"We need a multi-agent architecture for this."
"We need a multi-agent architecture for this."
Waa'iid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid
Wada soo saarka nidaamka AI sareeya, waxaan ka hortago injiilada ah oo ka hortago technology ah oo ka hortago: nidaamka ugu caawin ah ee loo isticmaalaa waa ugu fiican.
Waqtigaan in la soo saarka nidaamka AI sareeya, waxaan ka caawinay injiilada ah oo ka mid ah warshadaha technology ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah wax soo saarka ah.
Markaas oo ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah.
Haddii waa paradox: sida LLMs waaweyn in ay ku yaalaa in ay ku yaalaa, wax soo saarka ah ee adeegga ah ee adeegga waaweyn waaweyn waaweyn waaweyn.
Hii waa in ay ku yidhi, nidaamka multi-agents waxay ka mid ah. Waayo, waxaa laga yaabaa in ay ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah oo ka mid ah .
Ku saabsan when
Waa'iid ka mid ah dhismaha iyo soo saarka dhismaha caadiga ah oo ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah.
Dhammaan oo ku saabsan Paradigma Multi-Agent
A multi-agent system (MAS) waxay ku yaalaa in ka mid ah agenta ah AI-ka ah oo loo isticmaali karo in ay u shaqeeyaan tareenka.
Waqtiisa waa mid ka mid ah macluumaad kala duwan (LLMs) oo ka mid ah macluumaad kala duwan ee macluumaadka dabiiciga.
Waaq ah oo ku yaalaa AI ah ee LLMs warshadaha waa si ay u baahan tahay:
- Useerada macluumaadka iyo APIs
- Design and execute action plans
- Update their memory as they acquire new information
- Communicate and coordinate with other agents
Waa'iid ka mid ah wax soo saarka:
- Specialization Advantage: Agents kala duwan oo ku habboon karaa waxyaabaha kala duwan
- Scalable intelligence: Waayo, wax soo saarka sareeyaan oo ka mid ah wax soo saarka kala duwan
- Collaborative capabilities: Collaborative potential that exceeds individual agent abilities
- Cognitive diversity: Multiple reasoning approaches to solve challenging problems
Tools sida CrewAI, AutoGen, iyo LangGraph waxaa loo isticmaali karaa in ay soo saarka nidaamka multi-agent oo dhan.
Xaabinta Calaamadaha Calaamadaha Calaamadaha
Waqtiisa waa in ka mid ah nidaamka multi-agents waa in la sameeyo - waa in la soo saarka in la soo saarka macluumaadka ah:
Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid
Waqtiga ugu caawin ah, badan oo ka mid ah dhismaha ugu caawin ah ee lagu soo bandhigay -ka dhismaha ugu caawin ah oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah.
wax yarFive Warning Signs of AI Overengineering
Waax oo aad u raaxaysaa in aad nidaamka ka mid ah in ay ka mid ah wax soo saarka ah?
1. Qiimeeyo badan oo ka mid ah wax soo saarka
Warning Sign: Dhammaan adeegga cusub oo ka mid ah dhismaha nidaamka waaweyn.
Warning WaqtigaDhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan DhammaanDiiwaanka Real-World Warning Sign: Waqtigaagaaga waa in ay ku habboonayaan in ay ku yaalaa wax soo saarka ah. Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan DhammaanDiiwaanka Real-World Sign Warning: Waxaad ku yaalaa in ay ku yaalaa in ay ka mid ah nidaamka ka mid ah ka mid ah wax soo saarka. Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan DhammaanDiiwaanka Real-World Sign Warning: Waxaad ka dhigi karaa in ay ku habboonay oo dhan oo ay ku habboonay. Real-World Impact: Qalabka Edge oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. Warning Sign: Qiimeeyaasha Cloud-ka waxay ku yaalaa in ay ka mid ah nidaamka. Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan Dhammaan DhammaanDiiwaanka Real-World Waqtiga loo isticmaali karaa, waxaan ku habboonay dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha: Dhammaan dhismaha waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn waaweyn. Wala soo xiriir oo dhan oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah. Qalabka 1: Ma ahaatee, waxaa loo isticmaali karaa in ay ka mid ah sub-tasks? Waqtiisa 2: Haddii sub-waxanka waxay u baahan tahay qiyaastiisa ugu badan? Qiyaasta 3: Haddii subtasks waxaa loo isticmaali karaa si ay u isticmaali karaa? Qalabka 4: Is horisontal scalability a requirement? Waqtiisa 5: Ma rabtaa in ka mid ah dhismaha dhismaha iyo dhismaha dhismaha? Qiyaasta 6: Ma rabtaa mid ka mid ah macluumaadka horumarinta? Warshadaha ugu horeysay ee World Economic Forum waxay ku yaalaynay qiyaastii karo iyo dhismaha ee nidaamka multi-agent, oo ku yaalaynay adeegyada ah oo ku yaalaa wax soo saarka ah oo ku yaalaa decentralization iyo dhismaha dhismaha dhismaha dhismaha dhismaha. Waa soo baxsan in ay ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah: Waaq ka mid ah, nidaamka multi-agents for same task waa in aad u baahan tahay in ay ku yaalaa agenta ah oo ku yaalaa categoryization, sentiment analysis, and issue extraction, plus a coordinator for managing them all—resulting in 4x code and complexity. Waax yar oo ku yaalaa wax soo saarka ugu fiican ee wax soo saarka: for tasks without clear decomposition benefits or specialized knowledge requirements, the single-agent approach wins on simplicity, maintenanceability, and often performance. Saacadda waxaa laga yaqaan 'crossover point' ee loo yaqaan'multi-agent systems' waxaa laga yaqaan'multi-agent systems' waxaa laga yaqaan'multi-agent systems' waxaa laga yaqaan'multi-agent systems' waxaa laga yaqaan'multi-agent systems' oo ku yaalaa'single agent' oo ku yaalaa'single agent': Dhammaan waa mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka midSystems multi-agent waxay ka mid ah qiimaha baseline ugu badan, laakiin sidoo kale ka mid ah sareeya Baseerada macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah macluumaad ka mid ah. Waaq ka mid ah macluumaadka kala duwan ee loo isticmaalo, macluumaadka ka mid ah macluumaadka waa mid ka mid ah: Diiwaanka Laga soo xiriir Laga soo xiriir Diiwaanka ugu badan Diiwaanka Diiwaanka Waqtiisa ugu horeysay Waqtiga ugu horeysay Luuqaha ugu badan Waqtiga ugu badan Waaq ka mid ah oo ka mid ah xawaaraha Waaq ka mid ah oo ka mid ah xafiisyada Diiwaanka High for integrated tasks Potentially higher for specialized tasks Luuqadda Diiwaanka High oo ka mid ah wax soo saarka High oo ka mid ah wax soo saarka Potentially higher for specialized tasks Potentially higher for specialized tasks Luuqaha ugu horeysay Luuqada ugu horeysay Waqtiisa oo dhan Luuqada ugu badan Waaq ka badan Waaq ka badan Waax yar oo dhan Laga soo saarka Luuqada ugu badan Luuqada ugu badan Dhammaanka Dhammaanka Diiwaanka Diiwaanka Diiwaanka Luuqada ugu badan Luuqada ugu badan Waqtiisa waa in la soo xiriir oo ku saabsan wax soo saarka. Waqtiisa waa in aad u baahan tahay in ay ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah: Waqtigaan in ay ku yaalaa in ay ku yaalaa floods ka mid ah macluumaadka dhismaha, si ay u hesho si ay u dhismaha dhismaha. Waaq ka mid ah in la soo bandhigiisa oo badan oo ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ahStrategiyaalka caadiga ah oo ka mid ah waxa uu ka mid ah in la mid ah wax soo saarka ah. Waaq ka mid ah mid ka mid ah mid ka mid ah macluumaadka multi-agents. AlphaStar ee DeepMind, oo ka mid ah mid ka mid ah Grandmaster ee StarCraft II, waa mid ka mid ah. StarCraft waa mid ka mid ah mid ah mid ka mid ah mid ah, multi-unit, game strategy real-time-ka mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. Looqada AlphaStar waa in la helo xigta ah ee agenta ah AI si ay u adeegsanayo iyo si ay u isticmaali karo. Dhammaan waxaa loo yaqaan 'Cool' oo ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. However, even AlphaStar controls all units as one coordinated entity during actual play. The takeaway: only challenges of StarCraft's magnitude merit such complex solutions, and even then, designers minimized complexity at deployment time. Waa'iidada dhismaha automated ee Amazon oo ka mid ah 350,000 robot mobile ka mid ah wax soo saarka. One could approach this as a bunch of agents each making decisions on the fly. Reality Check: Amazon waxaa loo isticmaalaa nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamka nidaamkaWaqtiisa Waqtiga: Ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ahCoolka dhismaha ah waa reliability iyo xawaaraha: Waqtiisa waxaa ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah. The art of building intelligent systems often liis in knowing when not to over-engineer.When Do Not To Over-Engineer Imagin wax soo saarka AI ah oo ku yaalaa mashiinka digitaalka Rube Goldberg. A start-up waa in la aasaasay in la aasaasay warehous picker ama waxaa laga yaabaa in ay ku habboon karo dhismaha ah oo ku yaalaa dhismaha badan: mid ka mid ah si ay u isticmaalaa, mid ka mid ah si ay u isticmaalaa wax soo saarka, mid ka mid ah si ay u isticmaalaa wax soo saarka, iyo mid ka mid ah mid ka mid ah macluumaadka meta si ay u isticmaalaa. Haddii agenta waa shaqeeyey in dhismaha, laakiin in dhismaha, nidaamka waa dhismaha, dhismaha, dhismaha, dhismaha, dhismaha. Diiwaanka waxaa laga yaabaa xafiiska ah, waxaa laga yaabaa in ay ku yaalaa in ka mid ah xafiiska ah oo ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Luuqada dhismaha multi-agents, protocolls coordination complex, ama dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Wala soo xiriir oo ku saabsan: "In AI, wax soo saarka ugu caawin ah waa mid ka mid ah in ay ka mid ah non in ay ka caawin ah." "In AI, xafiisyada ugu caawin ah waa mid ka mid ah in ay ka mid ah non in ay ka caawin ah." Wala soo bandhigay agenta ah oo ka mid ah dhismaha ugu fiican ee lagu soo bandhigay, xisaabtaa: Ama aad u soo bandhigay, ama aad u soo bandhigay uu? By applying the decision framework we have outlined and learning from real-world successes (and failures), aad sidoo kale sidoo kale ka caawin karaa lagu-dhismaha multi-agent sida aad u soo bandhigay. Haddii waa mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid Waqtiisa oo dhan, waxaa loo isticmaali karaa in la isticmaali karaa in la isticmaali karaa cadaadiga ah ee AI: If you answer "no" to any of the first four questions or "no" to the last one, iibsato si aad u qiyaastii kartaa. Arkitecada iyo simplicity waa mid ka mid ah qalabka ah; in AI, waxaa ka mid ah mid ka mid ah ka mid ah nidaamka oo function iyo mid ka mid ah oo ka mid ah oo ka mid ah wax soo saarka. If you have determined the appropriate architecture for your problem, here are best practices for implementation: Use Tool Calling Instead of Multiple Agents Instead of spawning agents, soo saarka agenta ah oo ka mid ah macluumaadka ah: Dhammaan waxaa laga yaqaan 'Specialization Benefits Without Coordination Overhead'. Enhance Context Management Focus on providing your agent with the right context: Enhance Context Management Dhammaan si ay u isticmaali karaa in ay u isticmaali karaa: Know When to Evolve Waayo, ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid Know When to Evolve Waayo, ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah. If your decision tree indicates you really need multiple agents: Waqtiisa oo dhan, ku saabsan optimization waa mid ka mid ah wax soo saarka. Waqtiisa oo ka mid ah wax soo saarka oo ka mid ah wax soo saarka oo ka mid ah wax soo saarka. "Teexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeexeex "Waqtiisa in aad u isticmaali karaa in aad u isticmaali karaa, laakiin sidoo kale in aad isticmaali karaa in aad isticmaali karaa in aad isticmaali karaa. Qalabka nidaamka multi-agents waa mid ka mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah in la mid ah. Loo soo saarka ugu fiican waa mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid ah mid ah mid ka mid ah mid ah mid ah mid Wala soo xiriir: Ka dib markii aad u soo bandhigiisa in ay ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka iyo wax soo saarka. Dii loo yaabaa in ay ka mid ah wax soo saarka iyo wax soo saarka iyo wax soo saarka. [1] Varia, S. (2023). "Waqtiga ah oo ka mid ah nidaamka LLM multi-agent." arXiv:2312.03034. [2] Dhammaan. (2023). "Dhammaan Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka"Dhammaan Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qal [3] DeepMind. (2023). "AlphaStar: Masters of Real-time strategy game StarCraft II." DeepMind Blog. [4] Forum Economic World. (2024). "How to ensure the safety of modern AI agents and multi-agent systems." WEF Technical Brief. [5] Xu, D., et al. (2023). "MACS: Multi-Agent Collaboration Systems for Question Answering." arXiv:2311.08516.2. Communication Overhead dhismaha shaqada
3. Qalabka nidaamka waxaa loo yaqaan 'System Behaviour Becomes Unexplainable'
4.Testing waxaa loo yaabaa in la mid ah in la mid ah
5. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka
The Multi-Agent Decision Tree: A Practical Framework
From Theory to Practice: Choosing the Right Implementation
Dhammaan Single-Agent: Sawirada iyo wax soo saarka
from langchain import LLMChain, PromptTemplate from langchain.llms import OpenAI # Agents Single shahaado oo dhan in mid ka mid ah wax soo saarka ah llm = OpenAI(model_name="gpt-4") prompt = PromptTemplate( input_variables=["feedback"], template="" Analysis wax soo saarka ka mid ah macaamiisha: {feedback} 1. Categorize (product, support, pricing) 2. Determinine sentiment (positive, negative, neutral) 3. Extract key issues or suggestions 4. Provide recommended actions Format your response as JSON. "" ) chain = LLMChain(llm=llm, prompt=prompt) analysis = chain.run("I love your product, but customer service is toofrom langchain import LLMChain, PromptTemplate from langchain.llms import OpenAI # Agents Single waaweyn oo dhan in mid ka mid ah wax soo saarka ah llm = OpenAI(model_name="gpt-4") prompt = PromptTemplate( input_variables=["feedback"], template="" Analysis wax soo saarka ka mid ah macaamiisha: {feedback} 1. Categorize (product, support, pricing) 2. Dhammaan feel (positive, negative, neutral) 3. Dhammaan wax soo saarka ama kharashka ah 4. Dhammaan wax soo saarka ah. Format your response as JSON. """ ) chain = LLMChain(llm=llm, prompt=prompt) analysis = chain.run(I love your productQalabka Multi-Agent: Qalabka Kompleksada
The Crossover Point: Waayo, Multi-Agent waxaa loo isticmaali karaa?
Analysis Comparative: Single vs. Multi-Agent
Waqtiga ah ee System-Real World: Case Studies in Complexity
Autonomous Vehicles: When Safety Demands Simplicity
Game AI (StarCraft II): Waayo, xafiisyada waa in la yaabaa
Warehouse Robotics: Finding The Balance
When Not Being Clever Is The Smartest Move
Ku saabsan Is
The Value of Intentional Simplicity
A Framework of Final Decision
Qalabka ugu fiican ee loo isticmaali karaa Solution Your AI
Loo soo saarka Single-Agent
Waayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka midWaayo, waxaa laga yaabaa in ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid
Wixii nidaamka Multi-Agent
Diiwaanka: Art of Intelligent Simplicity
Luuqadda
