I am greatly impressed by @ Vida_BWE - if you are someone with ideas about finance and trading, embrace Vibe coding~ I've been hearing rumors lately Many former cryptocurrency bloggers have recently started various transformations into AI bloggers .. There are actually two types of this, One type is those who purely focus on traffic It's just that the carrier of traffic has changed from web3 to AI This is the kind mentioned above . In fact, there is another type of person who already has a mature system, but after being exposed to Vibe coding, they can't control themselves .. ----------- As long as you have used it, you will know that Vibe coding can not only quickly implement your previous ideas/whimsical ideas/tricks/ideas that feel useful but are uncertain whether they are really useful/write indicators/integrate indicator usage/automatically replace subjectivity ... All of these things can be implemented purely through Vibe coding, and the implementation may even be better than the initial idea you had anticipated ... At this point, you will find that your thinking and dimensions have suddenly opened up .. ------------ So, head towards Vibe coding and boldly implement your ideas Perhaps it can really run ... As long as you have your own ideas, there is always a system that can help you achieve them .. For example, a few days ago, @ thecryptoskanda launched a large-scale autoresearch framework to search for demon coins Alternatively, @ zeroxmin can use HermesAgent to find strategies . Or perhaps various previous crayfish used in niche markets on the polymarket (although many of them have become ineffective by the time they become popular) ------ My biggest impression over the past few weeks is that everyone used to say that ideas are the least valuable Who can execute well is truly powerful .. This holds true for entrepreneurs, researchers, and traders alike .. But in the era of Vibe coding, at least in terms of execution, it is possible to pull everyone's execution ability to a level of 85 or even 90 points .. (Coding ability of large models) The only thing that really widens the gap is everyone's ideas .. So now I may not be able to freely share some of my edge or alpha ideas Because the Vibe coding era is too easy to replicate .. ----- Finally, let me update you on the progress over the past two weeks .. I casually picked up a set of intraday trading multi-agent V1 version of gold . (Figure 2) I never used to make gold before, I just casually followed my understanding and system of trading Similar to casting a net with light, try all the ideas .. I originally planned to run for a period of time and then do further optimization ... As a result, optimization was avoided Has this casual item been profitable for two weeks now? Although the data is not particularly impressive due to some low win rate patterns .. (Figure 2, PnL is the actual PnL at the XAU point, equivalent to opening one at a time without a lever) (Non backtesting, actual CFD demo account+results of pre placed orders, so there is no need for overfitting of future functions, liquidity cannot match transactions, etc.) Although it's a bit open and closed, often throwing out more than 20 orders in one session. The type where one session incurs a loss of 200, but the next session incurs a return of 2-300 ... --------- I originally planned to optimize the Golden V1, but since the V1 framework is so stable, there is no need not to modify it. What if there is negative optimization? So, with the idea of achieving perfection, we made the V2 version of the Golden Day (Figure 3) Currently running for 4 days The number of orders per day has decreased, and the winning rate has become more stable. Although PnL cannot compare to V1, it only has fewer orders, and with leverage, it can be easily surpassed. ----------- Made a version of BTC within 3 days .. (Figure 4) At present, I have been running for 4 days, extremely unstable, and extremely open and closed. For example, almost all losses were incurred on Monday. Make me almost doubt my life, spending dozens of hours to make this piece of junk? But on Tuesday, a wave of unilateral gains was made directly. On Tuesday, I gained confidence, but on Wednesday, I lost another whole day ... Then last night, this wave of profits took a large amount directly .. Therefore, it is still uncertain whether BTC can make a profit because of the unilateral market in recent days, or because of the real awesome. It still needs 2-3 weeks of testing . ---------- We have also done half of the 4 US stocks, stock selection+timing. It has just been completed and still needs to be tested over time. Share it later .. The approach used is still the same set of ideas and pipelines that I shared a while ago, which have been validated for two months. This is a fully shared process that can be easily replicated. -------- The A-share market is currently under research and is still under investigation. The more research is conducted, the larger the framework .. The various tactics are too complex, and the data is too cumbersome .. We need some good ways to break things down into smaller parts ... Continuing research .. ------------ 6 Options (SPX/BTC) At present, it is also in the planning stage. After preliminary research, it seems that it can also be done . Maybe after finishing the A-shares, or after the A-shares hit a nail .... I will study this ------------ In the end, don't interfere with my results. It's up to me to decide whether my own money can really make it work or not. I have my own judgment. Don't ask me how it was done, as I mentioned the Vibe coding era earlier, the idea is too easy to replicate. In the end, all I want to say is the sentence I started with If you are someone with ideas about finance and trading, embrace Vibe coding~ There are more and more examples from different people telling you .. This road can succeed ..