earlybirdly 🐦

if I was to create a personalised agentic hedge fund directly centred around how I invest/trade I would: 1: Give the firm experience I would utilise the research around creating a memory enhanced trading agent. every investment/trade I give to my agent would become an experience. what did we think would happen? what actually happened? what did we get wrong? next time we find a similar investment, retrieve it and learn from it. (i actually made a bot for this you can steal on my page if you can find it 2/3 days ago) 2: Teach it which experiences actually matter remembering everything is useless if you don’t know which memories are actually valuable. I would use the research around MemRL to teach my agents which previous experiences actually helped make better decisions. the agent wouldn’t just have memory, it would learn which memories are useful. 3: Make sure its memory is actually true markets change constantly. revenue guidance changes. tokenomics change. valuations change. narratives change. I would use validity-aware memory so my agents know when information is outdated, updated or completely wrong. 4: Make mistakes improve the firm this is where it gets ridiculous. if my crypto agent misses a major token unlock I don’t just want it to remember: “i missed the token unlock” I want the mistake to change how it researches every future token. mistake = a lesson = a new research rule = a new test to improve the agent. 5: Make the analysts actually independent having 5 agents agreeing with each other is pointless if they’re basically the same agent 5 times. I would have bull, bear, quant, risk and research agents investigate independently BEFORE seeing what the others think. then let them argue with eachother, let them call eachother a dumb fuck. I want a trading floor. 6: Prove the firm is actually getting better finally I would build my own benchmark. every time I change the system I want to know: > did research accuracy improve? > did it miss less important information? > did it make fewer unsupported claims? > did it actually make better decisions? combine all six and you don’t really have an AI trading bot anymore. you have a damn hedge fund that can remember, learn from its mistakes and hopefully get better the longer you use it. I built part one. this is what I want to build next. oh here’s the link to part one, saves you maybe looking for it: x.ai/bot/6rORf8SNvR8Sl1hl3TH…