's GPT-6 Astra hedges ("maybe", "might", "it seems") about 20x as often as AnthropicAI's Claude Opus 5.5.
Opus usually weighs a few options and commits early, in about 4 out of 5 summaries as opposed to Astra's 1 in 4. We read 324 of their thinking summaries on Design
Most AI trading bots give one model all the jobs
So I split it into a crew Opus 5.5 reads the market and writes the plan Astra 6 builds the code and tests it plain code places the order and holds the stop at -1.2% every 5 min candle gets a score from 0 to 1 under 0.60 it
Everyone is posting Opus 5.5 + Jev.
Few explain what Jev actually is. It's not another chatbot. It never writes a sentence. You send it a question with the possible answers defined in advance. It sends back a typed decision, a probability and a confidence score. That's the
This is my quantitized Qwen3.8 Flash Next 2.6bpw using specialized engine for EXL3 compression, inspired from Strata.
Running on single RTX 3090 and 64GB RAM. I got like 60-70 tok/s and 2,100 tok/s prefill peak with 256k context. Its been running like 3-4 hour with Eiffel Tower
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