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YeesalAI Understanding

Gëstukat yi dugal nañu EvolveTrade ngir LLM agent yiy jëm kanam seen bopp

EvolveTrade ab kaadar la buy jëm kanam boppam buy may modelu làkk yu mag yi LLM agents jënd ak jaay ñu mëna méngale seen doxalin ci coppite yi am ci regime marse bi ba noppi gëna suqali seen liggéey ak seen dëgër.

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Source-provided image accompanying Researchers introduce EvolveTrade for self-evolving LLM trading agents
Këyitu xët bu njëkkSource biñ enregistre
Siiwalkat
arxiv.org
Lëkkalekaayu cosaan
arxiv.orghttps://arxiv.org/abs/2609.17632
Xeetu balluwaay
Këyitu njëkk - ab yëgle ofisel, këyit, dosiye, wala xëtu pàrti bu njëkk bi ñuy jàng ci saasi.
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Tambalil fii

Term yu am solo

Modelu làkk bu mag (LLM)
Benn xeetu làkk buñ tàggat ci corpus mbind yu bari ngir sos ak jàngat mbind.
Laajtu sistem bi
Jàngale bu am solo buy tëral doxalin, sàrt ak ni ñuy tontu ci xeetu nit ñi.
Robustesse
Mbaaxu model bi ngir mëna wéy di liggéey ci biir bruit, coppite wala ay done yu bañkat yi.
Nattal sa boppLuy IA? quiz

Lu xew

Gëstukat yi dugal nañu EvolveTrade, di benn kadre buy jëm kanam boppam ngir modelu làkk yu mag yi LLM agents jënd ak jaay. Kadar bi dafay jëfandikoo sistem biy sàkku ab ndawu jënd ak jaay buy jëfandikoo jumtukaay ni ab politik buñu parametre ci bind, buñuy xoolaat ginaaw biñu yeesal bépp diggante bu ñuy jëfandikoo ay tombi dogal yuñ dajale ak feedback portfëy biñ xam.

Kadar bi dafay jëfandikoo sistem biy sàkku ab ndawu jënd ak jaay buy jëfandikoo jumtukaay ni ab politik buñu parametre ci bind, buñuy xoolaat ginaaw biñu yeesal bépp diggante bu ñuy jëfandikoo ay tombi dogal yuñ dajale ak feedback portfëy biñ xam.

Bokk na ci anam yi ñuy jàppale LLM ñu mëna méngale seen doxalin ak coppite yi am ci marse bi, gëna suqali seen liggéey ak seen dëgër.

Developpement EvolveTrade amna njeexital yu am solo ci wàllu LLM agents trading, di wane njariñu méngale doxalin buñ mëna jëfandikoowaat bi yor jumtukaay jëfandikoo ngir tabax agents yu gëna am doole.

Ay leeral ci cosaan: arxiv.org ↗

Lu tax mu am solo

EvolveTrade dafay jàppale agents LLM yi ñu mëna méngale seen doxalin ak coppite yi am ci regime marse bi, gëna suqali seen liggéey ak seen dëgër. Lii yoon wu am solo la ngir tabax ndawu jënd ak jaay LLM yu gëna am doole.

EvolveTrade dafay gëna suqali liggéeyu LLM agent yi ci may leen ñu mëna méngale seen doxalin ak coppite yi am ci regime marché yi.

Kadar bi dafa gëna mëna yokk Sharpe Ratio ak Retour Cumulatif ci kaw LLM bu am politik bu takku ci jekkal yiñ gëna jàngat.

Càmbaru doxalin dafa wane ni politik yi defar seen bopp dañuy yokk càmbaru kode-mediated ak aktive xayma yu jëm ci regime bi.

Niveau cas-niveau attributions ci politik ngir delloo dafay toppu ni coppite yi politik indi ci xaaj bi di jàppale ci differansi delloo yiñ am.

Interactive Mechanism

Mekanism buy weccoo xalaat: naka lay doxee

Saytu xarala yu bees yi ci ginaaw yokkute bii ci anam wu weccoo xalaat.

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.
Saytu konsept buy weccoo xalaat+10 Points
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Li nga wara seetaan ci topp

Developpement EvolveTrade amna njeexital yu am solo ci wàllu LLM agents trading. Dafay wane njariñu méngale anam yi ñuy jëfandikoowaat ngir tabax ab ndawu liggéey bu gëna am doole.

Dina ñu xool bu baax njeextalu EvolveTrade ci liggéeyu ndawu jënd ak jaay LLM yi.

Mbaaxu kaadar bi ngir mëna ànd ak coppite yi am ci marse bi mooy nekk luñuy bàyyi xel ci.

Dina nu xoolaat anam yi EvolveTrade mëna jëfandikoo ci yeneen wàll yu melni xaalis ak koom.

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