[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-1ecdad90bfb46efd-agents-sdk-upgrades-harness-sandbox-and-compute-se-summary":3,"summaries-facets-categories":117,"summary-related-1ecdad90bfb46efd-agents-sdk-upgrades-harness-sandbox-and-compute-se-summary":7046},{"id":4,"title":5,"ai":6,"body":13,"categories":67,"created_at":68,"date_modified":68,"description":61,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":71,"navigation":99,"path":100,"published_at":68,"question":68,"scraped_at":101,"seo":102,"sitemap":103,"source_id":104,"source_name":105,"source_type":106,"source_url":107,"stem":108,"tags":109,"thumbnail_url":68,"tldr":114,"tweet":68,"unknown_tags":115,"__hash__":116},"summaries\u002Fsummaries\u002F1ecdad90bfb46efd-agents-sdk-upgrades-harness-sandbox-and-compute-se-summary.md","Agents SDK Upgrades Harness, Sandbox, and Compute Separation",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","x-ai\u002Fgrok-4.1-fast",7195,1671,8541,0.0017675,{"type":14,"value":15,"toc":60},"minimark",[16,21,30,37,40,44,47,50,54,57],[17,18,20],"h2",{"id":19},"unlock-frontier-model-capabilities-with-enhanced-harness","Unlock Frontier Model Capabilities with Enhanced Harness",[22,23,24,25,29],"p",{},"Build agents that handle documents, files, commands, and long-horizon tasks by using the Agents SDK's model-native harness, which aligns execution with how models like gpt-5.4 perform best. Install via ",[26,27,28],"code",{},"pip install \"openai-agents>=0.14.0\""," and create a SandboxAgent with instructions like \"Answer using only files in data\u002F. Cite source filenames.\" and a Manifest for workspace entries (e.g., LocalDir for data).",[22,31,32,33,36],{},"The harness integrates primitives like MCP for tool use, skills for progressive disclosure, AGENTS.md for custom instructions, shell for code execution, and apply-patch for file edits. This reduces custom infrastructure needs, improves reliability on complex\u002Fmulti-step tasks, and supports configurable memory and sandbox-aware orchestration. For example, run ",[26,34,35],{},"Runner.run(agent, \"Compare FY2025 revenue...\", run_config=RunConfig(sandbox=SandboxRunConfig(client=UnixLocalSandboxClient())))"," to analyze metrics.md safely, outputting cited comparisons like FY2025 revenue up 26% from FY2024's $98.7M.",[22,38,39],{},"Trade-offs of prior systems—model-agnostic frameworks underutilize models, provider SDKs lack harness visibility, managed APIs limit data access—are addressed, enabling production viability as seen in Oscar Health's clinical records workflow, where agents parse encounter boundaries in long documents for faster patient insights.",[17,41,43],{"id":42},"secure-workspaces-via-native-sandbox-support","Secure Workspaces via Native Sandbox Support",[22,45,46],{},"Provide agents controlled environments for reading\u002Fwriting files, installing dependencies, and running code without piecing together execution layers. Use Manifest to define portable workspaces: mount local files, output directories, and storage like AWS S3, GCS, Azure Blob, Cloudflare R2.",[22,48,49],{},"Built-in clients for Blaxel, Cloudflare, Daytona, E2B, Modal, Runloop, Vercel ensure consistency from prototype to production, giving models predictable inputs\u002Foutputs for organized long-running work. This out-of-the-box layer prevents brittle prototypes from failing in prod.",[17,51,53],{"id":52},"scale-and-secure-with-harness-compute-separation","Scale and Secure with Harness-Compute Separation",[22,55,56],{},"Externalize agent state to protect credentials from prompt-injection\u002Fexfiltration in compute environments. Built-in snapshotting\u002Frehydration resumes runs from checkpoints if sandboxes fail\u002Fexpire, ensuring durability.",[22,58,59],{},"Route subagents to isolated containers, invoke compute only as needed, or parallelize across many for speed—ideal for coordinating diverse tools\u002Fsystems. Pricing uses standard API tokens\u002Ftool calls; Python GA now, TypeScript, code mode, subagents coming soon. Future expansions add sandbox providers and integrations for ecosystem fit.",{"title":61,"searchDepth":62,"depth":62,"links":63},"",2,[64,65,66],{"id":19,"depth":62,"text":20},{"id":42,"depth":62,"text":43},{"id":52,"depth":62,"text":53},[],null,"md",false,{"content_references":72,"triage":94},[73,78,82,85,88,91],{"type":74,"title":75,"url":76,"context":77},"tool","Agents SDK","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Fagents","mentioned",{"type":79,"title":80,"url":81,"context":77},"other","MCP","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"type":79,"title":83,"url":84,"context":77},"skills","https:\u002F\u002Fagentskills.io\u002F",{"type":79,"title":86,"url":87,"context":77},"AGENTS.md","https:\u002F\u002Fagents.md\u002F",{"type":74,"title":89,"url":90,"context":77},"shell","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Ftools-shell",{"type":74,"title":92,"url":93,"context":77},"apply patch","https:\u002F\u002Fdevelopers.openai.com\u002Fapi\u002Fdocs\u002Fguides\u002Ftools-apply-patch",{"relevance":95,"novelty":96,"quality":96,"actionability":96,"composite":97,"reasoning":98},5,4,4.35,"Category: AI & LLMs. The article provides in-depth insights into the upgraded Agents SDK, addressing specific pain points for developers looking to build AI-powered agents. It includes practical examples and code snippets that demonstrate how to implement the new features, making it actionable for the target audience.",true,"\u002Fsummaries\u002F1ecdad90bfb46efd-agents-sdk-upgrades-harness-sandbox-and-compute-se-summary","2026-04-16 03:19:00",{"title":5,"description":61},{"loc":100},"1ecdad90bfb46efd","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fthe-next-evolution-of-the-agents-sdk","summaries\u002F1ecdad90bfb46efd-agents-sdk-upgrades-harness-sandbox-and-compute-se-summary",[110,111,112,113],"agents","ai-tools","python","ai-automation","OpenAI's updated Agents SDK (v0.14.0+) adds model-native harness for file\u002Ftools work, native sandbox execution across providers like E2B\u002FModal, and harness-compute separation for secure, durable, scalable agents on long 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Use ",[26,7110,7111],{},"w.postgres"," API (not ",[26,7114,7115],{},"w.database"," for legacy): fetch host (",[26,7118,7119],{},"ep.status.hosts.host","), endpoint, generate token via ",[26,7122,7123],{},"w.postgres.generate_database_credential(endpoint)",".",[22,7126,7127,7128,7131,7132,7135,7136,7139,7140,7143,7144,7147,7148,7147,7151,7147,7154,7157,7158,7161],{},"URL-encode username (",[26,7129,7130],{},"urllib.parse.quote(username)",") to handle ",[26,7133,7134],{},"@"," in emails. Connect with ",[26,7137,7138],{},"psycopg.connect(db_uri, autocommit=True, row_factory=dict_row)",", then ",[26,7141,7142],{},"PostgresSaver(conn=conn).setup()","—creates ",[26,7145,7146],{},"checkpoints",", ",[26,7149,7150],{},"checkpoint_writes",[26,7152,7153],{},"checkpoint_blobs",[26,7155,7156],{},"checkpoint_migrations"," tables. Avoid ",[26,7159,7160],{},"PostgresSaver.from_conn_string()"," as it yields a context manager, not persistent instance.",[22,7163,7164,7165,7167,7168,7171,7172,7175,7176,7179],{},"In the agent, pass this checkpointer instead of ",[26,7166,7107],{},". Use stable ",[26,7169,7170],{},"thread_id"," (e.g., \"demo-session-001\") in ",[26,7173,7174],{},"config={\"configurable\": {\"thread_id\": ...}}"," for ",[26,7177,7178],{},"agent.invoke()",". Agent loads full history from Lakebase per turn, resolving anaphora like \"it\" to prior context (e.g., Turn 1: \"What is Orion?\"; Turn 2: \"How does it handle overheating?\").",[17,7181,7183],{"id":7182},"deploy-production-agent-with-mlflow-and-validate","Deploy Production Agent with MLflow and Validate",[22,7185,7186,7187,7190,7191,7194,7195,7198,7199,7202,7203,7206,7207,7209,7210,7213,7214,7217,7218,7221,7222,7225,7226,7229,7230,7147,7233,7147,7236,7239,7240,7124],{},"Package agent in ",[26,7188,7189],{},"agent.py"," as ",[26,7192,7193],{},"mlflow.pyfunc.ResponsesAgent",": load config from ",[26,7196,7197],{},"agent-config.yaml"," (LLM endpoint, index, Lakebase details, num_results=3), build ",[26,7200,7201],{},"ChatDatabricks"," + ",[26,7204,7205],{},"VectorSearchRetrieverTool"," + checkpointer, handle ",[26,7208,7170],{}," from ",[26,7211,7212],{},"custom_inputs"," (default ",[26,7215,7216],{},"session-{uuid4()}","). Log model with MLflow (",[26,7219,7220],{},"mlflow.pyfunc.log_model","), binding resources like ",[26,7223,7224],{},"DatabricksVectorSearchIndex"," and ",[26,7227,7228],{},"DatabricksServingEndpoint","; pip reqs include ",[26,7231,7232],{},"langgraph-checkpoint-postgres",[26,7234,7235],{},"psycopg[binary]",[26,7237,7238],{},"databricks-sdk>=0.89.0",". Register to Unity Catalog, deploy via ",[26,7241,7242],{},"agents.deploy(scale_to_zero_enabled=True)",[22,7244,7245,7246,7248,7249,7251,7252,7254,7255,7257,7258,7261,7262,7264,7265,7268,7269,7248,7272,7275],{},"Query endpoint with OpenAI client, passing ",[26,7247,7170],{}," in ",[26,7250,7212],{}," for persistence. Validate: Reuse ",[26,7253,7170],{}," across calls; follow-up responses reference prior details (e.g., \"motion\", \"vision subsystems\"). Gotchas: Distinct ",[26,7256,7111],{}," API (30min debug); direct ",[26,7259,7260],{},"psycopg.connect","; correct host path (",[26,7263,7119],{},"); no ",[26,7266,7267],{},"input_example"," for custom inputs—use ",[26,7270,7271],{},"output_path",[26,7273,7274],{},"mlflow.models.predict"," tests.",[22,7277,7278],{},"Outcome: Production RAG agent with verifiable memory across stateless requests, Lakebase accumulating thread histories for scalable, context-aware Q&A.",{"title":61,"searchDepth":62,"depth":62,"links":7280},[7281,7282,7283],{"id":7059,"depth":62,"text":7060},{"id":7100,"depth":62,"text":7101},{"id":7182,"depth":62,"text":7183},[120],{"content_references":7286,"triage":7295},[7287,7289,7290,7292,7294],{"type":74,"title":7288,"context":77},"ai_parse_document (Version 2.0)",{"type":74,"title":7089,"context":77},{"type":74,"title":7291,"context":77},"Databricks Lakebase",{"type":74,"title":7293,"context":77},"Databricks Vector Search",{"type":74,"title":7232,"context":77},{"relevance":95,"novelty":96,"quality":96,"actionability":95,"composite":7296,"reasoning":7297},4.55,"Category: AI Automation. The article provides a practical solution for maintaining conversation history in RAG agents, addressing a specific pain point for developers working with AI tools. It offers a detailed implementation guide using Databricks Lakebase, making it immediately actionable for the target audience.","\u002Fsummaries\u002Fa5aba0cb38720693-persist-rag-memory-across-turns-with-lakebase-post-summary","2026-05-05 05:52:01","2026-05-05 16:09:31",{"title":7049,"description":61},{"loc":7298},"a5aba0cb38720693","Towards AI","https:\u002F\u002Fpub.towardsai.net\u002Fyour-rag-agent-forgets-everything-after-one-message-heres-how-i-fixed-it-with-databricks-2f0f80466b4f?source=rss----98111c9905da---4","summaries\u002Fa5aba0cb38720693-persist-rag-memory-across-turns-with-lakebase-post-summary",[110,112,111,113],"Swap LangChain's InMemorySaver for PostgresSaver backed by Databricks Lakebase to maintain conversation history in RAG agents, enabling context-aware multi-turn responses like resolving 'it' to prior mentions across Model Serving requests.",[113],"G08HT7Blya2Ug75JXQwU-WIN97b3smFVa8BguzdJPW4",{"id":7312,"title":7313,"ai":7314,"body":7319,"categories":7433,"created_at":68,"date_modified":68,"description":61,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7434,"navigation":99,"path":7450,"published_at":7451,"question":68,"scraped_at":7452,"seo":7453,"sitemap":7454,"source_id":7455,"source_name":7456,"source_type":106,"source_url":7457,"stem":7458,"tags":7459,"thumbnail_url":68,"tldr":7460,"tweet":68,"unknown_tags":7461,"__hash__":7462},"summaries\u002Fsummaries\u002Fde0862b63c6bb424-60-min-fix-hardcoded-agent-to-scalable-rag-beast-summary.md","60-Min Fix: Hardcoded Agent to Scalable RAG Beast",{"provider":7,"model":8,"input_tokens":7315,"output_tokens":7316,"processing_time_ms":7317,"cost_usd":7318},8863,2447,21977,0.0029736,{"type":14,"value":7320,"toc":7425},[7321,7325,7328,7331,7334,7338,7341,7344,7347,7351,7361,7364,7367,7370,7374,7377,7380,7384,7387,7390,7394],[17,7322,7324],{"id":7323},"jacobs-vibe-coded-prototype-strengths-and-hardcoded-limits","Jacob's Vibe-Coded Prototype: Strengths and Hardcoded Limits",[22,7326,7327],{},"Jacob Badish, a non-technical executive, built 'Project Titanium' solo during evenings and weekends. The agent targets executives at customer companies, researches their pain points via Google Search grounding, verifies facts to curb hallucinations, and drafts personalized outreach emails tying issues to Google solutions. It uses parallel 'fan-out' tasks for multi-company research, exponential backoff for reliability, low temperature for factual outputs, and Gemini SDK calls.",[22,7329,7330],{},"\"I vibe coded this in the evenings and weekends. I was blown away at how doable it was. If I could do it, anyone can do it,\" Jacob says. Key wins: Reduced runtime from 15 minutes via parallelism; self-taught robustness like backoff from Gemini prompting. But limits: Hardcoded 10-12 case studies lead to repetitive, non-scalable outputs. With 1,600+ public Google case studies available, dynamism is needed for team rollout.",[22,7332,7333],{},"Luis Sala praises the structure: \"You are actually doing what's called a fan out... Essentially we can think of them as sub-agents each one responsible for processing a single account.\" Yet, hardcoded data and basic SDK make scaling brittle.",[17,7335,7337],{"id":7336},"migrating-to-adk-maintainable-agent-foundations","Migrating to ADK: Maintainable Agent Foundations",[22,7339,7340],{},"Luis recommends shifting from raw Gemini SDK to Agent Development Kit (ADK) for production. ADK enables modular agents (e.g., sequential pipelines) while replicating v1 workflow first, then iterating. They prompt a coding agent (using Antigravity skills) to port code: Generate plan, verify, build root\u002Fsequential agents for research, verification, email drafting.",[22,7342,7343],{},"\"When developing an agent, it is absolutely perfectly a legitimate tactic to use the native SDK... however... shift over to a specialized SDK specifically designed for agents,\" Luis advises. Baby steps preserve fan-out parallelism. ADK code stays Python, adds env vars for GCP creds. Hiccups like freezes are debugged live, emphasizing iterative planning: \"The idea of creating a plan is vital. We don't want to just start coding without having at least an idea.\"",[22,7345,7346],{},"Jacob concurs: \"I always now add in then reverify your work. Make it go back a second time cuz it catches things that it misses.\"",[17,7348,7350],{"id":7349},"dynamic-case-studies-via-crawler-and-vertex-ai-vector-search","Dynamic Case Studies via Crawler and Vertex AI Vector Search",[22,7352,7353,7354,7360],{},"Core upgrade: Replace hardcoded studies with RAG. Luis' coding agent builds a Playwright crawler for Google's case study site (",[7355,7356,7357],"a",{"href":7357,"rel":7358},"https:\u002F\u002Fcloud.google.com\u002Fcustomers",[7359],"nofollow","). Phase 1: Load pages, click 'show more' repeatedly, extract 1,600+ URLs. Phase 2: Fetch HTML, use Gemini to reformat as markdown JSON, chunk and embed into Vertex AI Vector Search 2.0.",[22,7362,7363],{},"No local ChromaDB or Pinecone—managed Vertex for scalability. Query function hybrids semantic + text search: \"We're going to execute a semantic search... and then... a text search and we're going to combine those results... sometimes you might need to do a hybrid search.\"",[22,7365,7366],{},"Ingestion outputs massive JSON; agent queries tie company pains to top matches. Live demo: Input company\u002Frole, triggers searches, vector retrieval, consolidated intel, relevant cases, punchy email.",[22,7368,7369],{},"\"The accuracy and value that this can bring now having a vector database really up and running... it's incredible,\" Jacob exclaims post-demo.",[17,7371,7373],{"id":7372},"production-polish-ui-deployment-and-trade-offs","Production Polish: UI, Deployment, and Trade-offs",[22,7375,7376],{},"They add a simple Firebase UI for company\u002Frole input, copy-paste outputs. Next: Code cleanup, blog post (links in description). Jacob critiques: Luis spent 20 minutes explaining before coding—\"trying to get to the production building phase quicker.\" Luis admits: \"I think the problem is I talked too much.\"",[22,7378,7379],{},"Trade-offs: ADK boosts maintainability but introduces agent-specific patterns; Vertex scales but ties to GCP. Crawler handles dynamic sites but risks changes (e.g., button selectors). Hybrid search balances precision\u002Frecall.",[17,7381,7383],{"id":7382},"qa-deep-dive-vector-architecture-and-realities","Q&A Deep Dive: Vector Architecture and Realities",[22,7385,7386],{},"Post-video chat unpacks: Crawler uses Playwright CLI for headless browsing. Gemini structures content pre-embed. Chunking: Markdown per case study, Gemini-extracted for relevance. Alternatives like Chroma viable locally, but Vertex for prod.",[22,7388,7389],{},"\"We first needed to create a crawler that could crawl a specific website... extract the URLs... then... content extraction process,\" Luis details. Exposure via ADK functions. Jacob notes chat energy mirrored his questions, validating common pains.",[17,7391,7393],{"id":7392},"key-takeaways","Key Takeaways",[7395,7396,7397,7401,7404,7407,7410,7413,7416,7419,7422],"ul",{},[7398,7399,7400],"li",{},"Start agents with raw SDKs like Gemini for prototypes, migrate to ADK for modularity and sequential pipelines.",[7398,7402,7403],{},"Build reliability early: Fan-out parallelism, exponential backoff, low temperature, verify prompts.",[7398,7405,7406],{},"For RAG on web data, chain Playwright crawler (URL discovery + content fetch) with LLM markdown extraction before vector ingest.",[7398,7408,7409],{},"Use hybrid semantic + text search in Vertex AI for robust retrieval; combine results explicitly.",[7398,7411,7412],{},"Plan before coding: Prompt coding agents (e.g., Antigravity) for step-by-step ports, always reverify.",[7398,7414,7415],{},"Add UI last (e.g., Firebase) for usability; polish code readability post-MVP.",[7398,7417,7418],{},"Non-technical builders: Iterate via Gemini collaboration—\"go back and forth... rewrite the code redeploy the code test it.\"",[7398,7420,7421],{},"Scale prototypes by dynamic data: Crawl once, query forever vs. hardcoding.",[7398,7423,7424],{},"Timebox fixes: 60 minutes forces focus, exposes real hiccups like freezes or rate limits.",{"title":61,"searchDepth":62,"depth":62,"links":7426},[7427,7428,7429,7430,7431,7432],{"id":7323,"depth":62,"text":7324},{"id":7336,"depth":62,"text":7337},{"id":7349,"depth":62,"text":7350},{"id":7372,"depth":62,"text":7373},{"id":7382,"depth":62,"text":7383},{"id":7392,"depth":62,"text":7393},[],{"content_references":7435,"triage":7448},[7436,7438,7440,7442,7444,7446],{"type":74,"title":7437,"context":77},"Agent Development Kit",{"type":74,"title":7439,"context":77},"Antigravity",{"type":74,"title":7441,"context":77},"Vertex AI Vector Search",{"type":74,"title":7443,"context":77},"Gemini API",{"type":74,"title":7445,"context":77},"Playwright",{"type":74,"title":7447,"context":77},"Firebase",{"relevance":95,"novelty":96,"quality":96,"actionability":96,"composite":97,"reasoning":7449},"Category: AI Automation. The article provides a detailed walkthrough of refactoring a hardcoded agent into a scalable RAG system, addressing practical challenges and solutions relevant to AI product builders. It offers actionable insights on using the Agent Development Kit (ADK) for modular agents, which is directly applicable to the audience's work.","\u002Fsummaries\u002Fde0862b63c6bb424-60-min-fix-hardcoded-agent-to-scalable-rag-beast-summary","2026-04-15 16:48:15","2026-04-19 03:42:38",{"title":7313,"description":61},{"loc":7450},"de0862b63c6bb424","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=md2VFN6SojQ","summaries\u002Fde0862b63c6bb424-60-min-fix-hardcoded-agent-to-scalable-rag-beast-summary",[110,111,112,113],"Luis Sala and Jacob Badish refactor Jacob's 'vibe-coded' outreach agent from hardcoded case studies to a production RAG system using ADK, Vertex AI Vector Search, and Gemini in 60 minutes.",[113],"ir5m8xfzv0Go-KyY011OiObKLLVtI7sEpqZntDy98hU",{"id":7464,"title":7465,"ai":7466,"body":7471,"categories":7555,"created_at":68,"date_modified":68,"description":61,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7556,"navigation":99,"path":7570,"published_at":7571,"question":68,"scraped_at":7572,"seo":7573,"sitemap":7574,"source_id":7575,"source_name":7456,"source_type":7576,"source_url":7577,"stem":7578,"tags":7579,"thumbnail_url":7580,"tldr":7581,"tweet":7582,"unknown_tags":7583,"__hash__":7584},"summaries\u002Fsummaries\u002F37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary.md","3 Advanced Patterns Fix AI Agent Memory Gaps",{"provider":7,"model":8,"input_tokens":7467,"output_tokens":7468,"processing_time_ms":7469,"cost_usd":7470},5262,1788,21481,0.00192375,{"type":14,"value":7472,"toc":7550},[7473,7477,7480,7499,7503,7506,7527,7530,7534,7541,7547],[17,7474,7476],{"id":7475},"auto-update-memory-with-callbacks","Auto-Update Memory with Callbacks",[22,7478,7479],{},"Callbacks intercept the agent's lifecycle—before\u002Fafter agent runs, model calls, or tool executions—to inject custom logic that updates memory without complicating the agent's core instructions. This creates a 'spy' that tracks conversation details in real-time, like categorizing activities in a trip planner (cultural for museums, food for restaurants, outdoor for parks).",[22,7481,7482,7483,7486,7487,7490,7491,7494,7495,7498],{},"Implementation: Use an ",[26,7484,7485],{},"after_tool"," callback to detect the tool called (e.g., museum tool sets ",[26,7488,7489],{},"activity_type: 'cultural'","), then write it to ",[26,7492,7493],{},"tool_context",". The planner's instructions read ",[26,7496,7497],{},"last_activities"," from context and ban repeats, e.g., \"If last was cultural (museum), suggest food or outdoor instead.\" This keeps plans diverse without the agent managing state itself, reducing token usage and complexity for dynamic nudges like avoiding duplicate attractions.",[17,7500,7502],{"id":7501},"structured-data-via-custom-tools","Structured Data via Custom Tools",[22,7504,7505],{},"Shift from unstructured chat logs to structured storage like databases for key facts (e.g., dietary preferences), enabling proactive recall across sessions. Agents call tools to read\u002Fwrite profiles, making interactions feel personalized without re-asking known info.",[22,7507,7508,7509,7512,7513,7516,7517,7520,7521,7523,7524,7526],{},"Build two tools: ",[26,7510,7511],{},"save_user_preference"," (input: dict like ",[26,7514,7515],{},"{'diet': 'vegan'}","; saves as DB record) and ",[26,7518,7519],{},"recall_user_preferences"," (reads and returns DB record). Instruct the agent: \"Always call ",[26,7522,7519],{}," first; call ",[26,7525,7511],{}," when user states a preference.\"",[22,7528,7529],{},"User flow: First dinner request prompts preference question; user says \"vegan,\" tool saves it. Restart script, request dinner again—agent recalls vegan status, skips question, suggests vegan restaurant directly. This scales for profiles (allergies, budget) and persists beyond single sessions, outperforming text-only memory for queryable facts.",[17,7531,7533],{"id":7532},"multimodal-memory-for-non-text-inputs","Multimodal Memory for Non-Text Inputs",[22,7535,7536,7537,7540],{},"Extend memory beyond text to photos, videos, and audio by storing media in a 'memory bank' and providing a ",[26,7538,7539],{},"preload_memory"," tool for agents to load relevant files into conversations. This lets agents infer preferences from 'vibes' like a beach photo implying relaxation travel.",[22,7542,7543,7544,7546],{},"Code stores session media (picture\u002Fvideo\u002Faudio) directly in the bank. Agent uses ",[26,7545,7539],{}," to fetch and analyze, e.g., after uploads, query \"Based on the picture, video, and audio I shared, where should I travel?\"—agent connects dots across modalities for tailored suggestions like beach destinations. Trade-off: Increases storage costs but enables richer context than text summaries, mimicking human multi-sensory recall for travel, shopping, or creative apps.",[22,7548,7549],{},"These patterns build on basics (session\u002Fmulti-agent\u002Fpersistent state) for production agents that impress by remembering conversations, profiles, and media—try via linked codelab\u002Frepo using Agent Development Kit.",{"title":61,"searchDepth":62,"depth":62,"links":7551},[7552,7553,7554],{"id":7475,"depth":62,"text":7476},{"id":7501,"depth":62,"text":7502},{"id":7532,"depth":62,"text":7533},[],{"content_references":7557,"triage":7568},[7558,7561,7564,7567],{"type":79,"title":7559,"url":7560,"context":77},"Annie’s codelab","https:\u002F\u002Fgoo.gle\u002F4wA3kpd",{"type":79,"title":7562,"url":7563,"context":77},"Annie's code repo","https:\u002F\u002Fgoo.gle\u002F3R39eyR",{"type":79,"title":7565,"url":7566,"context":77},"Part 1 of the series","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=b9Dx7uGxwsg",{"type":74,"title":7437,"context":77},{"relevance":95,"novelty":96,"quality":96,"actionability":95,"composite":7296,"reasoning":7569},"Category: AI & LLMs. The article provides advanced techniques for enhancing AI agent memory, addressing a specific pain point for developers looking to implement persistent memory in their products. It includes concrete implementation details, such as using callbacks and structured data tools, making it highly actionable for the target audience.","\u002Fsummaries\u002F37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary","2026-05-14 16:00:16","2026-05-14 19:00:30",{"title":7465,"description":61},{"loc":7570},"37fefb1b3ffe8229","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=9ebzuW5PMW4","summaries\u002F37fefb1b3ffe8229-3-advanced-patterns-fix-ai-agent-memory-gaps-summary",[110,111,113],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002F9ebzuW5PMW4\u002Fhqdefault.jpg","Add persistent memory to AI agents using callbacks for auto-updates during conversations, custom tools for structured user data like profiles, and multimodal storage for images\u002Fvideos\u002Faudio to make agents feel personalized and smart.","Google Cloud devs demo three code patterns for agent memory—callbacks to auto-update context, custom tools for structured prefs like vegan diets, and multimodal storage for images\u002Fvideos\u002Faudio—via [Annie's codelab](https:\u002F\u002Fgoo.gle\u002F4wA3kpd) and [code repo](https:\u002F\u002Fgoo.gle\u002F3R39eyR). Builds on their part 1 basics.",[113],"0yeLTgg08Zz1VvaMsZsMdgFucH2KOFOtBEJbKjzjXuU",{"id":7586,"title":7587,"ai":7588,"body":7593,"categories":7630,"created_at":68,"date_modified":68,"description":61,"extension":69,"faq":68,"featured":70,"kicker_label":68,"meta":7631,"navigation":99,"path":7649,"published_at":7650,"question":68,"scraped_at":7651,"seo":7652,"sitemap":7653,"source_id":7654,"source_name":7655,"source_type":7576,"source_url":7656,"stem":7657,"tags":7658,"thumbnail_url":7659,"tldr":7660,"tweet":7661,"unknown_tags":7662,"__hash__":7663},"summaries\u002Fsummaries\u002Ff17b97307e63982c-coding-agents-target-all-computer-work-beyond-devs-summary.md","Coding Agents Target All Computer Work Beyond Devs",{"provider":7,"model":8,"input_tokens":7589,"output_tokens":7590,"processing_time_ms":7591,"cost_usd":7592},5282,1673,26574,0.00187025,{"type":14,"value":7594,"toc":7625},[7595,7599,7602,7605,7609,7612,7615,7619,7622],[17,7596,7598],{"id":7597},"code-unlocks-automation-for-non-coders","Code Unlocks Automation for Non-Coders",[22,7600,7601],{},"AI companies like OpenAI and Anthropic treat coding agents—Codex, Claude Code—as gateways to broader computer control because most tasks reduce to code or command-line operations. In Codex, switch modes to generate images via GPTImage1 (or GPTImage2), run data analytics on sales data, or start chat sessions without coding knowledge. This works since developers know code underpins these actions, but non-devs (the larger market) don't need to. Result: Automate Excel crunching, Word editing, or PDF handling via natural language prompts, bypassing manual interfaces.",[22,7603,7604],{},"OpenAI's 'computer use' feature (unavailable in EU) lets Codex control any desktop app directly, handling UIs not accessible via code alone. Anthropic's Claude desktop app mirrors this: CLI for Claude Code (dev-focused), chat for general use, and Cowork mode optimized for non-coding tasks like document work. Trade-off: Non-devs gain speed on repetitive tasks, but outputs require verification to avoid errors, similar to dev code reviews.",[17,7606,7608],{"id":7607},"contrasting-paths-to-super-apps","Contrasting Paths to Super Apps",[22,7610,7611],{},"OpenAI pushes a single 'super app' in Codex: One interface toggles coding\u002Fnon-coding modes, blending image gen, analytics, and app control. Set 'work mode' for non-tech users to hide code complexity. Anthropic splits: Claude Code CLI\u002Fapp for devs, separate Cowork for others. Both capture white-collar work (Excel\u002FWord\u002FPDF users) over devs, who are just pioneers.",[22,7613,7614],{},"Third-party tools like PyAgent (open-source) extend this: Primarily coding but usable for any CLI-accessible task, e.g., Excel\u002FPDF manipulation. Outcome: Devs multiply productivity; non-devs automate 80% of desk work, shrinking the dev market share for these firms.",[17,7616,7618],{"id":7617},"evolving-developer-role-amid-risks","Evolving Developer Role Amid Risks",[22,7620,7621],{},"Coding isn't 'solved'—AI introduces bugs, bloat, errors needing human oversight. Devs must master these (e.g., via targeted courses on Claude Code\u002FCodex\u002FCowork) to stay ahead as roles shift to agent orchestration. For all users, laziness is the pitfall: Blind trust skips checks, amplifying mistakes in outputs like Excel sheets.",[22,7623,7624],{},"OpenAI's unified app risks confusing non-devs with visible code elements; Anthropic's split may fragment UX. Test in production: Use Codex for image\u002Fdata tasks to cut manual time 10x, but always audit. Devs evolve from writers to verifiers\u002Fsupervisors, targeting the full work pie.",{"title":61,"searchDepth":62,"depth":62,"links":7626},[7627,7628,7629],{"id":7597,"depth":62,"text":7598},{"id":7607,"depth":62,"text":7608},{"id":7617,"depth":62,"text":7618},[120],{"content_references":7632,"triage":7645},[7633,7635,7639,7642],{"type":74,"title":7634,"context":77},"PyAgent",{"type":79,"title":7636,"url":7637,"context":7638},"Claude Cowork: The Practical Guide","https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-cowork-the-practical-guide","recommended",{"type":79,"title":7640,"url":7641,"context":7638},"Claude Code: The Practical Guide","https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-code-the-practical-guide",{"type":79,"title":7643,"url":7644,"context":7638},"Codex: The Practical Guide","https:\u002F\u002Facademind.com\u002Fcourses\u002Fcodex-the-practical-guide",{"relevance":7646,"novelty":7646,"quality":96,"actionability":62,"composite":7647,"reasoning":7648},3,3.05,"Category: AI Automation. The article discusses how AI tools like Codex and Claude are expanding automation capabilities beyond coding, which is relevant to the audience interested in AI-powered product development. However, while it presents some new insights on the evolution of these tools, it lacks specific actionable steps for implementation.","\u002Fsummaries\u002Ff17b97307e63982c-coding-agents-target-all-computer-work-beyond-devs-summary","2026-05-14 12:00:34","2026-05-14 15:00:28",{"title":7587,"description":61},{"loc":7649},"f17b97307e63982c","Maximilian Schwarzmuller","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=nLgmTis9uM0","summaries\u002Ff17b97307e63982c-coding-agents-target-all-computer-work-beyond-devs-summary",[110,111,113],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FnLgmTis9uM0\u002Fhqdefault.jpg","OpenAI's Codex and Anthropic's Claude tools expand from code to automate Excel, PDFs, images, and app control, aiming at white-collar workers while devs remain early adopters.","Creator speculates that OpenAI's Codex and Anthropic's Claude Code\u002FCowork are evolving into general desktop agents for non-coding tasks like data analysis and app control, while plugging paid courses on using them: [Claude Cowork](https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-cowork-the-practical-guide), [Claude Code](https:\u002F\u002Facademind.com\u002Fcourses\u002Fclaude-code-the-practical-guide), [Codex](https:\u002F\u002Facademind.com\u002Fcourses\u002Fcodex-the-practical-guide).",[113],"DkIoZNnhq3diVdj2Xn7-m73Wz3dqJfLS9IQeXxcdkWo"]