Qalabka dhismaha iyo dhismaha dhismaha waxaa loo isticmaali karaa in ay ku saabsan dhismaha dhismaha.

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. "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. 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 waxaa laga yaabaa 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 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 Use wax soo saarka ah iyo API Dixiga iyo dhismaha shaqada Waax yar oo uu ku habboon oo uu ku habboon wax badan Saxii xanuunka iyo xanuunka xanuunka oo kale Waa'iid ka mid ah wax soo saarka: : Agents kala duwan oo ku habboon karaa waxyaabaha kala duwan Specialization Advantage : Waayo, wax soo saarka sareeyaan oo ka mid ah wax soo saarka kala duwan Scalable intelligence : Collaborative potential that exceeds individual agent abilities Collaborative capabilities : Multiple reasoning approaches to solve challenging problems Cognitive diversity : adeegga kala duwan oo ku habboon tahay waxyaabaha kala duwan Specialization Advantage Diiwaanka ugu fiican : dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Scalable intelligence Scalable Intelligence waxaa laga yaabaa : Dhammaanada dhismaha oo ka mid ah dhismaha dhismaha dhismaha dhismaha Dhammaanada dhismaha Qalabka ugu horeysay : qiyaastiiibta badan oo ka mid ah qiyaastiiibta ah si ay u qiyaastii karaa macluumaadka ah Cognitive diversity Cognitive diversity 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: : dhismaha dhismaha dhismaha Dhammaanada dhismaha Dhammaan iyo dhismaha ah : Si kastaba ha ahaatee, waxaa loo isticmaali karaa in ay ka mid ah wax soo saarka. Communication overhead Dhammaan oo dhan Risk cascade faahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfaahfa Diiwaanka xanuunka ah ee xanuunka ah : Si aad u baahan tahay in ay ka mid ah macluumaadka macluumaadka multi-agent Debugging nightmares Debugging macluumaadka : Si kastaba ha ahaatee, agenta ah waxay ka soo saarka ugu badan 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 ka mid ah ka mid ah ka mid ah ka mid ah ka mid ah. Waqtiga ugu soo saarka Waqtiga ah oo dhan : wax soo saarka iyo wax soo saarka Waaqada wax soo saarka Waqtiga ah oo ku yaala 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 yar Five 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 : Dhammaan adeegga cusub oo ka mid ah dhismaha nidaamka waaweyn. Warning Sign Warning Waqtiga 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 Dhammaan Diiwaanka Real-World 2. Communication Overhead dhismaha shaqada : Waqtigaagaaga waa in ay ku habboonayaan in ay ku yaalaa wax soo saarka ah. Warning Sign Warning Waqtiga 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 Dhammaan Diiwaanka Real-World 3. Qalabka nidaamka waxaa loo yaqaan 'System Behaviour Becomes Unexplainable' : Waxaad ku yaalaa in ay ku yaalaa in ay ka mid ah nidaamka ka mid ah ka mid ah wax soo saarka. Sign Warning Warning Waqtiga 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 Dhammaan Diiwaanka Real-World 4.Testing waxaa loo yaabaa in la mid ah in la mid ah : Waxaad ka dhigi karaa in ay ku habboonay oo dhan oo ay ku habboonay. Sign Warning Warning Waqtiga : 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. Real-World Impact Diiwaanka Real-World 5. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka : Qiimeeyaasha Cloud-ka waxay ku yaalaa in ay ka mid ah nidaamka. Warning Sign Warning Waqtiga 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 Dhammaan Diiwaanka Real-World The Multi-Agent Decision Tree: A Practical Framework 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. : Ma ahaatee, waxaa loo isticmaali karaa in ay ka mid ah sub-tasks? Qalabka 1 Waqtiga 1 No → Waayo, waxaa loo isticmaali karaa mid ka mid ah Yes → Continue to Question 2 No → Waayo, waxaa loo isticmaali karaa midabada Yes → Si aad u hesho 2 : Haddii sub-waxanka waxay u baahan tahay qiyaastiisa ugu badan? Waqtiisa 2 Waqtiga 2 No → Waayo, waxaa loo isticmaali karaa mid ka mid ah Yes → Si kastaba haweenka 3 No → Waayo, waxaa loo isticmaali karaa midabada Yes → Si aad u aragto 3 : Haddii subtasks waxaa loo isticmaali karaa si ay u isticmaali karaa? Qiyaasta 3 Waqtiga 3 Yes → Waayo, waxaa loo isticmaali karaa mid ka mid ah midabka No → Si kastaba haweenka 4 Yes → Waayo, waxaa loo isticmaali karaa midabada No → Si aad u aragto 4 : Is horisontal scalability a requirement? Qalabka 4 Waqtiga 4 Yes → Si loo isticmaalaa nidaamka multi-agent No → Si loo isticmaalaa Qalabka 5 Yes → isticmaalka nidaamka multi-agent No → Si aad u aragto 5 : Ma rabtaa in ka mid ah dhismaha dhismaha iyo dhismaha dhismaha? Waqtiisa 5 Qalabka 5 Yes → Si loo isticmaalaa nidaamka multi-agent No → Si loo isticmaalaa Qalabka 6 Yes → isticmaalka nidaamka multi-agent No → Si aad u aragto 6 : Ma rabtaa mid ka mid ah macluumaadka horumarinta? Qiyaasta 6 Waqtiga 6 No → Start with a single agent Yes → A multi-agent system may be appropriate No → Start with a single agent Yes → nidaamka multi-agent waxaa laga yaabaa 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. From Theory to Practice: Choosing the Right Implementation 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: 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 too from 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 product Xirfadka ugu weyn ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu fiican ee loo yaqaan "Xirfadka ugu weyn ee loo yaqaan "Xirfadka uguMarka aad u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay u baahan yahay in ay uWaayo, waxaa laga yaabaa in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay.Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Waayo, waxaa laga yaabaa 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 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 ka mid ah. Waayo, waxaa laga yaabaa in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. Waayo, waxaa laga yaabaa in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. Haku: Haku: Haku: Haku: Haku: Haku: Haku: Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale Marka aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay. Haku: Haku: Haku: Haku: Haku: Haku: Haku: Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale : Tusaale Waqtigaan waxaa la soo bandhigay co-ordination multi-agent to eliminate traffic signals and minimize congestion. Waayo, 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 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 Ku saabsan Waayo, waxaan u baahan tahay in aad u baahan yahay. Qalabka Multi-Agent: Qalabka Kompleksada 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. The Crossover Point: Waayo, Multi-Agent waxaa loo isticmaali karaa? 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 mid Systems 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. Analysis Comparative: Single vs. Multi-Agent 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. Waqtiga ah ee System-Real World: Case Studies in Complexity 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: Autonomous Vehicles: When Safety Demands Simplicity Waqtigaan in ay ku yaalaa in ay ku yaalaa floods ka mid ah macluumaadka dhismaha, si ay u hesho si ay u dhismaha dhismaha. Waqtiisa Waqtiga: 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 ah Strategiyaalka caadiga ah oo ka mid ah waxa uu ka mid ah in la mid ah wax soo saarka ah. Game AI (StarCraft II): Waayo, xafiisyada waa in la yaabaa 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: , and even then, designers minimized complexity at deployment time. only challenges of StarCraft's magnitude merit such complex solutions Diiwaanka ugu weyn ee StarCraft waxaa ka mid ah wax soo saarka ugu sareeya Warehouse Robotics: Finding The Balance 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. 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 nidaamka Reality Check: Waqtiisa 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 ah Coolka 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. Architects Smart waxaa laga yaqaan 'Solution Complexity' iyo 'Problem Complexity'. When Not Being Clever The Smartest Move Is Is The art of building intelligent systems often liis in knowing . when not to over-engineer When Do Not To Over-Engineer 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. Imagin wax soo saarka AI ah oo ku yaalaa mashiinka digitaalka Rube Goldberg. Imagin wax soo saarka AI ah oo ku yaalaa mashiinka digital Rube Goldberg. 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. The Value of Intentional Simplicity 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 in ay ka caawin ah." non "In AI, xafiisyada ugu caawin ah waa mid ka mid ah in ay ka mid ah in ay ka caawin ah." non Wala soo bandhigay agenta ah oo ka mid ah dhismaha ugu fiican ee lagu soo bandhigay, xisaabtaa: 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. Ama aad u soo bandhigay, ama aad u soo bandhigay uu? Ma rabtaa wax soo saarka, ama si ay u soo saarka cusub? 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 A Framework of Final Decision Waqtiisa oo dhan, waxaa loo isticmaali karaa in la isticmaali karaa in la isticmaali karaa cadaadiga ah ee AI: waxaa laga yaabaa 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 Shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu weyn ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruudaha ugu fiican ee shuruShuruudaha Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed ee Xirfadeed waxaa laga yaabaa Saacad 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 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 Saacad 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 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 ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah mid ah mid ka mid ah? Will the benefits of specialized agents outweigh the coordination overhead? Waqtiisa waxay 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? Ma rabtaa waxba haweenka ah oo 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? Ma rabtaa 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 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? 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 iyo mid ka mid ah oo ka mid ah oo ka mid ah wax soo saarka. function Works Qalabka ugu fiican ee loo isticmaali karaa Solution Your AI If you have determined the appropriate architecture for your problem, here are best practices for implementation: Loo soo saarka Single-Agent Instead of spawning agents, soo saarka agenta ah oo ka mid ah macluumaadka ah: Use Tool Calling Instead of Multiple Agents Use Tool Calling Instead of Multiple Agents Dhammaan waxaa laga yaqaan 'Specialization Benefits Without Coordination Overhead'. Focus on providing your agent with the right context: Enhance Context Management Implement retrieval-augmented generation for domain-specific knowledge Use memory hierarchies for different retention strategies Create clear prompt templates for different operations modes Dhammaan si ay u isticmaali karaa in ay u isticmaali karaa: Enhance Context Management Enhance Context Management Implement retrieval-augmented generation for domain-specific knowledge Use memory hierarchies for different retention strategies Create clear prompt templates for different operation modes Ganacsiga loo yaqaan "Retryval-Augmented Generation for Domain-Specific Knowledge" Use memory hierarchies for different retention strategies Creaate clary prompt templates for different operating modes 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. Know When to Evolve Know When to Evolve Task completion times becoming unacceptably long Rate error increasing in specific domains Context window limitations being consistently reached Task full-time waxaa laga yaabaa in la yaabaa Qalabka dhismaha waaweyn ee codsiga ah Limitsada Window Context waxaa loo yaqaan 'Consistently Reaching' Wixii nidaamka Multi-Agent If your decision tree indicates you really need multiple agents: Choose the Right Architecture Pattern : Waayo, wax soo saarka ugu soo saarka ah oo ka mid ah coordinator Hierarchical : Waayo, wax soo saarka ugu soo saarka ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah Peer Network : Waayo, wax soo saarka ah oo ka mid ah wax soo saarka Assembly Line : Waayo, waxa uu ka soo xiriir in ay ka mid ah coordinator Hierarchical Hierarchical : Waayo, waxaa loo isticmaali karaa in ay ka mid ah macluumaadka ah. Peer Network Sidaalka ugu horeysay : Waayo, wax soo saarka ah oo ka mid ah wax soo saarka Line Assembly Laga soo xiriir Implement Robust Communication Defineerada shahaado shahaado shahaado for all inter-agent communications Build error handling and recovery into your communications protocols Maalinta logging ah oo dhan shahaado shahaado for debugging Diiwaanka Diiwaanka Diiwaanka Dhammaan shahaado shahaado shahaado shahaado for all inter-agent communications Build error handling and recovery in your communication protocols Dhammaan logging ah oo dhan shahaado shahaado for debugging Dhammaan shahaado shahaado shahaado for all inter-agent communications Build xakamaynta xakamaynta iyo xakamaynta in aad protocolls xakamaynta Waax yar oo ku yaalaa dhismaha oo dhan ee codsiga ah ee codsiga ah Dhammaan 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 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 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. Dhammaan Small and Scale Gradually Diiwaanka Small and Scale Gradually Test a thoroughly after adding each new agent Maalinta wax soo saarka ah ee cadaadiga cadaadiga Maalinta wax soo saarka ah oo ay ka mid ah wax soo saarka. Test caadiga ah ka dib markii cadaadiga cusub Maalinta wax soo saarka ah ee cadaadiga ah Waqtiisa in la soo bandhigay agenta ah oo ka mid ah xisaabto ah oo ka mid ah. Waayo, oo ku yaalaa in ay ka mid ah wax soo saarka ah. This provides a safety net as your system evolves and helps identify when the system is becoming too complex for effective supervision. Maadho human supervision Waqtiisa waxaa laga yaqaan 'Human Oversight' 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. Diiwaanka: Art of Intelligent Simplicity Qalabka "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: Diiwaanka ah oo ah mid ka mid ah macluumaadka ah Diiwaanka wax soo saarka ka mid ah macluumaadka oo ah Monitor for specific limitations and bottlenecks Scaling to multi-agent only when the decision tree clearly indicates it is justified Diiwaanka ah oo 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 ka mid ah Diiwaanka wax soo saarka si ay u qiyaasta ah Monitor for limits specific and bottlenecks Skalaan in multi-agent ka mid ka mid ah xafiisyada dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha 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. Luuqadda [1] Varia, S. (2023). arXiv:2312.03034. "Waqtiga ah oo ka mid ah nidaamka LLM multi-agent." "Waqtiga ah oo ka mid ah shuruudaha ee nidaamka LLM multi-agent." [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 DeepMind Blog. [3] DeepMind. (2023). "AlphaStar: Masters of Real-time strategy game StarCraft II." "AlphaStar: Masters of Real-time strategy game StarCraft II." [4] Forum Economic World. (2024). WEF Technical Brief. "How to ensure the safety of modern AI agents and multi-agent systems." "Waqtiga loo isticmaali karaa in ay ka mid ah macluumaadka ah ee macluumaadka ah ee macluumaadka iyo macluumaadka kale." [5] Xu, D., et al. (2023). arXiv:2311.08516. "MACS: Multi-Agent Collaboration Systems for Question Answering." "MACS: 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 QQalabkaWaayo, waxaan ku saabsan Jay Thakur, adeegga Software ee Microsoft oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah. Sida loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada Accenture' ee Microsoft, Amazon, Accenture Labs iyo Stanford GSB, waxaan ku yaqaan 'Ageerada Axeerada AI' ah oo loo yaqaan 'Ageerada Axeerada GSB' ah, waxaan ka caawinayaa in ay ku yaalaa xafiisyada technology-ka ah oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah'.Waayo, waxaan ku saabsan Jay Thakur, adeegga Software ee Microsoft oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah oo loo yaqaan 'Ageerada AI' ah' oo loo yaqaan 'Ageerada Accenture' iyo 'Ageerada Accenture' iyo 'Ageerada Accenture' ee Stanford GSB, waxaan ku yaqaan 'Ageerada Axeerada AI', 'Ageerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada Axeerada A LinkedIn LinkedIn X X