- **Gemini 2.5 Pro / Flash (Google)** — Outstanding multimodal (especially video/document understanding)
very large context windows
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93,036 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):
Cog came from Andreas's experience at Spotify and Ben's experience at Docker.
some inconsistency |
evaluate these dimensions (suggested weights for averaging: e.g.
then issue your verdict with clear reasoning.
but context accuracy is critical. Recommend hybrid approach with AI drafts + human review.
dependencies
20% time savings
well-defined data
consistent data
provide a structured assessment.
implicit knowledge
time saved
time
but goals or data are unclear. AI could assist with insights
images
adapting follow-up questions based on prior responses
conversational
accessibility issues