[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-0f73d188d043bc01-making-global-data-ai-ready-the-un-system-data-com-summary":3,"summaries-facets-categories":111,"summary-related-0f73d188d043bc01-making-global-data-ai-ready-the-un-system-data-com-summary":7591},{"id":4,"title":5,"ai":6,"body":13,"categories":72,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":77,"navigation":92,"path":93,"published_at":94,"question":74,"scraped_at":95,"seo":96,"sitemap":97,"source_id":98,"source_name":99,"source_type":100,"source_url":101,"stem":102,"tags":103,"thumbnail_url":74,"tldr":108,"tweet":74,"unknown_tags":109,"__hash__":110},"summaries\u002Fsummaries\u002F0f73d188d043bc01-making-global-data-ai-ready-the-un-system-data-com-summary.md","Making Global Data AI-Ready: The UN System Data Commons",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",4568,652,3501,0.00212,{"type":14,"value":15,"toc":65},"minimark",[16,21,25,29,32,35,58,62],[17,18,20],"h2",{"id":19},"the-accuracy-problem-in-ai-driven-research","The Accuracy Problem in AI-Driven Research",[22,23,24],"p",{},"Recent benchmarking by UNICEF highlights a significant reliability gap when using LLMs for authoritative data. In a study of over 133,000 responses across six major models—including GPT-4o, Claude 3.5 Sonnet, and Gemini 2.5 Flash—the average accuracy score for global development indicators was only 21.2%. Beyond simple inaccuracy, models frequently hedged their answers or provided inconsistent figures when queried repeatedly, with identical numbers returned only 50% of the time in follow-up tests. This unreliability is particularly concerning as AI-driven traffic to the UNICEF website has surged, with AI assistants now accounting for approximately 10% of all site visits.",[17,26,28],{"id":27},"infrastructure-for-ai-ready-data","Infrastructure for AI-Ready Data",[22,30,31],{},"To address this, the UN is launching the \"UN System Data Commons,\" a platform built on Google’s open-source Data Commons framework. This initiative replaces traditional database interfaces with a system designed for natural-language queries and direct machine access. The platform integrates the Model Context Protocol (MCP), allowing AI agents to query UN datasets directly.",[22,33,34],{},"Key features include:",[36,37,38,46,52],"ul",{},[39,40,41,45],"li",{},[42,43,44],"strong",{},"Traceability:"," The system maintains strict provenance, allowing users to verify AI-generated insights against original UN source data.",[39,47,48,51],{},[42,49,50],{},"Automated Synthesis:"," By leveraging MCP, AI agents can pull multiple indicators to generate real-time dashboards, charts, and analysis without manual data aggregation.",[39,53,54,57],{},[42,55,56],{},"Scalability:"," With 26 entities committed and 20 integrated at launch, the UN aims to host 80% of its statistical datasets on the platform by 2027.",[17,59,61],{"id":60},"the-human-in-the-loop-requirement","The Human-in-the-Loop Requirement",[22,63,64],{},"Despite providing AI systems with authoritative data, the UN and Google emphasize that data availability does not guarantee accurate interpretation. Because LLMs are prone to misinterpreting nuance, the platform is intended to support human-led workflows rather than replace them. Experts stress that human oversight remains mandatory for any outputs intended for citation or publication, as the goal is to provide a reliable foundation for analysis rather than autonomous, error-free conclusions.",{"title":66,"searchDepth":67,"depth":67,"links":68},"",2,[69,70,71],{"id":19,"depth":67,"text":20},{"id":27,"depth":67,"text":28},{"id":60,"depth":67,"text":61},[73],"AI & LLMs",null,"md",false,{"content_references":78,"triage":87},[79,84],{"type":80,"title":81,"url":82,"context":83},"tool","Data Commons","https:\u002F\u002Fdatacommons.org\u002F","mentioned",{"type":80,"title":85,"url":86,"context":83},"Model Context Protocol (MCP)","https:\u002F\u002Fmodelcontextprotocol.io\u002F",{"relevance":88,"novelty":89,"quality":88,"actionability":89,"composite":90,"reasoning":91},4,3,3.6,"Category: Data Science & Visualization. The article discusses the UN's initiative to improve AI accuracy by migrating global statistics to a new platform, addressing a specific pain point regarding data reliability in AI applications. It provides insights into the infrastructure being developed, which could inform product builders about integrating authoritative data sources into their AI products.",true,"\u002Fsummaries\u002F0f73d188d043bc01-making-global-data-ai-ready-the-un-system-data-com-summary","2026-09-17 20:00:00","2026-09-18 03:12:05",{"title":5,"description":66},{"loc":93},"0f73d188d043bc01","TechCrunch — AI","article","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F17\u002Fun-turns-to-google-to-make-its-global-data-ready-for-ai-agents\u002F","summaries\u002F0f73d188d043bc01-making-global-data-ai-ready-the-un-system-data-com-summary",[104,105,106,107],"ai-tools","llm","agents","data-science","The UN is migrating its global statistics to a new platform built on Google's Data Commons to improve AI accuracy and enable direct data retrieval via the Model Context Protocol 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Specific models (e.g., Qwen) often outperform larger, more general models (e.g., Claude) in specific reasoning tasks.",[39,7631,7632,7635],{},[42,7633,7634],{},"SFT remains foundational:"," While RL is powerful for final performance gains, SFT provides the bulk of the capability improvements for most enterprise use cases.",[39,7637,7638,7641],{},[42,7639,7640],{},"Task-specific tagging:"," In production scenarios, such as credit card compliance, adding structural tags to data helps models focus on compliance rules rather than hallucinating specific numerical values, significantly improving metrics and reducing latency.",[17,7643,7645],{"id":7644},"the-emerging-post-training-stack","The Emerging Post-Training Stack",[22,7647,7648],{},"Building reliable agents requires a multi-layered infrastructure stack that goes beyond simple model training. This includes:",[36,7650,7651,7657,7663,7669],{},[39,7652,7653,7656],{},[42,7654,7655],{},"Environment Orchestration:"," Tools to manage sandboxes, generate rollouts, and handle checkpointing\u002Fsnapshotting for long-horizon tasks.",[39,7658,7659,7662],{},[42,7660,7661],{},"Curation Tooling:"," Systems like Curator that manage the pipeline from source prompts to filtered, high-quality training data.",[39,7664,7665,7668],{},[42,7666,7667],{},"Prompt Optimization:"," Integrating techniques like Japa (LLM-based prompt optimization via reflection) to refine system prompts and harnesses alongside model weights.",[39,7670,7671,7674],{},[42,7672,7673],{},"Measurement:"," Tracking versioning and quality metrics across both data and environment configurations to ensure reproducible improvements.",{"title":66,"searchDepth":67,"depth":67,"links":7676},[7677,7678,7679],{"id":7604,"depth":67,"text":7605},{"id":7611,"depth":67,"text":7612},{"id":7644,"depth":67,"text":7645},[73],{"content_references":7682,"triage":7694},[7683,7686,7690,7692],{"type":80,"title":7684,"context":7685},"Curator","recommended",{"type":7687,"title":7688,"context":7689},"other","OpenThoughts","cited",{"type":7687,"title":7691,"context":83},"Terminal Bench",{"type":7687,"title":7693,"context":83},"LiveCodeBench",{"relevance":7695,"novelty":88,"quality":88,"actionability":88,"composite":7696,"reasoning":7697},5,4.35,"Category: AI & LLMs. The article discusses practical data curation strategies for enhancing the reliability of LLMs and agents, addressing a key pain point for developers looking to implement AI features effectively. It provides actionable insights like the importance of diversity in data sampling and task-specific tagging, which can be directly applied in product development.","\u002Fsummaries\u002Fbe0fbb5c7da0813b-data-curation-strategies-for-post-training-llms-an-summary","2026-07-31 22:00:06","2026-08-01 03:12:21",{"title":7594,"description":66},{"loc":7698},"be0fbb5c7da0813b","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=ewtOo0scUh0","summaries\u002Fbe0fbb5c7da0813b-data-curation-strategies-for-post-training-llms-an-summary",[105,106,107,104],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FewtOo0scUh0\u002Fhqdefault.jpg","Reliability in autonomous agents is achieved through disciplined data and environment curation rather than just compute, utilizing techniques like multi-answer sampling and targeted SFT.","This talk outlines the philosophy behind [Bespoke Labs](https:\u002F\u002Fbespokelabs.ai), arguing that the primary bottleneck in post-training isn't compute, but the systematic curation of data and reinforcement learning environments. The speaker details lessons learned from building [OpenThoughts](https:\u002F\u002Fopen-thoughts.github.io), emphasizing that high-quality reasoning models are built through iterative ablations of data mixtures rather than just scaling raw volume.",[],"rnfDZKLQaLaYQpKHvIow598tIkepHqQPVw6WacqJZRo",{"id":7715,"title":7716,"ai":7717,"body":7722,"categories":7790,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":7791,"navigation":92,"path":7801,"published_at":7802,"question":74,"scraped_at":7803,"seo":7804,"sitemap":7805,"source_id":7806,"source_name":7807,"source_type":7705,"source_url":7808,"stem":7809,"tags":7810,"thumbnail_url":7811,"tldr":7812,"tweet":7813,"unknown_tags":7814,"__hash__":7815},"summaries\u002Fsummaries\u002F960b93971621a7f9-governing-ai-agents-with-looker-and-mcp-summary.md","Governing AI Agents with Looker and MCP",{"provider":7,"model":8,"input_tokens":7718,"output_tokens":7719,"processing_time_ms":7720,"cost_usd":7721},4394,634,3094,0.0020495,{"type":14,"value":7723,"toc":7785},[7724,7728,7731,7735,7738,7752,7756,7759],[17,7725,7727],{"id":7726},"moving-from-raw-sql-to-governed-data-models","Moving from Raw SQL to Governed Data Models",[22,7729,7730],{},"Building enterprise AI agents that interact directly with raw databases often leads to fragile, unmaintainable SQL. The core challenge is that LLMs lack context regarding business logic, definitions, and access controls. By bridging agents to Looker’s governed semantic layer, developers ensure that AI-driven insights are grounded in a single, validated source of truth. This architecture separates business logic (maintained in Looker) from execution (handled by the agent).",[17,7732,7734],{"id":7733},"the-role-of-mcp-and-the-agent-development-kit","The Role of MCP and the Agent Development Kit",[22,7736,7737],{},"The Model Context Protocol (MCP) acts as a universal language, allowing agents to discover and invoke capabilities within Looker without needing to understand complex API calls.",[36,7739,7740,7746],{},[39,7741,7742,7745],{},[42,7743,7744],{},"MCP Toolbox",": An open-source, production-ready resource that exposes data sources as standardized tools. It includes a pre-built Looker toolset, allowing developers to perform tasks like auditing LookML project files or executing governed queries without writing custom integration code for every project.",[39,7747,7748,7751],{},[42,7749,7750],{},"Agent Development Kit (ADK)",": This layer orchestrates the LLM and the agent. It allows the agent to discover tools via MCP and execute technical tasks. Because the MCP bridge stays in sync with LookML, any changes made to the underlying business model are automatically reflected in the agent's context.",[17,7753,7755],{"id":7754},"modular-architecture-for-scalability","Modular Architecture for Scalability",[22,7757,7758],{},"This approach provides a flexible, modular framework for building AI applications:",[7760,7761,7762,7768,7779],"ol",{},[39,7763,7764,7767],{},[42,7765,7766],{},"Looker Layer",": Centralizes business logic, dimensions, measures, and access filters.",[39,7769,7770,7773,7774,7778],{},[42,7771,7772],{},"Transport Layer",": Powered by MCP and the AI toolbox, it acts as a translator, exposing internal functions (metadata retrieval, query execution) as discoverable tools defined in a ",[7775,7776,7777],"code",{},"tools.yaml"," configuration.",[39,7780,7781,7784],{},[42,7782,7783],{},"Application Layer",": Utilizes the ADK to orchestrate the LLM, allowing developers to choose their preferred model while maintaining strict governance over the data the agent can access.",{"title":66,"searchDepth":67,"depth":67,"links":7786},[7787,7788,7789],{"id":7726,"depth":67,"text":7727},{"id":7733,"depth":67,"text":7734},{"id":7754,"depth":67,"text":7755},[73],{"content_references":7792,"triage":7799},[7793,7796,7797],{"type":80,"title":7794,"url":7795,"context":7685},"Looker MCP Server","https:\u002F\u002Fgoo.gle\u002F4a4g4us",{"type":80,"title":85,"context":83},{"type":80,"title":7798,"context":83},"Google Agent Development Kit (ADK)",{"relevance":7695,"novelty":88,"quality":88,"actionability":88,"composite":7696,"reasoning":7800},"Category: AI & LLMs. The article provides a detailed framework for integrating AI agents with Looker's semantic layer, addressing a specific pain point of fragile SQL generation. It offers actionable insights through the introduction of the Model Context Protocol (MCP) and the Agent Development Kit (ADK), which developers can implement to enhance their AI applications.","\u002Fsummaries\u002F960b93971621a7f9-governing-ai-agents-with-looker-and-mcp-summary","2026-06-19 16:00:01","2026-06-20 12:56:24",{"title":7716,"description":66},{"loc":7801},"960b93971621a7f9","Google Cloud Tech","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=CgwslR4pgL4","summaries\u002F960b93971621a7f9-governing-ai-agents-with-looker-and-mcp-summary",[105,106,104,107],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FCgwslR4pgL4\u002Fhqdefault.jpg","By using the Model Context Protocol (MCP) to connect AI agents to Looker's semantic layer, developers can replace fragile raw SQL generation with governed, model-aware data interactions.","This video explains how to connect AI agents to enterprise data by using the [Looker MCP Server](https:\u002F\u002Fgoo.gle\u002F4a4g4us). It demonstrates how to use the Model Context Protocol to expose Looker's semantic layer as a set of tools, allowing agents to query data through governed business logic rather than raw SQL.",[],"o5r6ShZF72LourkfhxXaJEqvurd9JgnGSKaF4CDR5Qs",{"id":7817,"title":7818,"ai":7819,"body":7824,"categories":7895,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":7896,"navigation":92,"path":7910,"published_at":7911,"question":74,"scraped_at":7912,"seo":7913,"sitemap":7914,"source_id":7915,"source_name":7704,"source_type":7705,"source_url":7916,"stem":7917,"tags":7918,"thumbnail_url":7919,"tldr":7920,"tweet":7921,"unknown_tags":7922,"__hash__":7923},"summaries\u002Fsummaries\u002F65fa4393974ae2b6-rag-is-not-dead-the-shift-to-iterative-agentic-ret-summary.md","RAG is Not Dead: The Shift to Iterative Agentic Retrieval",{"provider":7,"model":8,"input_tokens":7820,"output_tokens":7821,"processing_time_ms":7822,"cost_usd":7823},6273,789,4376,0.00275175,{"type":14,"value":7825,"toc":7889},[7826,7830,7837,7841,7844,7858,7861,7865,7868,7879,7882,7886],[17,7827,7829],{"id":7828},"the-evolution-of-retrieval","The Evolution of Retrieval",[22,7831,7832,7833,7836],{},"Despite the \"RAG is dead\" discourse on social media, actual usage metrics show a massive inflection point in search volume starting in mid-2025. The confusion stems from a narrow definition of RAG as a single, static vector search call. In production, sophisticated systems have moved toward ",[42,7834,7835],{},"Agentic Retrieval","—an iterative process where agents use a mix of vector search, full-text search (BM25), regex, and filters to progressively reason over context until they have the necessary information to complete a task.",[17,7838,7840],{"id":7839},"embeddings-as-cached-compute","Embeddings as Cached Compute",[22,7842,7843],{},"Architectural decisions between tools like Cursor and Claude Code highlight a fundamental trade-off in AI engineering:",[36,7845,7846,7852],{},[39,7847,7848,7851],{},[42,7849,7850],{},"Per-session discovery (e.g., Claude Code):"," Uses grep-based retrieval without upfront indexing. This avoids indexing costs but incurs higher latency and token costs per run because the agent must re-discover information every time.",[39,7853,7854,7857],{},[42,7855,7856],{},"Upfront indexing (e.g., Cursor):"," Treats embeddings as \"cached compute.\" While there is an initial cost to parse, chunk, and embed a codebase, it enables lightweight, high-speed retrieval at runtime.",[22,7859,7860],{},"For teams working on shared codebases, this can be optimized further using Merkle trees to identify and re-index only the changed files, significantly reducing redundant compute.",[17,7862,7864],{"id":7863},"impact-and-performance","Impact and Performance",[22,7866,7867],{},"Data from Cursor’s implementation of semantic search demonstrates that even small percentage gains in accuracy and retention are significant when weighted by query relevance. Specifically, semantic search integration led to:",[36,7869,7870,7873,7876],{},[39,7871,7872],{},"A 24% increase in answer accuracy for their composer model.",[39,7874,7875],{},"A 2.6% gain in code retention for large codebases.",[39,7877,7878],{},"A 2.2% drop in dissatisfied user requests.",[22,7880,7881],{},"These gains are notable because semantic search is not triggered on every query; the impact is concentrated on the subset of queries where retrieval is actually necessary.",[17,7883,7885],{"id":7884},"the-right-million-strategy","The \"Right Million\" Strategy",[22,7887,7888],{},"As context windows grow, the engineering challenge shifts from capacity to precision. Echoing Jeff Dean’s philosophy, the goal is not to feed an LLM a trillion tokens at once, but to use an iterative retrieval mechanism to narrow down a massive corpus to the \"right million\" tokens. This approach optimizes for both cost and agent performance, ensuring the model receives the most relevant context without the noise of a full-context dump.",{"title":66,"searchDepth":67,"depth":67,"links":7890},[7891,7892,7893,7894],{"id":7828,"depth":67,"text":7829},{"id":7839,"depth":67,"text":7840},{"id":7863,"depth":67,"text":7864},{"id":7884,"depth":67,"text":7885},[73],{"content_references":7897,"triage":7908},[7898,7901,7905],{"type":80,"title":7899,"url":7900,"context":83},"Turbopuffer","https:\u002F\u002Fturbopuffer.com",{"type":80,"title":7902,"url":7903,"context":7904},"Cursor","https:\u002F\u002Fcursor.com","reviewed",{"type":80,"title":7906,"url":7907,"context":7904},"Claude Code","https:\u002F\u002Fclaude.ai",{"relevance":7695,"novelty":88,"quality":88,"actionability":88,"composite":7696,"reasoning":7909},"Category: AI & LLMs. The article discusses the evolution of Retrieval-Augmented Generation (RAG) into iterative agentic retrieval, addressing a specific audience pain point about moving from basic implementations to more sophisticated systems. It provides concrete examples of architectural decisions and performance metrics that can be directly applied by product builders in AI engineering.","\u002Fsummaries\u002F65fa4393974ae2b6-rag-is-not-dead-the-shift-to-iterative-agentic-ret-summary","2026-06-09 17:00:27","2026-06-10 12:56:17",{"title":7818,"description":66},{"loc":7910},"65fa4393974ae2b6","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=UM6sFg_jdlE","summaries\u002F65fa4393974ae2b6-rag-is-not-dead-the-shift-to-iterative-agentic-ret-summary",[104,106,105,107],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FUM6sFg_jdlE\u002Fhqdefault.jpg","RAG isn't dying; it's evolving from simple vector search into iterative, agentic retrieval. The key is treating semantic search as 'cached compute' that allows agents to narrow down massive datasets to the 'right million' tokens efficiently.","This talk argues that the \"RAG is dead\" discourse is a misunderstanding of what retrieval actually is. The speaker frames vector search as a form of \"cached compute\" and contrasts the upfront indexing approach used by [Cursor](https:\u002F\u002Fcursor.com) with the per-session grep-based approach of [Claude Code](https:\u002F\u002Fclaude.com\u002Fclaude-code), noting that both are valid architectural tradeoffs depending on query volume.",[],"rDigj_PV_GejslQxvaDWzEw8_v7Tv-p-r0YZQf2iYNk",{"id":7925,"title":7926,"ai":7927,"body":7932,"categories":7980,"created_at":74,"date_modified":74,"description":66,"extension":75,"faq":74,"featured":76,"kicker_label":74,"meta":7981,"navigation":92,"path":7989,"published_at":7990,"question":74,"scraped_at":7990,"seo":7991,"sitemap":7992,"source_id":7993,"source_name":7994,"source_type":100,"source_url":7985,"stem":7995,"tags":7996,"thumbnail_url":74,"tldr":7997,"tweet":74,"unknown_tags":7998,"__hash__":7999},"summaries\u002Fsummaries\u002F6f83c010011953b0-agentnlq-a-general-purpose-agent-for-natural-langu-summary.md","AgentNLQ: A General-Purpose Agent for Natural Language to SQL",{"provider":7,"model":8,"input_tokens":7928,"output_tokens":7929,"processing_time_ms":7930,"cost_usd":7931},4074,523,2929,0.001803,{"type":14,"value":7933,"toc":7975},[7934,7938,7941,7945,7948,7968,7972],[17,7935,7937],{"id":7936},"the-challenge-of-natural-language-to-sql","The Challenge of Natural Language to SQL",[22,7939,7940],{},"Converting natural language into SQL (NL2SQL) remains a significant hurdle for AI systems, particularly when dealing with complex database schemas, ambiguous user intent, or multi-step reasoning requirements. Traditional approaches often rely on single-shot prompting, which fails to account for iterative refinement or the need for schema verification. AgentNLQ proposes an agentic framework that treats NL2SQL as an interactive, multi-step process rather than a simple translation task.",[17,7942,7944],{"id":7943},"the-agentnlq-architecture","The AgentNLQ Architecture",[22,7946,7947],{},"AgentNLQ shifts the paradigm from static generation to an agent-based workflow. The system typically involves:",[36,7949,7950,7956,7962],{},[39,7951,7952,7955],{},[42,7953,7954],{},"Schema Understanding:"," The agent first analyzes the database schema to identify relevant tables and relationships before attempting query construction.",[39,7957,7958,7961],{},[42,7959,7960],{},"Iterative Refinement:"," Unlike standard models that output a single SQL string, AgentNLQ uses a feedback loop. If a generated query fails to execute or returns unexpected results, the agent analyzes the error logs or output metadata to self-correct.",[39,7963,7964,7967],{},[42,7965,7966],{},"Contextual Reasoning:"," The agent maintains a state of the conversation and the database environment, allowing it to handle follow-up questions or clarify ambiguous terminology based on the specific data content.",[17,7969,7971],{"id":7970},"impact-on-reliability","Impact on Reliability",[22,7973,7974],{},"By incorporating agentic capabilities, the system reduces the hallucination rate common in zero-shot SQL generation. The ability to validate queries against the database schema before final execution ensures higher success rates in production environments. This approach is particularly effective for non-technical users who require accurate data retrieval without needing to understand the underlying database structure.",{"title":66,"searchDepth":67,"depth":67,"links":7976},[7977,7978,7979],{"id":7936,"depth":67,"text":7937},{"id":7943,"depth":67,"text":7944},{"id":7970,"depth":67,"text":7971},[73],{"content_references":7982,"triage":7986},[7983],{"type":7984,"title":7926,"url":7985,"context":7904},"paper","https:\u002F\u002Farxiv.org\u002Fabs\u002F2605.19010",{"relevance":7695,"novelty":88,"quality":88,"actionability":89,"composite":7987,"reasoning":7988},4.15,"Category: AI & LLMs. The article discusses a novel agent architecture for converting natural language to SQL, addressing a specific pain point of accuracy in AI-powered data retrieval. It provides insights into the architecture and workflow, making it relevant for developers looking to implement such systems.","\u002Fsummaries\u002F6f83c010011953b0-agentnlq-a-general-purpose-agent-for-natural-langu-summary","2026-05-20 07:00:19",{"title":7926,"description":66},{"loc":7989},"6f83c010011953b0","arXiv cs.AI","summaries\u002F6f83c010011953b0-agentnlq-a-general-purpose-agent-for-natural-langu-summary",[105,106,107,104],"AgentNLQ is an AI agent architecture designed to improve the accuracy and reliability of converting natural language queries into SQL, addressing common failures in complex database interactions.",[],"uo3saHR0--1s75exbYyXD18FRr8dYI4hUZLRLstnZ1c"]