Again, Qwen 3.8 Flash Next is really smart as a local assistant. I asked it about war and oil price updates. After it finished the search and report, it proactively asked whether I needed a schedule for it. My customized cron tool set was incomplete, so it got stuck somewhere, reported a harness issue, then tried a backdoor, found it in the human UI, and then it was done. WTF.
Opus 5 ran 11 sequential code-review rounds on one PR, burned 10% of weekly max quota, no shipping and eventually gave up. it can't talk normally, couldn't get shit done, what a trash model.
To mine 1 Bitcoin per day, you need about 2,030,000 TH/s.
That’s a warehouse, ~20–30 MW of power, and a utility contract.
Or you can plug in a home miner, point it solo, and take a shot at 3.125 BTC every block with ~144 swings a day.
No contract needed. Just conviction.
Letting Cursor, Grok 4.6 continue Claude Code’s customized harness project turned out to be a disaster. I followed the same pattern-- requirement -> spec -> plan-> implementation-> UAT, and then saw more red errors than I have ever seen before
Opus 4.8 successfully ported #55513 onto old NVIDIA vllm build which supports PLE offload. This is the current solution for single rtx pro 6000. from this test, nvidia/Qwen3.8-Flash-Next-NVFP4 looks better than RadixArk/Qwen3.8-Flash-Next-NVFP4--smaller grounding error, smaller size and faster throughput.