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Vatsvagiri vanounza EvolveTrade yekuzvishandura yega LLM yekutengesa vamiririri

EvolveTrade igadziriso inozvishandura inogonesa hombe yemutauro LLM vamiririri vekutengesa kuti vagadzirise maitiro avo pasi pekuchinja misika yemisika uye kugadzirisa mashandiro avo nekusimba.

By 4 min readRead the primary source
Source-provided image accompanying Researchers introduce EvolveTrade for self-evolving LLM trading agents
Primary-source documentKwakanyorwa
Muparidzi
arxiv.org
Source link
arxiv.orghttps://arxiv.org/abs/2609.17632
Source type
Gwaro rekutanga - chiziviso chepamutemo, bepa, faira, kana peji rebato rekutanga ratinoverenga zvakananga.
ContextNzwisisa izvi mumasekonzi makumi matanhatu

Tanga pano

Matemu akakosha

Mutauro Mukuru (LLM)
Mutauro wemodhi yakadzidziswa pane yakakura text corpora kugadzira nekuongorora zvinyorwa.
System Prompt
Murairo wepamusoro-soro unoisa maitiro, mutemo, uye maitiro ekupindura emuenzaniso.
Kusimba
Kugona kwe modhi kuchengetedza kuita pasi peruzha, mashifiti, kana mapindiro eanopikisa.
Zviedze iwe pachakoChii chinonzi AI? Quiz

Chii chaitika

Vatsvagiri vakaunza EvolveTrade, inozvishandura yega yemhando yemutauro mikuru LLM yekutengesa vamiririri. Iyo dhizaini inobata sisitimu yekuchimbidza kwechishandiso-chinoshandisa kutengeserana mumiriri segwaro-parameterized policy, iyo inodzokororwa mushure menguva yega yega yekuvandudza uchishandisa yakaunganidzwa sarudzo uye yakaitika portfolio mhinduro.

Iyo dhizaini inobata sisitimu yekuchimbidza kwechishandiso-chinoshandisa kutengeserana mumiriri segwaro-parameterized policy, iyo inodzokororwa mushure menguva yega yega yekuvandudza uchishandisa yakaunganidzwa sarudzo uye yakaitika portfolio mhinduro.

Iyi nzira inogonesa vamiririri veLLM vekutengesa kuti vagadzirise maitiro avo pasi pekuchinja kwemisika, kuvandudza mashandiro avo uye kusimba.

Kuvandudzwa kweEvolveTrade kune zvakakosha kumunda weLLM vatengesi vekutengesa, vachiratidza kukosha kwekugadzirisa zvakare maitiro ekutonga mashandisirwo ekushandisa kuvaka mamwe maajenti akasimba.

Kwakabva mashoko: arxiv.org ↗

Nei zvichikosha

EvolveTrade inogonesa LLM vamiririri vekutengesa kuti vagadzirise maitiro avo pasi pekuchinja misika misika kuvandudza mashandiro avo uye kusimba. Iyi igwara rakakosha rekuvaka rakasimba LLM vatengesi vekutengesa.

EvolveTrade inonatsiridza mashandiro eLLM vatengesi vekutengesa nekuvagonesa kugadzirisa maitiro avo pasi pekuchinja kwemisika.

Iyo dhizaini inowana yakagadziridzwa Sharpe Ratio uye Cumulative Return pamusoro peyakagadziriswa-mutemo LLM nheyo mune dzakawanda dzakaongororwa marongero.

Kuongorora kwemaitiro kunoratidza kuti kuzvishandura-shanduka kwemitemo kunowedzera kodhi-mediated ongororo uye kumisa kutonga kwakakodzera computations.

Case-level policy-to-return attributions inoteedzera kuti shanduko-inokonzeresa yekugovera shanduko inobatsira sei pakudzoka misiyano.

Interactive Mechanism

Interactive Mechanism: Iyo Inonyatsoshanda

Ongorora ari pasi tekinoroji kuseri kwekusimudzira uku uchipindirana.

Agent Lifecycle Stage:
1
User Intent & Planning: "Audit customer refund request #4092 and settle payment."
2
Tool Calling: Emits structured JSON call crm_get_transaction(id='4092').
3
Guardrail & Verification:🛡️ Paused: High-value action requires human operator sign-off.
4
Final Settlement: Refund recorded, email receipt dispatched, and audit log stored.
Core takeaway: An AI agent is not just a language model—it is a closed loop of planning, tool invocation, and environment feedback. Production systems require self-healing retries and strict human approval guardrails.
Interactive Concept Check+10 Points
What is AI? Quiz

A route planner searches possible journeys using explicit rules. What does this illustrate about AI?

Zvekutarisa zvinotevera

Kuvandudzwa kweEvolveTrade kune zvakakosha kumunda weLLM vatengesi vekutengesa. Iyo inosimbisa kukosha kwekugadzirisa iyo inogona kushandiswazve inotonga maturusi ekushandisa kuvaka mamwe maajenti akasimba.

Kukanganisa kweEvolveTrade pakuita kweLLM vamiririri vekutengesa kuchatariswa zvakanyanya.

Kugona kwegadziriro yekuenderana nekuchinja kwemisika kuchava nzvimbo yakakosha yekutarisa.

Izvo zvinogona kushandiswa kweEvolveTrade mune dzimwe nzvimbo dzakadai semari nehupfumi zvichaongororwa.

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