General
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- **Claude 4 Opus/Sonnet (Anthropic)** — Exceptional long-form reasoning
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110,676 skills indexed with the new KISS metadata standard.
writing quality
excellent for self-hosting
very large context windows
always tailor to the process):
function calling
real-time knowledge via X
Cog came from Andreas's experience at Spotify and Ben's experience at Docker.
20% time savings
dependencies
but context accuracy is critical. Recommend hybrid approach with AI drafts + human review.
then issue your verdict with clear reasoning.
evaluate these dimensions (suggested weights for averaging: e.g.
some inconsistency |
consistent data
well-defined data
provide a structured assessment.
time
implicit knowledge
but goals or data are unclear. AI could assist with insights
time saved
accessibility issues
creativity
ethical
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