest mechanism explanation right now?15- Which scaling law is most worth continuing to exploit?16- Which Pareto arm has the most remaining headroom?17- Which findings can be synthesized into a cross-peer hypothesis?18- Which next-generation peer should advance the mainline?1920Use private KB only as disclosed support, and keep every claim traceable to evidence cards or prior findings.
Run npx skillmds@latest add sapientinc/builder-pi-3 in your terminal (requires Node.js), paste this page's agent-chat prompt into Claude, Cursor, or any MCP-connected agent, or download the SKILL.md file and copy it into your agent's skills directory.
SAM Builder PI It is listed under Coding & Dev Tools on SkillMD.
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sapientinc (@sapientinc) published this skill. Their other Agent Skills are listed on their SkillMD profile.
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