diff --git a/docs/ai-agents-mcp.md b/docs/ai-agents-mcp.md index f181ec7b..e91e1b38 100644 --- a/docs/ai-agents-mcp.md +++ b/docs/ai-agents-mcp.md @@ -24,6 +24,20 @@ Resources, tools, and projects related to autonomous AI agents, Model Context Pr - [Kiro: Engineering Rigor for Agentic Development](https://kiro.dev) - Kiro is a tool designed to bring engineering discipline to AI agent development. It focuses on managing intent, handling long-running tasks across large codebases, and validating code correctness through a learning agent. Key features include converting natural language prompts into structured requirements (EARS notation), generating architectural designs, creating implementation plans with discrete, sequenced tasks, and enabling terminal-based interaction for building features, automating workflows, and debugging. - [HolmesGPT (Robusta)](https://github.com/HolmesGPT/holmesgpt) - An open-source AI agent for investigating Prometheus alerts and Kubernetes incidents. It uses LLMs to triage issues and provide recommended fixes. - [Skyvern](https://github.com/Skyvern-ai/Skyvern) - Automate browser-based workflows using LLMs and Computer Vision. + - **(2026)** [How Agents Are Transforming Work](https://openai.com/index/how-agents-are-transforming-work) 🌟 - OpenAI's economic research documents a structural shift in user behavior from basic chatbot Q&A to long-horizon agentic workflows using Codex. + - **(2026)** [Codex-maxxing for long-running work](https://openai.com/index/codex-maxxing-long-running-work) 🌟 - Strategies from Jason Liu on using OpenAI's Codex as a persistent workspace for stateful, long-running agentic workflows. + - **(2026)** [A near-autonomous AI chemist improves a challenging reaction in medicinal chemistry](https://openai.com/index/ai-chemist-improves-reaction) 🌟 - OpenAI and Molecule.one leverage GPT-5.4 to optimize drug-discovery reactions through 10,080 physical experiments. + - **(2026)** [OpenAI to Acquire Ona](https://openai.com/index/openai-to-acquire-ona) 🌟 - OpenAI expands Codex with secure, customer-controlled persistent cloud infrastructure to run autonomous software agents. + - **(2025)** [Notion's rebuild for agentic AI: How GPT-5 helped unlock autonomous workflows](https://openai.com/index/notion) 🌟 - Notion rebuilds its product architecture around agentic AI, utilizing OpenAI's frontier models and embeddings to power autonomous writing, Q&A, and database workflows. + - **(2026)** [How Endava is redesigning software delivery around AI agents](https://openai.com/index/endava-frontiers) 🌟 - Digital transformation firm Endava redesigns its software delivery pipeline around OpenAI's reasoning models and Codex agents to build an agentic enterprise architecture. + - **(2026)** [Dreaming: Better memory for a more helpful ChatGPT](https://openai.com/index/chatgpt-memory-dreaming) 🌟 - OpenAI introduces 'Dreaming', a major memory architecture update that replaces static user-declared lists with dynamic, background-synthesized multi-session profiles. + - **(2026)** [Codex for every role, tool, and workflow](https://openai.com/index/codex-for-every-role-tool-workflow) 🌟 - OpenAI expands ChatGPT Codex with role-specific plugins, in-app browser comments, and background computer-use automation. + - **(2026)** [Building self-improving tax agents with Codex](https://openai.com/index/building-self-improving-tax-agents-with-codex) 🌟 - Technical paper showing how OpenAI, Thrive, and Crete built a self-improving tax filing agent with Codex that autonomously refines its code using human feedback and production traces. + - **(2026)** [A new personal finance experience in ChatGPT](https://openai.com/index/personal-finance-chatgpt) 🌟 - A preview announcement of ChatGPT's Plaid-powered bank account integration for real-time financial insights. + - **(2026)** [How we built an internal data analytics agent](https://github.blog/ai-and-ml/github-copilot/how-we-built-an-internal-data-analytics-agent) 🌟 - An engineering post detailing the architecture of Qubot, GitHub's internal Copilot-powered analytics assistant that translates natural language queries into secure database evaluations. + - **(2026)** [Bringing more agent harnesses and frameworks to Cloudflare, starting with Flue](https://blog.cloudflare.com/agents-platform-flue-sdk) 🌟 - Cloudflare opens its Agents SDK primitives and partners with Astro's Flue framework to establish a production-ready agentic stack. + - **(2026)** [Announcing Web Search on Amazon Bedrock AgentCore: Ground your AI agents in current, accurate web knowledge](https://aws.amazon.com/blogs/aws/announcing-web-search-on-amazon-bedrock-agentcore-ground-your-ai-agents-in-current-accurate-web-knowledge) 🌟 - A fully managed web search capability on Bedrock AgentCore that allows secure, grounded agent queries with zero data egress. + - **(2022)** [LangChain](https://github.com/langchain-ai/langchain) 🌟 - The industry-leading framework for building context-aware applications powered by large language models, agent architectures, and structured cognitive flows. ## Model Context Protocol (MCP) - [Announcing Azure MCP Server 2.0 Stable Release for Self-Hosted Agentic Cloud Automation](https://devblogs.microsoft.com/azure-sdk/announcing-azure-mcp-server-2-0-stable-release) 🌟 - This blog post announces the stable release of Azure MCP Server 2.0, an open-source software that implements the Model Context Protocol (MCP) specification. It allows AI agents and developer tools to interact with Azure resources through a standardized tool interface. The key advancement in version 2.0 is the support for self-hosted, remote MCP server deployment, enabling flexible integration into developer workflows for local development, tool integrations, and centralized team/enterprise scenarios with consistent policy and security controls. @@ -36,9 +50,96 @@ Resources, tools, and projects related to autonomous AI agents, Model Context Pr - [Brave Search MCP](https://github.com/modelcontextprotocol/servers) - Grounded web search for AI agents. - [PostgreSQL MCP Server](https://github.com/modelcontextprotocol/servers) - Secure SQL execution and schema inspection for agents. - [Google Cloud Managed MCP](https://cloud.google.com/blog/products/ai-machine-learning/google-cloud-managed-mcp-for-gemini) - Production-grade MCP service for accessing GCP resources from Gemini. + - **(2025)** [LSEG and OpenAI Partner to Integrate Financial Data into ChatGPT](https://openai.com/index/lseg) 🌟 - London Stock Exchange Group (LSEG) introduces an MCP connector delivering real-time, trusted financial market data, analytics, and news directly into ChatGPT. ## LLM Operators and Infrastructure - [Kube-Ray](https://github.com/ray-project/kuberay) - A toolkit to run Ray applications on Kubernetes. - [vLLM on Kubernetes](https://github.com/vllm-project/vllm) - High-throughput LLM serving with PagedAttention. - [NVIDIA GPU Operator](https://github.com/NVIDIA/gpu-operator) - Automates the management of all NVIDIA software components needed to provision GPU. -- [LocalAI](https://github.com/mudler/LocalAI) - Self-hosted, community-driven, local OpenAI-compatible API. \ No newline at end of file +- [LocalAI](https://github.com/mudler/LocalAI) - Self-hosted, community-driven, local OpenAI-compatible API. + + - **(2026)** [Introducing GeneBench-Pro](https://openai.com/index/introducing-genebench-pro) 🌟 - OpenAI introduces GeneBench-Pro, an advanced 129-problem computational biology benchmark designed to evaluate reasoning in noisy environments. + + - **(2026)** [Inside GeneBench-Pro Case Studies](https://openai.com/index/genebench-pro/case-studies) 🌟 - A technical deep-dive into the 10 real-world genomics case studies defining the GeneBench-Pro computational biology benchmark. + - **(2026)** [Building the Infrastructure for the Intelligence Age in Michigan](https://openai.com/index/stargate-michigan-data-center) 🌟 - OpenAI's groundbreaking announcement of a 1-gigawatt (GW) 'Stargate' supercomputing data center campus in Michigan in partnership with Oracle. + - **(2026)** [Ask an AI expert: What exactly is the full stack?](https://blog.google/innovation-and-ai/technology/ai/full-stack-ai-explainer) 🌟 - Google's developer relations lead Richard Seroter explains the advantages of a vertically integrated full-stack AI approach over fragmented setups. + - **(2026)** [Growing the Cloudflare AI team with talent from Ensemble AI](https://blog.cloudflare.com/ensemble-ai-talent-joins-cloudflare) 🌟 - Key engineering talent from Ensemble AI joins Cloudflare to accelerate Workers AI infrastructure, focusing on model compression and efficient inference. + - **(2026)** [Your AI bill is out of control. Cloudflare can fix it now.](https://blog.cloudflare.com/ai-gateway-spend-limits) 🌟 - Cloudflare introduces budget constraints, spend limits, and identity-driven policies for AI Gateway to control LLM costs and route traffic to optimized models. + +## Foundation Models + - **(2026)** [Previewing GPT-5.6 Sol: A Next-Generation Model](https://openai.com/index/previewing-gpt-5-6-sol) 🌟 - OpenAI unveils its GPT-5.6 model familyβ€”Sol, Terra, and Lunaβ€”featuring enhanced terminal coding capability and a robust safety stack. + - **(2026)** [How GPT-5 helped immunologist Derya Unutmaz solve a 3-year-old mystery](https://openai.com/index/gpt-5-immunology-mystery) 🌟 - Case study of GPT-5 Pro solving a complex 3-year-old immunology puzzle regarding glucose and T-cell development. + + - **(2026)** [Using AI to help physicians diagnose rare genetic diseases affecting children](https://openai.com/index/diagnose-rare-childhood-diseases) 🌟 - Clinical study published in NEJM AI on leveraging OpenAI o3 Deep Research to identify diagnostic leads in unsolved pediatric rare diseases. + - **(2026)** [How engineers at Nextdoor use Codex to build without limits](https://openai.com/index/nextdoor) 🌟 - Nextdoor's engineering team implements Codex to shift from tactical prompt engineering to high-leverage 'outcome engineering', compressing software delivery cycles. + - **(2026)** [Introducing New Capabilities to GPT-Rosalind](https://openai.com/index/introducing-new-capabilities-to-gpt-rosalind) 🌟 - OpenAI introduces specialized model updates and plugins for enterprise-scale life sciences research and genomic pipelines. + - **(2026)** [The latest AI news we announced in May 2026](https://blog.google/innovation-and-ai/technology/ai/google-ai-updates-may-2026) 🌟 - A consolidated technical recap of Google's AI models, APIs, and workspace updates rolled out in May 2026. + - **(2026)** [Anthropic Claude Fable 5 on AWS: Mythos-class capabilities with built-in safeguards now available](https://aws.amazon.com/blogs/aws/anthropic-claude-fable-5-on-aws-mythos-class-capabilities-with-built-in-safeguards-now-available) 🌟 - Anthropic launches Claude Fable 5 on Bedrock and Claude Platform, showcasing long-running reasoning and visual critique mechanisms for agentic workflows. + +## AI Benchmarks + - **(2026)** [Introducing LifeSciBench](https://openai.com/index/introducing-life-sci-bench) 🌟 - An expert-authored benchmark designed to evaluate AI systems across realistic life science research workflows. + - **(2026)** [Predicting LLM Safety Before Release by Simulating Deployment](https://openai.com/index/deployment-simulation) 🌟 - A predictive safety evaluation methodology that simulates real-world LLM deployment using de-identified conversation logs. + + - **(2026)** [Introducing the OpenAI Partner Network](https://openai.com/index/introducing-openai-partner-network) 🌟 - A $150M program designed to help global partners build, sell, and deploy AI solutions with OpenAI. + - **(2026)** [A shared playbook for trustworthy third party evaluations](https://openai.com/index/trustworthy-third-party-evaluations-foundations) 🌟 - OpenAI's playbook establishing guidelines for independent, trustworthy third-party evaluations of frontier AI systems, emphasizing system harnesses, validity checks, and context modeling. + - **(2026)** [Evaluating performance and efficiency of the GitHub Copilot agentic harness across models and tasks](https://github.blog/ai-and-ml/github-copilot/evaluating-performance-and-efficiency-of-the-github-copilot-agentic-harness-across-models-and-tasks) 🌟 - A comprehensive benchmark study analyzing the performance, token efficiency, and execution success of the GitHub Copilot agentic harness across various LLMs and software engineering tasks. + +## AI Security and Threat Intelligence + - **(2026)** [PRC-linked influence operations are targeting AI debates in the US](https://openai.com/index/prc-linked-influence-operations-ai-debates) 🌟 - OpenAI's threat intelligence team exposes and disrupts PRC-linked covert influence campaigns attempting to manipulate public opinion on American AI data center infrastructure and tariff policies. + - **(2026)** [Biodefense in the Intelligence Age](https://openai.com/index/biodefense-in-the-intelligence-age) 🌟 - OpenAI's strategic plan and biological risk evaluation framework for safe deployments of advanced AI systems. + - **(2026)** [Strengthening Societal Resilience with Rosalind Biodefense](https://openai.com/index/strengthening-societal-resilience-with-rosalind-biodefense) 🌟 - OpenAI announces the launch of its Rosalind Biodefense program leveraging GPT-Rosalind to secure DNA synthesis and accelerate defensive countermeasures. + - **(2026)** [Defend against frontier cyber models: Cloudflare's architecture as customer zero](https://blog.cloudflare.com/frontier-model-defense) 🌟 - Cloudflare outlines its defense-in-depth architecture utilized as customer zero to mitigate accelerated vulnerabilities and rapid exploit cycles powered by frontier AI models. + +## AI Economic and Societal Impact + - **(2026)** [Introducing the OpenAI Economic Research Exchange](https://openai.com/index/economic-research-exchange) 🌟 - OpenAI launches the Economic Research Exchange to support high-impact external research on the labor market and broader economic implications of AI. + - **(2026)** [A blueprint for democratic governance of frontier AI](https://openai.com/index/frontier-safety-blueprint) 🌟 - OpenAI's public blueprint outlining federal frameworks and risk mitigations for recursive self-improving systems. + - **(2026)** [Our Views on AI Policy and Political Advocacy](https://openai.com/index/our-views-on-ai-policy-and-political-advocacy) 🌟 - An official policy stance statement clarifying OpenAI's approach to legislative policy debates, employee political involvement, and corporate advocacy neutrality. + - **(2026)** [The next phase of OpenAI's Education for Countries](https://openai.com/index/the-next-phase-of-education-for-countries) 🌟 - At the Education World Forum in London, OpenAI shares early learnings from Education for Countries and welcomes Singapore to the program. + - **(2026)** [OpenAI and Malta partner to bring ChatGPT Plus to all citizens](https://openai.com/index/malta-chatgpt-plus-partnership) 🌟 - OpenAI and Malta partner to bring ChatGPT Plus to all citizens, introducing structured education pathways and national utility licensing. + +## Enterprise AI and Case Studies + - **(2026)** [Travelers deploys AI-powered claims countrywide with OpenAI](https://openai.com/index/travelers) 🌟 - How Travelers Insurance leveraged OpenAI's LLM APIs to automate nationwide claims processing and workflow orchestration. + - **(2026)** [Codex is Becoming a Productivity Tool for Everyone](https://openai.com/index/codex-for-knowledge-work) 🌟 - OpenAI's overview of the expanding capabilities of Codex as a versatile utility for complex text extraction, structured data operations, and automated knowledge-work workflows. + - **(2026)** [Boston Children's Hospital uses AI to unlock new diagnoses](https://openai.com/index/boston-childrens-hospital) 🌟 - Case study on how Boston Children's Hospital built a secure internal ChatGPT environment across its entire workforce, successfully diagnosing 40+ rare conditions and saving 60,000+ hours. + - **(2026)** [How Braintrust turns customer requests into code with Codex](https://openai.com/index/braintrust) 🌟 - Insight into how Braintrust engineers use OpenAI Codex and GPT-5.5 to transform customer feature requests into preview code branches in minutes, significantly accelerating release feedback. + - **(2026)** [MUFG aims to become AI native with OpenAI](https://openai.com/index/mufg) 🌟 - Case study on Mitsubishi UFJ Financial Group deploying ChatGPT Enterprise to 35,000 employees, focusing on security boundaries, training, and building over 1,800 custom GPTs. + - **(2026)** [Cisco and OpenAI redefine enterprise engineering with Codex](https://openai.com/index/cisco) 🌟 - Details the collaboration between Cisco and OpenAI using Codex to automate network configurations, troubleshoot security issues, and accelerate software engineering loops. + - **(2026)** [Warp's big bet on building open source with GPT-5.5](https://openai.com/index/warp) 🌟 - OpenAI's official startup feature detailing Warp's transition to an open-source model under AGPL-3.0, backed by OpenAI and fully managed via its cloud agent orchestration platform, Oz. + - **(2026)** [OpenAI, Grupo Folha, and Grupo UOL announce strategic content partnership](https://openai.com/index/grupo-folha-grupo-uol-partnership) 🌟 - OpenAI partners with Grupo Folha and Grupo UOL to bring trusted Brazilian journalism to ChatGPT, expanding access to news with attribution and transparency. + - **(2026)** [How Virgin Atlantic ships faster with Codex](https://openai.com/index/virgin-atlantic) 🌟 - How Virgin Atlantic used Codex to ship its revamped mobile app on a fixed holiday travel deadline, reaching near-total unit test coverage and zero P1 defects. + - **(2026)** [OpenAI named a Leader in enterprise coding agents by Gartner](https://openai.com/index/gartner-2026-agentic-coding-leader) 🌟 - OpenAI is named a leader in the 2026 Gartner Magic Quadrant for Enterprise AI Coding Agents, with Codex recognized for innovation and enterprise-scale deployment. + - **(2026)** [AdventHealth advances whole-person care with OpenAI](https://openai.com/index/adventhealth) 🌟 - AdventHealth advances whole-person care with OpenAI, leveraging secure workspace environments and HIPAA-compliant healthcare applications. + - **(2026)** [How Ramp engineers accelerate code review with Codex](https://openai.com/index/ramp) 🌟 - How Ramp engineers use Codex with GPT-5.5 to review code and ship improvements, allowing them to get substantive feedback in minutes instead of hours. + - **(2026)** [OpenAI and Dell Technologies partner to bring Codex to hybrid and on-premises enterprise environments](https://openai.com/index/dell-codex-enterprise-partnership) 🌟 - OpenAI and Dell Technologies are collaborating to help more enterprises deploy Codex in the environments where their most important data, systems, and workflows already live. + - **(2026)** [Databricks brings GPT-5.5 to enterprise agent workflows - OpenAI](https://openai.com/index/databricks) 🌟 - Announcement of the integration of GPT-5.5 into Databricks lakehouses, setting SOTA records on OfficeQA Pro. + - **(2026)** [How business operations teams use Codex](https://openai.com/academy/codex-for-work/how-business-operations-teams-use-codex) 🌟 - A guide showing how operations teams use Codex to build strategic updates and tradeoff decision models. + - **(2026)** [How sales teams use Codex](https://openai.com/academy/codex-for-work/how-sales-teams-use-codex) 🌟 - An operational framework on leveraging Codex to synthesize customer conversations and CRM signals into pipeline briefs. + - **(2026)** [How data science teams use Codex](https://openai.com/academy/codex-for-work/how-data-science-teams-use-codex) 🌟 - A guide illustrating how analytics and data science teams use Codex for dashboard specs and KPI root-cause analysis. + - **(2026)** [How we used Gemini to build Google I/O 2026](https://blog.google/innovation-and-ai/technology/ai/io-2026-google-ai) 🌟 - Google explains how its marketing and engineering teams utilized Gemini models to produce assets for Google I/O 2026. + - **(2026)** [GenPage: Towards End-to-End Generative Homepage Construction at Netflix](https://netflixtechblog.com/genpage-towards-end-to-end-generative-homepage-construction-at-netflix-77146fba8a08?source=rss----2615bd06b42e---4) 🌟 - Netflix researchers introduce GenPage, an autoregressive generative framework designed to build personalized user homepages end-to-end, optimizing layout and content simultaneously. + - **(2026)** [Toward More Controllable AI Video Editing: An Early Research Exploration at Netflix](https://netflixtechblog.com/toward-more-controllable-ai-video-editing-an-early-research-exploration-at-netflix-eb8160ed60a2?source=rss----2615bd06b42e---4) 🌟 - An exploration of Netflix's early-stage research into AI-driven video editing models named Vera (a layered video diffusion model) and VOID, aimed at enhancing creative control. + - **(2026)** [Thinking Fast and Slow for a Personalized Notification System](https://netflixtechblog.com/thinking-fast-slow-for-a-personalized-notification-system-4d89b26525cd?source=rss----2615bd06b42e---4) 🌟 - Using Kahneman's cognitive framework to redesign Netflix's personalized notification scheduling system. + - **(2026)** [A Human-Augmenting Agentic Workflow for Causal Inference](https://netflixtechblog.com/a-human-augmenting-agentic-workflow-for-causal-inference-4623f0a9c5af?source=rss----2615bd06b42e---4) 🌟 - Why LLMs fail at raw causal analysis and how Netflix resolved this using a multi-agent diagnostic loop. + - **(2026)** [Introducing Amazon Bedrock Managed Knowledge Base for faster, more accurate enterprise AI applications](https://aws.amazon.com/blogs/aws/introducing-amazon-bedrock-managed-knowledge-base-for-faster-more-accurate-enterprise-ai-applications) 🌟 - An introduction to Bedrock's fully managed service designed to simplify enterprise RAG pipelines with native connectors and agentic retrievers. + +## AI Governance and Policy + - **(2026)** [OpenAI Frontier Governance Framework](https://openai.com/index/openai-frontier-governance-framework) 🌟 - OpenAI's formal Frontier Governance Framework outlining processes for systemic risk assessment, model reporting, incident response, and regulatory alignment. + - **(2026)** [Election information and safeguards in 2026](https://openai.com/index/election-safeguards-2026) 🌟 - Ahead of global elections, we're helping people access information, supporting cyber defenders, and increasing AI transparency. + - **(2026)** [Introducing OpenAI for Singapore](https://openai.com/index/introducing-openai-for-singapore) 🌟 - Today at the ATx Summit in Singapore, we're launching OpenAI for Singapore, a partnership with the Ministry of Digital Development and Information (MDDI) to support Singapore's National AI strategy. + - **(2026)** [Advancing Content Provenance for a Safer, More Transparent AI Ecosystem](https://openai.com/index/advancing-content-provenance) 🌟 - OpenAI's initiative on content transparency, focusing on implementing Content Credentials (C2PA standard), Google's SynthID watermarking, and an early public verification tool to clarify the origin of AI-generated media. + +## AI for Science + - **(2026)** [OpenAI Model Disproves Central Conjecture in Discrete Geometry](https://openai.com/index/model-disproves-discrete-geometry-conjecture) 🌟 - OpenAI model disproves ErdΕ‘s unit distance conjecture in discrete geometry. + - **(2026)** [Google advances its AMIE research medical AI from diagnosis to treatment](https://blog.google/innovation-and-ai/models-and-research/google-research/amie-for-disease-management-in-nature) 🌟 - Nature-published research demonstrating that Google's conversational clinical AI matches primary care physicians in complex disease management. + +## AI Industry Trends and Future Outlook + - **(2026)** [Google I/O 2026: Highlights from the Dialogues stage](https://blog.google/innovation-and-ai/technology/ai/io-2026-dialogues-recap) 🌟 - A recap of the 2026 I/O Dialogues, where leaders discuss the future of AI, quantum computing, robotics and creativity. + - **(2026)** [100 things we announced at Google I/O 2026](https://blog.google/innovation-and-ai/technology/ai/google-io-2026-all-our-announcements) 🌟 - We've been busy! Here’s a rundown of the top announcements, launches and demos at I/O 2026. + + - **(2026)** [A new experiment brings better group meetings to Google Beam](https://blog.google/innovation-and-ai/models-and-research/google-research/google-beam-group-meetings) 🌟 - Using HP Dimension’s immersive display, Google Beam renders participants joining from non-Beam devices in their true size. + - **(2026)** [How AI Mode is changing and expanding the way people search](https://blog.google/products-and-platforms/products/search/ai-mode-us-insights) 🌟 - One year after launch, see how AI Mode’s users are shifting from keywords to natural language queries. + - **(2026)** [Google I/O 2026: Sundar Pichai's opening keynote](https://blog.google/innovation-and-ai/sundar-pichai-io-2026) 🌟 - The latest from Google I/O: See how we’re helping you get more done with Gemini. + +## AI Productivity and Collaboration Tools + - **(2026)** [New ways to create and get stuff done in Google Workspace](https://blog.google/products-and-platforms/products/workspace/workspace-updates) 🌟 - Announcing new voice capabilities in Gmail, Docs and Keep, a new design tool called Google Pics and updates to AI Inbox. + - **(2026)** [I automated my job (and it made me a better leader)](https://github.blog/developer-skills/github/i-automated-my-job-and-it-made-me-a-better-leader) 🌟 - Ashley Willis, Senior Director at GitHub, explains how she utilized GitHub Copilot and agentic integrations to build 40 daily automations that handle informational overload and cognitive fatigue.