solid guide. one thing worth adding to the verify list though: tok/s is the metric everyone quotes and it is the one that misleads most. bridgemind clocked it at 344 tok/s on a lava lamp render with a 99.7% cache hit, and it still finished slower than fable 5.1 and gpt-6 astra. fast generation, slow completion, because it burns more tokens getting there. so when you bench it against your own workload, measure wall clock per task, not throughput. the design arena numbers show the same pattern from another angle: it holds around 98% of astra's score overall but drops to #10 on dashboards and admin panels while sitting #4 on landing pages. averages hide the vertical you actually care about. per category breakdown if useful: https://automatio.ai/read/ai/deepseek-v4-1-flash-matches-gpt-6-astra-in-design-tests
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I am talking about that "exception" and not about rule. As I said most of them are junk, and it's investor own fault if he invest in wrong one. It's kind a free and wild world, where you are responsible for your decisions and you can't cry back to your mom/government and ask for refund. Now I don't get your hesitate on this. The concept sounds pretty legit and fair where anyone is able to invest, instead of IPO where only rich can. On another thing, it's your own fault if you made wrong bet or decision, same shit as you walk out the street, make wrong move and get hit by car. This is mix of IPO + crowdfunding/sale where you sale your product upfront (either have it or not) it's investor decision to make. And yes that is beauty, cause it's let everyone jump into game.
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Jason Knight Crypto world open doors to everyone, which lead to all kind of BS ICO's , scams etc. But opposite to that there are real and successful projects already out there https://status.im/ , https://brave.com/ (creator of javascript, Ex CF of Mozila). Both they raised i think over $50-70 mil together. So if I would came to your comment without knowing anything about ICO I would think its scam, which is not. Even 90% of ICO's are garbage, still the concept and idea of ICO is very legit and for first time decentralized.