Agentay AI iyo Agentay RAG: buugga buugga ama game-changers?

Sida loo yaabaa, 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 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. Sida loo yaqaan 'Tendence' waa Waayo, waxaan ka mid ahaysaa in ay 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 ah mid ka mid ah mid ah. Dhamaan oo badan oo ka mid ah shuruudaha waa in la soo saarka, oo ka mid ah in ay ka soo saarka, ama ka mid ah. agentic approach to AI Qalabka Sidaa waxaa Ma rabtaa in 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 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. agenta AI iyo agenta RAG Sida loo yaqaan 'Cool' waa 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 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. Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Waxaan ku saabsan oo dhan oo ku saabsan integrations LLM waxaan ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah Paint waxay ka mid ah macluumaadka AI!). Sida loo yaabaa in ay ka mid ah wax soo saarka cusub ama wax soo saarka cusub / wax soo saarka ah, waxa uu ka mid ah wax soo saarka ah. Ma rabtaa in ka mid ah "Reels" ama mid ka mid ah spin-off? Yes, that frenzy. 😉) Haku Sida loo yaabaa, technology oo ku yaalaa, iyo isticmaalka iyo mashaariisu waxay ku qiyaasta oo ah oo ku yaalaa in ay ku yaalaa. Sidaas, 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. EE.UU Agentic AI and Agentic RAG Waayo, "AI tradition" iyo integrations LLM ka hor si aad u soo xiriir, laakiin sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale sidoo kale. Sidaas oo ka mid ah wax soo saarka, waxaa loo isticmaali karaa in ay ka mid ah wax soo saarka iyo wax soo saarka. Waxaa kale oo ka mid ah Muuqaalka Haku Haku Marka aad u baahan tahay 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 ( ) iyo badan oo dhan. Sida loo isticmaali karaa Protokolls! This is where agentic AI and agentic RAG workflows step in! Sida loo yaabaa, nidaamka AI ah waa sida superhero-ka ah oo loo yaqaan "proactive problem-solver". Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Waayo, waxaa laga yaabaa in ay ka mid ah shuruudaha ah ee agenta ah ee AI. Qalabka ah oo ah Sidaas, waxaa laga yaqaan Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka . Haku ability to think, plan, and act autonomously to achieve complex goals 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 in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Sida loo yaqaan "Agentic AI" waxaa loo isticmaali karaa "LLMs integrated into" ️ ♂️ Qalabka Haku Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay ( ) si ay u helo microtask-ka oo dhan in la soo xiriir! Qalabka Sida loo isticmaali karaa integration MCP Sida loo 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 ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid 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. Sida loo isticmaali karaa 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 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. Qalabka AI Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid 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. (wax yar oo ka mid ah codsiga ah) Dhamaan sub-agents 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 ah mid ka mid ah mid ka mid ah. sub-agents Qalabka A2A Sida loo yaabaa, Haku Agentic AI means orchestrating LLMs and the tools they can connect to into a goal-driven workflow Markaas ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid 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. Agents Sequential: Agents ah waxay ka soo dejisan wax soo saarka, ka dib markii ay ka soo dejisan wax soo saarka agenta ah ee ah. Agents 1 ➡️ Agents 2 ➡️ ... ➡️ Agents N Shuruudaha dhismaha: Dhammaan shuruudaha ah oo ka mid ah shuruudaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha dhismaha Agents Parallel: Waayo, wax soo saarka waxaa loo isticmaali karaa in la isticmaali karo, sub-agents waxaa la isticmaali karaa in la isticmaali karaa in la isticmaali karaa in la isticmaali karaa. Waxaa kale oo ... Markaad ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid 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 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. Waa in la soo bandhigay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay. ️ Sida loo isticmaali karaa 3 sub-agents Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Feature Traditional AI Agentic AI Implementations Usually, integration with a single LLM A set of AI-orchestrated agents, each integrated with its own LLMs and specialized tools Core function Generating content by answering queries Proactive problem-solving focused on achieving complex goals Autonomy Reactive; waits for explicit instruction Autonomous; plans, executes, and self-corrects Task handling Single-step tasks or simple sequences Complex, multi-step workflows where problems are broken down. Tool usage Possible plugin integration Extensive integration with external tools, APIs, and more via AI protocols like MCP Interaction Primarily text-in, text-out Interacts with applications, real-world systems, and other agents Example "Give me the best places I should see in my 3-day trip to Miami" An AI vacation planner looking for fresh and new places to visit on your trip, while simultaneously booking flights, hotels, and buying tickets for the selected experiences for you Best analogy A knowledgeable assistant A highly skilled project manager or a team of specialized experts In emojis 🧠 🧠 + 🦾 Implementations Ka badan, integration la aasaasay single LLM Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Core function Qalabka Qalabka Qalabka Qalabka Proactive problem-solving-centric in la qiyaastii karaa cilmi-baarista ah Autonomy Reactive; oo ay u hesho in aad u hesho Autonomous; plan, executes, iyo self-corrigts Task handling Taageerada single-step ama sekuences simple Shuruudaha shaqada ah oo ka mid ah macluumaadka badan oo ka mid ah macluumaadka iyo macluumaadka. Tool usage Qalabka Plugin Shuruudaha dhismaha, API, iyo ka badan oo ka mid ah protocolls AI sida MCP Interaction Ka mid ah text-in, text-out Qalabka dhismaha, nidaamka real-world, iyo adeegga kale Example "Waqtiisa waa in aad u baahan tahay in aad u baahan tahay in aad u aragto 3 maalmood ka Miami" Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Qalabka Best analogy Waayo, waxaa loo yaabaa in ay ka mid ah wax soo saarka ah. Markaad ka mid ah shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha ugu horeysay ee shuruudaha. In emojis Haku + Shuruudaha Xirfadiga ah ee Xirfadiga ah ee Xirfadiga ah ee Xirfadiga ah Waayo, waxa uu ku yaalaa RAG-ka ah, warshadaha cusub ee warshad-saarka ah. Sidaa waa Waxaad ku yidhi, Waxaad ku yidhi Waxaa la mid ah in la soo saarka LLM ka soo saarka library super-powered si aad u aragto, soo saarka, iyo wax soo saarka ah ka dib markii loo soo saarka reply. RAG (Retrieval-Augmented Generation) waa mid ka mid ah Waxay ku dhigi karaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa in ay ku yaalaa. Haku you had to find and pass that content to the AI yourself Oo, RAG-ka ah oo ka mid ah kharashka ah oo ka mid ah wax soo saarka ah! Ideaanka ugu horeysay waa in ay Sida loo yaabaa, waxaa loo isticmaali karaa nidaamka agenta ah oo loo isticmaali karaa nidaamka kontekst. apply agentic AI principles directly to the RAG workflow Waayo, waxa uu ka mid ah wax soo saarka ah ee AI ah oo ka mid ah wax soo saarka ah ee AI ah oo ka mid ah wax soo saarka ah oo ka mid ah wax soo saarka ah. RAG 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 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. Sida loo isticmaalo Shirkadda RAG waa in ay ku yaalaa in ay ku yaalaa "agent recovery" ah oo ku yaalaa LLMs iyo qalabka ugu fiican si ay u isticmaali karaa iyo si ay u qaado data ka mid ah qalabka kala duwan sida database, API web, iyo database ah ee shirkadda. Taageerada waa in la soo xiriir in la soo xiriir: Nadiifinta wax soo saarka optimized. Waayo, waxaa loo isticmaali karaa 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 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. Waqtiga adeegga loo isticmaali karaa content. Nala soo xiriir wax soo saarka, wax soo saarka. Waayo, (Oo muuqaalka adeegga ah) si loo isticmaali karaa data in la isticmaali karaa output final. the meticulously curated information is then passed to a "generation agent" ️ Taariikhda 1-3 waxaa laga yaabaa in 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. Note Qalabka RAG vs Agentic RAG Feature Traditional RAG Agentic RAG How context retrieval works The LLM's answers are grounded in a pre-defined knowledge base that it can access A dedicated retrieval agent strategically plans, executes, and refines multi-step searches across diverse sources Autonomy Reactive retrieval Proactive and autonomous retrieval Complexity Simpler to set up for basic Q&A tasks. More complex to design and implement due to the orchestration of multiple agents and specialized tools Example "What is the future of AI given the content in these research papers: ?" An agent workflow tasked with: "Summarize the latest trends in AI from recent academic papers." In emojis 📚 ➡️ 💬 🧠 🗺️ 🔍 ➡️ 📝 ➡️ ✨ How context retrieval works Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha Shuruudaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha Autonomy Qalabka Reactive Retrieval Shuruudaha Proactive iyo Autonomous Complexity Sida loo isticmaali karaa Q & A. Qalabka dhismaha iyo dhismaha dhismaha iyo dhismaha dhismaha iyo dhismaha Example "What is the future of AI given the content in these research papers: ?" Sida loo yaqaan "Agent Workflow" waxaa loo yaqaan "Summarize the latest trends in AI from recent academic papers". In emojis ️ ️️️️️ Marka aad u baahan tahay in la soo saarka workflows Agentic AI iyo Agentic RAG Markaas ka mid ah, loo yaabaa in this artikel waxaa loo yaabaa in ay ku yaalaa in ay agentay AI iyo RAG agentay waa mid ka mid ah "traditional" AI iyo RAG. Markaad ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid 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 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 ah mid Waayo, AI waxaa la aasaasay si ay u isticmaali karaa iyo si ay u isticmaali karaa. Haku Over-engineering it can definitely be counterproductive. Agentay AI iyo agentay RAG waxaa lagu dhameystay oo aad Waayo, waqti iyo dhererkiisu waxay ku dhiso in ay ku dhiso wax badan oo ku yaalaa agenta ah. need to repeat elaborate actions or demand highly accurate results multiple times Marka aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay 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. : Fresh, curated, AI-optimized datasets specifically designed for RAG workflows. 📦 Data packets Servers packed with tools for data conversion, data retrieval, browser interaction, and much more. ⚙️ MCP servers: : AI-integrable APIs that LLMs can use to retrieve fresh and accurate content from search engines—for RAG pipelines. 🔎 SERP APIs : AI-ready browsers that agents can connect to for visiting and interacting with webpages while bypassing IP bans, CAPTCHAs, and other roadblocks. 🆓 Agent browsers (yes, the ecosystem is constantly growing 📈 ). And many other tools! Markaas ah, si ay u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan tahay in ay u baahan tahay 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. Markaas ka mid ah Bright Data, si ay u isticmaali karaa mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid ka mid ah mid 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 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. Qalabka AI and BI infrastructure Qalabka AI iyo BI https://www.youtube.com/watch?v=BfBofOssDkM&embedable=true Qalabka Final Ma rabtaa in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan tahay in aad u baahan yahay in aad u baahan yahay in aad u baahan yahay! Sida loo yaabaa, si ay u sameeyaan wax soo saarka agenta ah ee agenta ah, waxaa loo isticmaali karaa nidaamka AI ah oo loo isticmaali karaa agenta ah ee AI iyo wax soo saarka ah. Waayo, waxaa lagu soo bandhigiisa in la soo bandhigiisa in la soo bandhigiisa, oo ka soo bandhigiisa in la soo bandhigiisa in la soo bandhigiisa.