- **Gemini 2.5 Pro / Flash (Google)** — Outstanding multimodal (especially video/document understanding)
very large context windows
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128,929 skills indexed with the new KISS metadata standard.
very large context windows
excellent for self-hosting
writing quality
real-time knowledge via X
function calling
always tailor to the process):
best at following extremely long/complex instructions
Cog came from Andreas's experience at Spotify and Ben's experience at Docker.
dependencies
20% time savings
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 |
well-defined data
consistent data
drafting
but goals or data are unclear. AI could assist with insights
provide a structured assessment.
time saved
time
implicit knowledge
ethical
Scale