[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-be57ea2d00dc5205-building-multi-agent-systems-with-google-s-adk-summary":3,"summaries-facets-categories":145,"summary-related-be57ea2d00dc5205-building-multi-agent-systems-with-google-s-adk-summary":4620},{"id":4,"title":5,"ai":6,"body":13,"categories":104,"created_at":106,"date_modified":106,"description":98,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":109,"navigation":124,"path":125,"published_at":126,"question":106,"scraped_at":127,"seo":128,"sitemap":129,"source_id":130,"source_name":131,"source_type":132,"source_url":133,"stem":134,"tags":135,"thumbnail_url":140,"tldr":141,"tweet":142,"unknown_tags":143,"__hash__":144},"summaries\u002Fsummaries\u002Fbe57ea2d00dc5205-building-multi-agent-systems-with-google-s-adk-summary.md","Building Multi-Agent Systems with Google's ADK",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",6507,551,3055,0.00245325,{"type":14,"value":15,"toc":97},"minimark",[16,21,25,29,32,62,66,69],[17,18,20],"h2",{"id":19},"the-agent-development-kit-adk-framework","The Agent Development Kit (ADK) Framework",[22,23,24],"p",{},"ADK is a Python framework designed to abstract the boilerplate code required to build LLM-based agents. An agent is defined as an LLM running in a loop with access to tools. ADK provides a consistent interface for defining agents, equipping them with tools, and managing their execution flow. Key features include a CLI for local testing and a built-in web interface that provides a visual stack trace, which is critical for debugging agent reasoning and tool usage.",[17,26,28],{"id":27},"equipping-agents-with-tools","Equipping Agents with Tools",[22,30,31],{},"Agents are inherently limited by their training data cutoff. ADK allows developers to extend these capabilities by passing Python functions as tools.",[33,34,35,48],"ul",{},[36,37,38,42,43,47],"li",{},[39,40,41],"strong",{},"Deterministic Tools:"," Simple functions, such as a ",[44,45,46],"code",{},"get_current_time"," utility, allow the model to access real-time data.",[36,49,50,53,54,57,58,61],{},[39,51,52],{},"Built-in Tools:"," ADK includes pre-built tools like Google Search. When using search, developers can set ",[44,55,56],{},"bypass_multiple_tools_limit"," to ",[44,59,60],{},"true",", enabling the agent to perform multiple sequential searches to compile comprehensive answers.",[17,63,65],{"id":64},"architecting-multi-agent-systems","Architecting Multi-Agent Systems",[22,67,68],{},"To improve accuracy and reduce hallucinations, developers can move beyond single-agent setups to multi-agent orchestrations. This involves using an \"LLM as a judge\" pattern:",[33,70,71,85,91],{},[36,72,73,76,77,80,81,84],{},[39,74,75],{},"Specialization:"," Create single-purpose agents (e.g., a ",[44,78,79],{},"URLVerifier"," agent equipped with a ",[44,82,83],{},"fetch_url"," tool) to validate outputs from other agents.",[36,86,87,90],{},[39,88,89],{},"Orchestration:"," Equip a primary \"Researcher\" agent with other agents as tools. The orchestrator delegates tasks to the search agent, then passes the results to the verifier agent to confirm accuracy.",[36,92,93,96],{},[39,94,95],{},"Strategic Advantages:"," This modular approach allows for better performance management. Developers can assign cheaper, faster models to simple tasks and more advanced, reasoning-heavy models to complex orchestration tasks, optimizing both latency and cost.",{"title":98,"searchDepth":99,"depth":99,"links":100},"",2,[101,102,103],{"id":19,"depth":99,"text":20},{"id":27,"depth":99,"text":28},{"id":64,"depth":99,"text":65},[105],"AI Automation",null,"md",false,{"content_references":110,"triage":119},[111,116],{"type":112,"title":113,"url":114,"context":115},"tool","Agent Development Kit (ADK)","https:\u002F\u002Fadk.dev","recommended",{"type":112,"title":117,"url":118,"context":115},"Google AI Studio","https:\u002F\u002Faistudio.google.com\u002F",{"relevance":120,"novelty":121,"quality":121,"actionability":121,"composite":122,"reasoning":123},5,4,4.35,"Category: AI & LLMs. The article provides a detailed overview of the Agent Development Kit (ADK) for building multi-agent systems, addressing the audience's need for practical tools in AI development. It offers actionable insights on architecting multi-agent systems and optimizing performance, which are directly applicable to developers looking to implement AI features.",true,"\u002Fsummaries\u002Fbe57ea2d00dc5205-building-multi-agent-systems-with-google-s-adk-summary","2026-06-08 19:00:05","2026-06-09 12:58:02",{"title":5,"description":98},{"loc":125},"be57ea2d00dc5205","Google Cloud Tech","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=0Z0GUDakR_A","summaries\u002Fbe57ea2d00dc5205-building-multi-agent-systems-with-google-s-adk-summary",[136,137,138,139],"ai-tools","agents","python","llm","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F0Z0GUDakR_A\u002Fhqdefault.jpg","The Agent Development Kit (ADK) simplifies building, testing, and orchestrating multi-agent systems, allowing developers to chain specialized agents together to reduce hallucinations and manage costs.","This is a practical, step-by-step introduction to the [Agent Development Kit](https:\u002F\u002Fgoo.gle\u002F-ai-studio), a framework for building and testing LLM-based agents. The video demonstrates how to define agents, equip them with custom functions or built-in tools like Google Search, and orchestrate multi-agent systems to verify information and reduce 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It introduces a modular approach to prompt engineering that allows developers to create structured workflows, which is highly relevant for building AI-powered products.","\u002Fsummaries\u002F485e21bd585d87bb-building-structured-ai-workflows-with-the-supercla-summary","2026-05-23 19:05:33","2026-05-23 23:44:36",{"title":4623,"description":98},{"loc":4740},"485e21bd585d87bb","MarkTechPost","article","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F23\u002Fbuild-a-superclaude-framework-workflow-with-commands-agents-modes-and-session-memory\u002F","summaries\u002F485e21bd585d87bb-building-structured-ai-workflows-with-the-supercla-summary",[139,137,138,136],"The SuperClaude Framework provides a modular, Markdown-driven system to inject specialized behaviors, agents, and modes into Claude API calls, enabling consistent, multi-step AI development workflows.",[],"gXJUFiVOULZ22AFSYBseVmb5F79B9c_vF-XfsYaCzMQ",{"id":4755,"title":4756,"ai":4757,"body":4762,"categories":4883,"created_at":106,"date_modified":106,"description":98,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":4884,"navigation":124,"path":4892,"published_at":4893,"question":106,"scraped_at":4894,"seo":4895,"sitemap":4896,"source_id":4897,"source_name":4746,"source_type":4747,"source_url":4898,"stem":4899,"tags":4900,"thumbnail_url":106,"tldr":4901,"tweet":106,"unknown_tags":4902,"__hash__":4903},"summaries\u002Fsummaries\u002Fd61f6d790ee8e894-building-a-modular-agentic-ai-pipeline-with-openai-summary.md","Building a Modular Agentic AI Pipeline with OpenAI",{"provider":7,"model":8,"input_tokens":4758,"output_tokens":4759,"processing_time_ms":4760,"cost_usd":4761},10445,653,3680,0.00359075,{"type":14,"value":4763,"toc":4878},[4764,4768,4771,4791,4795,4798,4844,4848],[17,4765,4767],{"id":4766},"modular-agent-architecture","Modular Agent Architecture",[22,4769,4770],{},"To move beyond simple chat interactions, structure your agent as a pipeline of specialized roles. This separation of concerns improves reliability and debuggability:",[33,4772,4773,4779,4785],{},[36,4774,4775,4778],{},[39,4776,4777],{},"Planner:"," Responsible for high-level strategy. It takes the user goal and outputs a structured JSON object containing the objective, a list of sequential steps, and potential tool checkpoints.",[36,4780,4781,4784],{},[39,4782,4783],{},"Executor:"," The engine that performs the work. It operates in a loop, calling tools as needed and maintaining a trace of all actions. It keeps intermediate notes to ensure the model stays grounded in the current task.",[36,4786,4787,4790],{},[39,4788,4789],{},"Critic:"," The quality control layer. It reviews the executor's draft against the original goal and the execution trace, identifying issues and generating a polished final output.",[17,4792,4794],{"id":4793},"tooling-and-state-management","Tooling and State Management",[22,4796,4797],{},"For an agent to be useful, it must interact with the environment reliably. Use structured tool definitions and machine-readable outputs to minimize errors:",[33,4799,4800,4816,4834],{},[36,4801,4802,4805,4806,4641,4809,4641,4812,4815],{},[39,4803,4804],{},"Tool Schema:"," Define clear function schemas (e.g., ",[44,4807,4808],{},"calc",[44,4810,4811],{},"kb_search",[44,4813,4814],{},"write_file",") so the model can reliably invoke Python functions.",[36,4817,4818,4821,4822,4825,4826,4829,4830,4833],{},[39,4819,4820],{},"State Tracking:"," Use a ",[44,4823,4824],{},"dataclass"," to maintain the ",[44,4827,4828],{},"AgentState",", which stores the goal, memory, and a full ",[44,4831,4832],{},"trace"," of tool calls. This trace is critical for debugging and allows the critic to understand exactly how the agent arrived at its draft.",[36,4835,4836,4839,4840,4843],{},[39,4837,4838],{},"Structured Outputs:"," Ensure tools return dictionaries with an ",[44,4841,4842],{},"ok"," status and relevant data. This prevents the agent from hallucinating tool results and makes it easier to handle errors gracefully.",[17,4845,4847],{"id":4846},"implementation-workflow","Implementation Workflow",[4849,4850,4851,4860,4866,4872],"ol",{},[36,4852,4853,4856,4857,4859],{},[39,4854,4855],{},"Initialization:"," Set up the OpenAI client and define a persistent ",[44,4858,4828],{},".",[36,4861,4862,4865],{},[39,4863,4864],{},"Planning:"," Prompt the model to generate a structured plan in JSON format. If parsing fails, provide a fallback mechanism to proceed directly.",[36,4867,4868,4871],{},[39,4869,4870],{},"Execution Loop:"," Run the executor for a fixed number of iterations (e.g., 12). In each step, check for tool calls, execute them in Python, and append the results back to the message history so the model can adjust its next move.",[36,4873,4874,4877],{},[39,4875,4876],{},"Critique & Finalization:"," Pass the draft and the execution trace to the critic to generate the final deliverable. This ensures that even if the executor makes minor errors, the critic can catch and fix them before the user sees the result.",{"title":98,"searchDepth":99,"depth":99,"links":4879},[4880,4881,4882],{"id":4766,"depth":99,"text":4767},{"id":4793,"depth":99,"text":4794},{"id":4846,"depth":99,"text":4847},[154],{"content_references":4885,"triage":4889},[4886],{"type":112,"title":4887,"url":4888,"context":115},"OpenAI API","https:\u002F\u002Fplatform.openai.com\u002F",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":4890,"reasoning":4891},4.55,"Category: AI & LLMs. The article provides a detailed framework for building a modular agentic AI pipeline, addressing specific pain points such as reliability and debuggability in AI systems. It offers actionable steps for implementation, including defining roles and structured outputs, making it highly relevant and practical for developers looking to integrate AI into their products.","\u002Fsummaries\u002Fd61f6d790ee8e894-building-a-modular-agentic-ai-pipeline-with-openai-summary","2026-05-19 05:29:40","2026-05-19 07:00:53",{"title":4756,"description":98},{"loc":4892},"d61f6d790ee8e894","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F18\u002Fhow-to-build-an-advanced-agentic-ai-system-with-planning-tool-calling-memory-and-self-critique-using-openai-api\u002F","summaries\u002Fd61f6d790ee8e894-building-a-modular-agentic-ai-pipeline-with-openai-summary",[139,137,138,136],"Implement a robust agentic system by decoupling strategy, execution, and quality control into three specialized roles: a planner, a tool-using executor, and a critic.",[],"he0LoeA-Q8WyV39XxilqPy49h7y55SbdH5YRykiXAo0",{"id":4905,"title":4906,"ai":4907,"body":4913,"categories":5041,"created_at":106,"date_modified":106,"description":98,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":5042,"navigation":124,"path":5055,"published_at":5056,"question":106,"scraped_at":5057,"seo":5058,"sitemap":5059,"source_id":5060,"source_name":4746,"source_type":4747,"source_url":5061,"stem":5062,"tags":5063,"thumbnail_url":106,"tldr":5064,"tweet":106,"unknown_tags":5065,"__hash__":5066},"summaries\u002Fsummaries\u002Fa690c3914c9d11ae-memori-persistent-memory-for-multi-user-llm-agents-summary.md","Memori: Persistent Memory for Multi-User LLM Agents",{"provider":7,"model":4908,"input_tokens":4909,"output_tokens":4910,"processing_time_ms":4911,"cost_usd":4912},"x-ai\u002Fgrok-4.1-fast",8671,1734,17086,0.0025787,{"type":14,"value":4914,"toc":5036},[4915,4919,4958,4962,4989,4993],[17,4916,4918],{"id":4917},"seamless-client-integration-for-automatic-memory","Seamless Client Integration for Automatic Memory",[22,4920,4921,4922,4925,4926,4929,4930,4933,4934,4937,4938,4941,4942,4945,4946,4949,4950,4953,4954,4957],{},"Register synchronous and asynchronous OpenAI clients with Memori using ",[44,4923,4924],{},"mem.llm.register(client)"," and ",[44,4927,4928],{},"mem.llm.register(async_client)",". This intercepts all ",[44,4931,4932],{},"chat.completions.create"," calls to inject relevant memories as context, eliminating manual retrieval logic. Setup in Colab: ",[44,4935,4936],{},"pip install memori>=3.3.0 openai>=1.40.0 nest_asyncio",", set ",[44,4939,4940],{},"OPENAI_API_KEY"," (required) and optional ",[44,4943,4944],{},"MEMORI_API_KEY"," for non-rate-limited access. Use ",[44,4947,4948],{},"gpt-4o-mini"," as the model and a 6-second ",[44,4951,4952],{},"WRITE_DELAY"," after each call to ensure memory persistence. Result: Every LLM interaction becomes stateful, recalling facts like \"Alice loves hiking, Italian food, allergic to peanuts\" across turns via simple ",[44,4955,4956],{},"mem.attribution(entity_id=\"[email protected]\", process_id=\"personal-assistant\")"," before prompting.",[17,4959,4961],{"id":4960},"multi-tenant-isolation-via-entity-process-and-session-scoping","Multi-Tenant Isolation via Entity, Process, and Session Scoping",[22,4963,4964,4965,4968,4969,4972,4973,4976,4977,4980,4981,4984,4985,4988],{},"Scope memories hierarchically: ",[44,4966,4967],{},"entity_id"," (e.g., user email) isolates users—Bob's \"vegetarian, Rust developer, Berlin\" doesn't leak to Alice. ",[44,4970,4971],{},"process_id"," separates agent roles for one user: Alice's \"sub-25-minute 5K goal\" stays with ",[44,4974,4975],{},"fitness-coach",", while \"low-carb dinners\" is siloed to ",[44,4978,4979],{},"meal-planner",". Sessions group turns: ",[44,4982,4983],{},"mem.set_session(\"project-fastapi-abc123\")"," captures \"FastAPI app 'Lighthouse', Python 3.12, Fly.io, SQLAlchemy + Alembic\", excluding unrelated \"puppy named Mochi\" from ",[44,4986,4987],{},"mem.new_session()",". Recall by re-attributing and setting session: Agent summarizes project decisions accurately. Trade-off: Rate-limited tier suffices for demos; paid key needed for production scale.",[17,4990,4992],{"id":4991},"production-ready-features-streaming-async-and-workflows","Production-Ready Features: Streaming, Async, and Workflows",[22,4994,4995,4996,4999,5000,5003,5004,5007,5008,5011,5012,5015,5016,5018,5019,5023,5024,5030,5031,5035],{},"Streaming works out-of-box: ",[44,4997,4998],{},"stream=True"," on ",[44,5001,5002],{},"client.chat.completions.create"," pulls Alice's facts incrementally without breaking memory flow. Async calls via ",[44,5005,5006],{},"AsyncOpenAI"," recall restrictions like peanut allergy seamlessly: ",[44,5009,5010],{},"await async_client.chat.completions.create(...)",". Build multi-session agents like support bots: ",[44,5013,5014],{},"mem.attribution(entity_id=\"[email protected]\", process_id=\"support-bot\")","; new ",[44,5017,4987],{}," per turn still remembers \"Pro plan, ",[5020,5021,5022],"span",{},"email protected","\" across interactions. System prompt: \"You are a calm, helpful customer support agent. Use what you remember about the user.\" Inspect memories at ",[5025,5026,5027],"a",{"href":5027,"rel":5028},"https:\u002F\u002Fapp.memorilabs.ai",[5029],"nofollow"," or use BYODB for Postgres. Full notebook: ",[5025,5032,5033],{"href":5033,"rel":5034},"https:\u002F\u002Fgithub.com\u002FMarktechpost\u002FAI-Agents-Projects-Tutorials\u002Fblob\u002Fmain\u002FAgentic%20AI%20Memory\u002Fmemori_agent_native_memory_infrastructure_tutorial_Marktechpost.ipynb",[5029],". This scales to personalized assistants, multi-agent systems, and customer support retaining context long-term.",{"title":98,"searchDepth":99,"depth":99,"links":5037},[5038,5039,5040],{"id":4917,"depth":99,"text":4918},{"id":4960,"depth":99,"text":4961},{"id":4991,"depth":99,"text":4992},[],{"content_references":5043,"triage":5053},[5044,5047,5050],{"type":112,"title":5045,"url":5046,"context":115},"Memori","https:\u002F\u002Fgithub.com\u002FMemoriLabs\u002FMemori",{"type":112,"title":5048,"url":5027,"context":5049},"Memori Dashboard","mentioned",{"type":5051,"title":5052,"url":5033,"context":5049},"other","Full Codes with Notebook",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":4890,"reasoning":5054},"Category: AI & LLMs. The article provides a detailed implementation guide for integrating persistent memory in multi-user LLM applications, addressing a specific pain point of managing context across interactions. It includes actionable code snippets and setup instructions that developers can directly apply to their projects.","\u002Fsummaries\u002Fa690c3914c9d11ae-memori-persistent-memory-for-multi-user-llm-agents-summary","2026-05-11 07:34:38","2026-05-11 15:04:13",{"title":4906,"description":98},{"loc":5055},"a690c3914c9d11ae","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F11\u002Fa-coding-implementation-to-build-agent-native-memory-infrastructure-with-memori-for-persistent-multi-user-and-multi-session-llm-applications\u002F","summaries\u002Fa690c3914c9d11ae-memori-persistent-memory-for-multi-user-llm-agents-summary",[139,137,136,138],"Register OpenAI clients with Memori to automatically store\u002Fretrieve scoped memories by user entity, agent process, and session, enabling context-aware agents across turns, users, and interactions without manual prompt management.",[],"IOxDEqszxB6CWccOlNI-E5tVk_XdhVTT78_E4jNp8d8",{"id":5068,"title":5069,"ai":5070,"body":5075,"categories":5175,"created_at":106,"date_modified":106,"description":98,"extension":107,"faq":106,"featured":108,"kicker_label":106,"meta":5176,"navigation":124,"path":5185,"published_at":5186,"question":106,"scraped_at":5187,"seo":5188,"sitemap":5189,"source_id":5190,"source_name":4746,"source_type":4747,"source_url":5191,"stem":5192,"tags":5193,"thumbnail_url":106,"tldr":5194,"tweet":106,"unknown_tags":5195,"__hash__":5196},"summaries\u002Fsummaries\u002F3def0bb92586e5f5-groq-powered-research-agent-with-langgraph-sub-age-summary.md","Groq-Powered Research Agent with LangGraph Sub-Agents",{"provider":7,"model":4908,"input_tokens":5071,"output_tokens":5072,"processing_time_ms":5073,"cost_usd":5074},9460,2034,22865,0.00240215,{"type":14,"value":5076,"toc":5170},[5077,5081,5097,5104,5107,5111,5114,5143,5154,5158,5161,5164,5167],[17,5078,5080],{"id":5079},"langgraph-workflow-powers-reliable-agent-loops","LangGraph Workflow Powers Reliable Agent Loops",[22,5082,5083,5084,5088,5089,5096],{},"Connect Groq's OpenAI-compatible endpoint (base_url=\"",[5025,5085,5086],{"href":5086,"rel":5087},"https:\u002F\u002Fapi.groq.com\u002Fopenai\u002Fv1",[5029],"\") to ChatOpenAI with model=\"llama-3.3-70b-versatile\" and temperature=0.3, binding all tools for tool-calling. Use StateGraph with AgentState (messages: Annotated",[5020,5090,5091,5092,5095],{},"Sequence",[5020,5093,5094],{},"BaseMessage",", add_messages",") to alternate agent reasoning and ToolNode execution: entry at \"agent\", conditional edge from \"agent\" (tools if tool_calls else END), edge \"tools\"→\"agent\". Set recursion_limit=50 (2x max_steps=25) in .stream() to prevent infinite loops. This setup handles multi-turn reasoning without state explosion, as sub-agents run isolated.",[22,5098,5099,5100,5103],{},"Lead system prompt enforces: list_skills\u002Fload_skill for complex tasks; spawn_subagent for subtasks; persist to workspace\u002Foutputs\u002F; remember() for cross-run facts. Run function streams updates, logging tool calls (e.g., ",[5020,5101,5102],{},"01"," 🔧 web_search({query})), agent responses, and tool outputs, then dumps sandbox file_list(), recall(), and outputs\u002F files—reveals ~400-word reports with exec summary, findings, analysis, sources.",[22,5105,5106],{},"Trade-off: Groq's speed (free tier) trades slight quality for llama-3.3 vs. GPT-4o, but tool-binding + low temp=0.2\u002F0.3 ensures structured outputs without hallucinations.",[17,5108,5110],{"id":5109},"sandboxed-tools-enable-safe-webfilecode-access","Sandboxed Tools Enable Safe Web\u002FFile\u002FCode Access",[22,5112,5113],{},"Restrict to SANDBOX=\u002Fcontent\u002Fdeerflow_sandbox with _safe() path validation to prevent escapes. Core tools:",[33,5115,5116,5122,5128,5134],{},[36,5117,5118,5121],{},[39,5119,5120],{},"Search\u002FFetch",": web_search(query, max_results=5) via DDGS returns title\u002FURL\u002Fsnippet; web_fetch(url, max_chars=4000) strips scripts\u002Fnav with BeautifulSoup, cleans whitespace.",[36,5123,5124,5127],{},[39,5125,5126],{},"Files",": file_write\u002Fread\u002Flist(path) limits read to 8KB, lists 60 rglob items (skip memory\u002F), mkdirs parents.",[36,5129,5130,5133],{},[39,5131,5132],{},"Code",": python_exec(code) in isolated globals (SANDBOX_ROOT preset), captures stdout\u002Fstderr to 4KB, artifacts to outputs\u002F—plan in English first, verify results.",[36,5135,5136,5139,5140,5142],{},[39,5137,5138],{},"Memory",": remember(fact) appends timestamped JSON to memory\u002Flong_term.json (facts",[5020,5141],{},", preferences{}); recall() shows last 20.",[22,5144,5145,5146,5149,5150,5153],{},"These give controlled REPL-like access: agent computes charts, cross-refs sources (claim→evidence→URL), without sys\u002Fnetwork risks. Bind BASE_TOOLS=",[5020,5147,5148],{},"list_skills,load_skill,..."," + ",[5020,5151,5152],{},"spawn_subagent"," to llm.",[17,5155,5157],{"id":5156},"skills-and-sub-agents-modularize-complex-research","Skills and Sub-Agents Modularize Complex Research",[22,5159,5160],{},"Pre-register SKILL.md files (public\u002Fcustom\u002F): research (decompose to 3-5 sub-questions, 2 authoritative URLs each, cross-ref, append workspace\u002Fresearch_notes.md); report-generation (read notes, outline exec summary (3-5 sentences)\u002Ffindings\u002Fanalysis\u002Fconclusion\u002Fsources, write outputs\u002Freport.md); code-execution (plan→exec→verify).",[22,5162,5163],{},"Agent calls list_skills()→load_skill(name) to discover\u002Fexecute workflows. spawn_subagent(role,task,allowed_tools=\"web_search,web_fetch,file_write,file_read\") creates isolated ChatOpenAI(temp=0.2, bind sub_tools), sys prompt mandates 'FINAL REPORT:' ≤700-word summary. Loops 8 steps max, returns report—keeps lead agent lean for coordination.",[22,5165,5166],{},"Demo task: (1) discover skills; (2) sub-agent researches 3 SLMs (2024-2025 sizes\u002Fbenchmarks\u002Fuse-cases)→workspace\u002Fslm_research.md; (3) load report-generation→outputs\u002Fslm_briefing.md; (4) remember(key takeaway); (5) summarize. Persists across runs via JSON memory, outputs structured MD with numbered sources—scales to briefings\u002Fautomation.",[22,5168,5169],{},"Extend by adding skills (e.g., data viz), scoping sub-agent tools, or integrating uploads\u002F.",{"title":98,"searchDepth":99,"depth":99,"links":5171},[5172,5173,5174],{"id":5079,"depth":99,"text":5080},{"id":5109,"depth":99,"text":5110},{"id":5156,"depth":99,"text":5157},[154],{"content_references":5177,"triage":5183},[5178,5181],{"type":112,"title":5179,"url":5180,"context":5049},"Groq","https:\u002F\u002Fconsole.groq.com\u002Fhome",{"type":5051,"title":5052,"url":5182,"context":115},"https:\u002F\u002Fgithub.com\u002FMarktechpost\u002FAI-Agents-Projects-Tutorials\u002Fblob\u002Fmain\u002FAgentic%20AI%20Codes\u002Fgroq_agentic_research_assistant_langgraph_Marktechpost.ipynb",{"relevance":120,"novelty":121,"quality":121,"actionability":120,"composite":4890,"reasoning":5184},"Category: AI & LLMs. The article provides a detailed guide on building a research assistant using Groq's API and LangGraph, addressing practical applications for AI-powered product builders. It includes specific instructions on connecting tools and managing agent workflows, making it highly actionable.","\u002Fsummaries\u002F3def0bb92586e5f5-groq-powered-research-agent-with-langgraph-sub-age-summary","2026-05-06 23:00:03","2026-05-07 11:24:14",{"title":5069,"description":98},{"loc":5185},"3def0bb92586e5f5","https:\u002F\u002Fwww.marktechpost.com\u002F2026\u002F05\u002F06\u002Fa-groq-powered-agentic-research-assistant-with-langgraph-tool-calling-sub-agents-and-agentic-memory-lets-built-it\u002F","summaries\u002F3def0bb92586e5f5-groq-powered-research-agent-with-langgraph-sub-age-summary",[137,138,139,136],"Build a fast agentic research assistant using Groq's free Llama-3.3-70b API, LangGraph for loops, sandboxed tools for search\u002Ffiles\u002Fcode\u002Fmemory, modular skills, and sub-agents for delegation—demo researches SLMs and persists facts.",[],"PNBtlQQT9-IzTdNGXbcfgyV0nmPIjKbJkC_MULZshU8"]