[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"summary-1c0b70b3061b60ed-solving-velocity-sickness-shifting-from-code-to-id-summary":3,"summaries-facets-categories":160,"summary-related-1c0b70b3061b60ed-solving-velocity-sickness-shifting-from-code-to-id-summary":7088},{"id":4,"title":5,"ai":6,"body":13,"categories":123,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":128,"navigation":140,"path":141,"published_at":142,"question":125,"scraped_at":143,"seo":144,"sitemap":145,"source_id":146,"source_name":147,"source_type":148,"source_url":149,"stem":150,"tags":151,"thumbnail_url":125,"tldr":156,"tweet":157,"unknown_tags":158,"__hash__":159},"summaries\u002Fsummaries\u002F1c0b70b3061b60ed-solving-velocity-sickness-shifting-from-code-to-id-summary.md","Solving Velocity Sickness: Shifting from Code to Idea Velocity",{"provider":7,"model":8,"input_tokens":9,"output_tokens":10,"processing_time_ms":11,"cost_usd":12},"openrouter","google\u002Fgemini-3.1-flash-lite",7807,688,3857,0.00298375,{"type":14,"value":15,"toc":116},"minimark",[16,21,25,54,58,61,68,88,92,95],[17,18,20],"h2",{"id":19},"the-problem-velocity-sickness","The Problem: Velocity Sickness",[22,23,24],"p",{},"Engineers using AI often experience 'velocity sickness'—a state where individual output increases rapidly, but team cohesion and product impact suffer. This manifests in four specific ways:",[26,27,28,36,42,48],"ul",{},[29,30,31,35],"li",{},[32,33,34],"strong",{},"PR Overload:"," The team generates more code than can be effectively reviewed or merged.",[29,37,38,41],{},[32,39,40],{},"Directional Fragmentation:"," Engineers sprint in conflicting directions because agents allow them to work in isolation without shared context.",[29,43,44,47],{},[32,45,46],{},"Agent Bankruptcy:"," Engineers lose hours of work by repeatedly discarding agent sessions, leading to redundant token usage and wasted effort.",[29,49,50,53],{},[32,51,52],{},"Loss of Agency:"," Critical product decisions are offloaded to agents, causing engineers to lose ownership of their own software.",[17,55,57],{"id":56},"shifting-from-implementation-to-decision-making","Shifting from Implementation to Decision-Making",[22,59,60],{},"Traditional IDEs were built for the 'implementation and polish' phase of software development. However, AI has shifted the core work to a 'decision layer'—a creative, exploratory phase that requires different tooling.",[22,62,63,64,67],{},"To regain control, teams must move away from ephemeral, chat-based workflows toward ",[32,65,66],{},"doc-based workflows",". Chats are isolated and 'brain-off,' whereas documents act as a durable, shared portal to the software system. By centering work around a document, engineers can:",[26,69,70,76,82],{},[29,71,72,75],{},[32,73,74],{},"Extract State:"," Keep agent context stateless by using the document as the source of truth, allowing multiple agents to collaborate on the same project state.",[29,77,78,81],{},[32,79,80],{},"Prioritize Ideas:"," Use the planning phase to explore ideas before committing to implementation. This shifts the metric from 'code velocity' to 'idea velocity,' ensuring only high-impact features are built.",[29,83,84,87],{},[32,85,86],{},"Enable Collaboration:"," Treat the plan as a multiplayer artifact. Sharing plans with teammates early allows for human-in-the-loop feedback before an agent spends hours building the wrong thing.",[17,89,91],{"id":90},"immediate-action-plan","Immediate Action Plan",[22,93,94],{},"To implement these changes today, adopt these three practices:",[96,97,98,104,110],"ol",{},[29,99,100,103],{},[32,101,102],{},"Separate Gears:"," Explicitly distinguish between the 'planning' phase and the 'polish' phase. Recognize when you are drifting between them and ensure your tool matches the task.",[29,105,106,109],{},[32,107,108],{},"Treat Plans as Portals:"," Use your planning document as a high-level interface to your codebase. Ask your AI to visualize and organize the relevant parts of the system to help you make informed decisions.",[29,111,112,115],{},[32,113,114],{},"Share Early:"," Stop working in silos. Share your plans with teammates to leverage their context and ensure alignment before the agent begins implementation.",{"title":117,"searchDepth":118,"depth":118,"links":119},"",2,[120,121,122],{"id":19,"depth":118,"text":20},{"id":56,"depth":118,"text":57},{"id":90,"depth":118,"text":91},[124],"Product Strategy",null,"md",false,{"content_references":129,"triage":135},[130],{"type":131,"title":132,"url":133,"context":134},"tool","Ref","https:\u002F\u002Fref.so","recommended",{"relevance":136,"novelty":137,"quality":137,"actionability":137,"composite":138,"reasoning":139},5,4,4.35,"Category: Product Strategy. The article addresses the issue of 'velocity sickness' in AI-driven engineering, which is a relevant pain point for product-minded builders. It provides actionable steps to shift from chat-based to doc-based workflows, enhancing team collaboration and decision-making.",true,"\u002Fsummaries\u002F1c0b70b3061b60ed-solving-velocity-sickness-shifting-from-code-to-id-summary","2026-08-09 16:30:28","2026-08-10 03:20:41",{"title":5,"description":117},{"loc":141},"1c0b70b3061b60ed","AI Engineer","video","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=Kz4QJmNrVXU","summaries\u002F1c0b70b3061b60ed-solving-velocity-sickness-shifting-from-code-to-id-summary",[152,153,154,155],"ai-tools","product-strategy","agents","dev-productivity","AI-driven engineering often leads to 'velocity sickness'—high output with low impact. To fix this, teams must shift from chat-based implementation to doc-based decision-making, treating the 'plan' as the primary source of truth and state.","This is a talk about \"velocity sickness,\" a term the speaker uses to describe the burnout and lack of focus that happens when AI-driven coding leads to excessive PRs, fragmented work, and lost decision-making ownership. The presentation argues that engineers should shift their focus from implementation-heavy chat interfaces toward documentation-centered workflows to maintain team alignment and product 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for the Short Half-Life of AI Agent Infrastructure",{"provider":7,"model":8,"input_tokens":7093,"output_tokens":7094,"processing_time_ms":7095,"cost_usd":7096},8496,655,4190,0.0031065,{"type":14,"value":7098,"toc":7140},[7099,7103,7106,7110,7113,7133,7137],[17,7100,7102],{"id":7101},"the-shift-from-long-term-stacks-to-high-velocity-evolution","The Shift from Long-Term Stacks to High-Velocity Evolution",[22,7104,7105],{},"Traditional enterprise infrastructure typically follows a 3-5 year lifecycle, where the standard advice is to pick a stack, go deep, and avoid migration due to high breakage costs. AI agent infrastructure, however, operates on a half-life of months. Approaches that were considered industry-standard just one year ago—such as rigid graph-based agent workflows—are now frequently being superseded by more flexible, recursive, or harness-based systems. This rapid obsolescence creates a unique challenge: the technology you ship today will likely need to be replaced shortly after, not because it was poorly built, but because the state-of-the-art has shifted.",[17,7107,7109],{"id":7108},"strategies-for-building-adaptable-systems","Strategies for Building Adaptable Systems",[22,7111,7112],{},"To manage this volatility without destroying team morale or product stability, leaders must move away from rigid commitments to specific tools and toward a philosophy of \"preparedness\":",[26,7114,7115,7121,7127],{},[29,7116,7117,7120],{},[32,7118,7119],{},"Prioritize Abstractions:"," Build modular systems where the underlying model or agentic framework can be swapped out without rewriting the entire application. This allows the team to upgrade the \"engine\" while keeping the interface consistent for the user.",[29,7122,7123,7126],{},[32,7124,7125],{},"Institutionalize Change:"," Frame change as a normal operational requirement rather than a failure of initial planning. At Box, this is formalized through a mandatory six-month review cycle for all AI technologies, ensuring the team is constantly evaluating whether their current stack remains the most effective.",[29,7128,7129,7132],{},[32,7130,7131],{},"Evaluation-Driven Decisions:"," Avoid chasing trends or new papers for the sake of novelty. Decisions to migrate should be dictated by objective performance on internal evaluation sets (measuring cost, speed, quality, and capability). If the new approach doesn't demonstrably improve outcomes for the user, it is not worth the migration cost.",[17,7134,7136],{"id":7135},"managing-the-human-and-vendor-element","Managing the Human and Vendor Element",[22,7138,7139],{},"Constant rebuilding is a morale killer. Leaders must communicate clearly to engineers that the need to pivot is a result of the industry's pace, not a reflection of their previous work. Furthermore, when selecting vendors or platforms, prioritize those with a proven track record of rapid evolution. A vendor that has successfully reinvented itself multiple times in the last year is more likely to navigate the next wave of change than one that remains static. Ultimately, the ability to adapt is the new competitive moat.",{"title":117,"searchDepth":118,"depth":118,"links":7141},[7142,7143,7144],{"id":7101,"depth":118,"text":7102},{"id":7108,"depth":118,"text":7109},{"id":7135,"depth":118,"text":7136},[163],{"content_references":7147,"triage":7152},[7148],{"type":7149,"title":7150,"context":7151},"other","AI Engineering World Fair","mentioned",{"relevance":136,"novelty":137,"quality":137,"actionability":137,"composite":138,"reasoning":7153},"Category: AI & LLMs. The article provides actionable strategies for adapting AI agent infrastructure to rapid changes, addressing a key pain point for product builders. It emphasizes modularity and evaluation-driven updates, which are practical approaches that can be implemented in real-world scenarios.","\u002Fsummaries\u002Fe10726ea6629a2bb-building-for-the-short-half-life-of-ai-agent-infra-summary","2026-08-29 14:30:22","2026-08-30 03:10:47",{"title":7091,"description":117},{"loc":7154},"e10726ea6629a2bb","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=sM1iYgz93HI","summaries\u002Fe10726ea6629a2bb-building-for-the-short-half-life-of-ai-agent-infra-summary",[152,154,153,155],"https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FsM1iYgz93HI\u002Fhqdefault.jpg","AI agent infrastructure evolves in months, not years. To survive, engineering teams must shift from 'build once, optimize forever' to an architecture that prioritizes modularity, rigorous evaluation-driven updates, and a cultural acceptance of constant change.","This talk argues that the \"half-life\" of AI infrastructure is now measured in months rather than years, rendering traditional advice to \"pick a stack and go deep\" obsolete. The speaker advises engineering teams to prioritize organizational agility—building modular abstractions and relying on rigorous evaluation sets—rather than chasing the latest architectural trends.",[155],"EKzke55iFFrl-8hlhp_b6mC5sMFRK94GkCP_3AKc9Ys",{"id":7169,"title":7170,"ai":7171,"body":7176,"categories":7250,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":7251,"navigation":140,"path":7261,"published_at":7262,"question":125,"scraped_at":7263,"seo":7264,"sitemap":7265,"source_id":7266,"source_name":147,"source_type":148,"source_url":7267,"stem":7268,"tags":7269,"thumbnail_url":7271,"tldr":7272,"tweet":7273,"unknown_tags":7274,"__hash__":7275},"summaries\u002Fsummaries\u002F6d9cc2c2de3e4906-prototyping-as-leadership-shipping-with-ai-agents-summary.md","Prototyping as Leadership: Shipping with AI Agents",{"provider":7,"model":8,"input_tokens":7172,"output_tokens":7173,"processing_time_ms":7174,"cost_usd":7175},8360,612,3006,0.003008,{"type":14,"value":7177,"toc":7245},[7178,7182,7185,7189,7192,7212,7215,7219,7222],[17,7179,7181],{"id":7180},"the-case-for-leader-led-prototyping","The Case for Leader-Led Prototyping",[22,7183,7184],{},"As AI models evolve every three months, leadership intuition based on second-hand information (like social media) is no longer sufficient. Hursh Agrawal argues that building is now a core leadership function. By dedicating 1-2 hours daily to hands-on development, leaders can calibrate their strategy, understand the actual capabilities of frontier models, and demonstrate new possibilities to their teams through working prototypes rather than abstract arguments.",[17,7186,7188],{"id":7187},"the-overnight-execution-loop","The Overnight Execution Loop",[22,7190,7191],{},"Agrawal utilizes an \"overnight loop\" to maximize productivity despite a meeting-heavy schedule. The workflow involves three distinct phases:",[26,7193,7194,7200,7206],{},[29,7195,7196,7199],{},[32,7197,7198],{},"Context Assembly:"," Before 5:00 PM, a \"coworker agent\" is tasked with scanning internal documentation (Slack, Jira, Notion) to generate a comprehensive prompt. This ensures the coding agent has the same business context as the leader.",[29,7201,7202,7205],{},[32,7203,7204],{},"Autonomous Execution:"," The coding agent (e.g., Claude Code) runs overnight, tasked with writing tests first, implementing features, and managing CI\u002FCD pipelines.",[29,7207,7208,7211],{},[32,7209,7210],{},"Morning Review:"," The morning block is reserved for reviewing the agent's output, verifying the code, and ensuring the PR meets organizational standards.",[22,7213,7214],{},"This loop extends beyond feature development to include hill-climbing prompts against feedback-driven eval sets and training custom ML classifiers by providing the agent with training data and AWS access to provision sandboxes.",[17,7216,7218],{"id":7217},"scaffolding-and-hygiene","Scaffolding and Hygiene",[22,7220,7221],{},"Building as a leader requires rigorous engineering discipline to avoid becoming a source of technical debt or production incidents. Key requirements include:",[26,7223,7224,7230,7239],{},[29,7225,7226,7229],{},[32,7227,7228],{},"Organizational Scaffolding:"," Success depends on trustworthy CI, sophisticated feature flags, and a dedicated prototype branch that allows for internal dogfooding without risking production stability.",[29,7231,7232,7235,7236],{},[32,7233,7234],{},"Code Hygiene:"," Leaders must model good behavior. This means submitting small, readable PRs and—crucially—",[32,7237,7238],{},"never adding reviewers to code that you have not personally read.",[29,7240,7241,7244],{},[32,7242,7243],{},"Verification:"," Even with autonomous agents, the leader must perform manual testing. AI agents are excellent at execution but still require human judgment to navigate edge cases and business-specific constraints.",{"title":117,"searchDepth":118,"depth":118,"links":7246},[7247,7248,7249],{"id":7180,"depth":118,"text":7181},{"id":7187,"depth":118,"text":7188},{"id":7217,"depth":118,"text":7218},[176],{"content_references":7252,"triage":7259},[7253,7255,7257],{"type":131,"title":7254,"context":134},"Claude Code",{"type":131,"title":7256,"context":7151},"Cursor",{"type":131,"title":7258,"context":134},"DIA",{"relevance":136,"novelty":137,"quality":137,"actionability":137,"composite":138,"reasoning":7260},"Category: Product Strategy. The article discusses how leaders can leverage AI agents to enhance prototyping and maintain technical intuition, addressing a key pain point for technical founders and product-minded builders. It provides a structured workflow for using AI in development, making it actionable for the audience.","\u002Fsummaries\u002F6d9cc2c2de3e4906-prototyping-as-leadership-shipping-with-ai-agents-summary","2026-08-20 14:00:21","2026-08-21 03:12:41",{"title":7170,"description":117},{"loc":7261},"6d9cc2c2de3e4906","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=bdHaOXZOhcM","summaries\u002F6d9cc2c2de3e4906-prototyping-as-leadership-shipping-with-ai-agents-summary",[152,154,7270,153,155],"coding","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FbdHaOXZOhcM\u002Fhqdefault.jpg","CTOs and leaders can reclaim building time by using AI agents for overnight coding loops, allowing them to maintain technical intuition, prototype features, and model high-quality engineering standards.","This is a practical argument for why engineering leaders should use AI agents to maintain a \"maker\" schedule despite heavy meeting loads. The speaker outlines a workflow using [Claude Code](https:\u002F\u002Fclaude.com\u002Fclaude-code) and internal agents to automate overnight coding tasks, emphasizing that the primary value for a CTO is not just output, but building the technical intuition needed to lead.",[155],"yklfJxa0SQnX0wkQI3P3RsS8ZN82ntqNqO_jzIxbIzw",{"id":7277,"title":7278,"ai":7279,"body":7285,"categories":7313,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":7314,"navigation":140,"path":7318,"published_at":7319,"question":125,"scraped_at":7319,"seo":7320,"sitemap":7321,"source_id":7322,"source_name":7323,"source_type":7324,"source_url":7325,"stem":7326,"tags":7327,"thumbnail_url":125,"tldr":7328,"tweet":125,"unknown_tags":7329,"__hash__":7330},"summaries\u002Fsummaries\u002F326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary.md","Sea’s Codex Rollout: 87% Adoption Evolves Devs to Orchestrators",{"provider":7,"model":7280,"input_tokens":7281,"output_tokens":7282,"processing_time_ms":7283,"cost_usd":7284},"x-ai\u002Fgrok-4.1-fast",7092,1268,21047,0.00202975,{"type":14,"value":7286,"toc":7308},[7287,7291,7294,7298,7301,7305],[17,7288,7290],{"id":7289},"codex-handles-microservices-complexity-for-faster-innovation","Codex Handles Microservices Complexity for Faster Innovation",[22,7292,7293],{},"At Sea, operating in fragmented Southeast Asian markets demands managing massive microservices architectures where friction arises from tracing dependencies and legacy logic, not syntax. Codex provides deep contextual awareness across large, disparate codebases, acting as a knowledge engine that cuts navigation time for unfamiliar services. This frees engineers to prioritize architectural design and product innovation. Internal data shows 87% weekly active users, with 73% of high raters (4-5\u002F5) recommending it to peers. Rollout treats Codex as a structural multiplier for speed and responsiveness amid hyper-localized complexity.",[17,7295,7297],{"id":7296},"agentic-workflows-drive-thinking-better-and-engineering-discipline","Agentic Workflows Drive 'Thinking Better' and Engineering Discipline",[22,7299,7300],{},"Developers use Codex daily for code understanding, debugging, and feature development, accelerating experimentation in CI\u002FCD pipelines. Agents reason through requirements, propose test-driven implementations, surface edge cases in distributed systems, and speed debugging loops. Beyond velocity, it enforces discipline by prototyping alternatives, generating exhaustive test coverage, and systematically reducing technical debt—resulting in more resilient systems. Sea transitions from passive autocomplete to integrated agentic flows, enabling 'think better, not just type faster' workflows that bridge ideas to implementation.",[17,7302,7304],{"id":7303},"ai-agents-reshape-teams-and-position-sea-as-ai-native-proving-ground","AI Agents Reshape Teams and Position SEA as AI-Native Proving Ground",[22,7306,7307],{},"SEA's multilingual, fragmented commerce\u002Flogistics networks make it ideal for leapfrogging to AI-native development, mirroring past mobile-first shifts. Agents will handle execution, evolving developers into 'system orchestrators' focused on product judgment, design, and AI workflow orchestration. Cycles become iterative as experimentation costs drop. Leaders must redesign cultures for human-AI collaboration now, not bolt-on later. Sea partners with OpenAI on Codex Hackathons (Singapore, Indonesia, Taiwan, Vietnam) to democratize AI primitives, upskill builders, and build regional talent ecosystems for scalable AI apps.",{"title":117,"searchDepth":118,"depth":118,"links":7309},[7310,7311,7312],{"id":7289,"depth":118,"text":7290},{"id":7296,"depth":118,"text":7297},{"id":7303,"depth":118,"text":7304},[163],{"content_references":7315,"triage":7316},[],{"relevance":136,"novelty":137,"quality":137,"actionability":137,"composite":138,"reasoning":7317},"Category: AI & LLMs. The article discusses the practical implementation of Codex in a real-world development environment, addressing the audience's pain points about integrating AI into their workflows. It provides insights into how Codex enhances developer productivity and architectural design, making it actionable for those looking to adopt similar AI tools.","\u002Fsummaries\u002F326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary","2026-05-15 04:01:16",{"title":7278,"description":117},{"loc":7318},"326607290d218cfb","OpenAI News","article","https:\u002F\u002Fopenai.com\u002Findex\u002Fsea-david-chen","summaries\u002F326607290d218cfb-sea-s-codex-rollout-87-adoption-evolves-devs-to-or-summary",[154,152,155],"Sea deploys Codex across its dev org with 87% weekly active users, shifting focus from code navigation to architecture via agentic AI that prototypes, tests, and debugs resilient systems in complex microservices.",[155],"CPhOjCCS_FIGU6-OK0LnUsixbDRhP9yroEuuqJ2h6H0",{"id":7332,"title":7333,"ai":7334,"body":7339,"categories":7375,"created_at":125,"date_modified":125,"description":117,"extension":126,"faq":125,"featured":127,"kicker_label":125,"meta":7376,"navigation":140,"path":7380,"published_at":7381,"question":125,"scraped_at":7381,"seo":7382,"sitemap":7383,"source_id":7384,"source_name":7323,"source_type":7324,"source_url":7385,"stem":7386,"tags":7387,"thumbnail_url":125,"tldr":7388,"tweet":125,"unknown_tags":7389,"__hash__":7390},"summaries\u002Fsummaries\u002F18f13afbd6901fb3-control-codex-ai-tasks-from-chatgpt-mobile-app-summary.md","Control Codex AI Tasks from ChatGPT Mobile App",{"provider":7,"model":7280,"input_tokens":7335,"output_tokens":7336,"processing_time_ms":7337,"cost_usd":7338},6766,1589,19551,0.00164085,{"type":14,"value":7340,"toc":7369},[7341,7345,7348,7352,7355,7359,7362,7366],[17,7342,7344],{"id":7343},"cross-device-sync-for-fluid-codex-collaboration","Cross-Device Sync for Fluid Codex Collaboration",[22,7346,7347],{},"Connect the ChatGPT mobile app to Codex running on laptops, Mac minis, or remote environments to access live session state, including threads, approvals, plugins, and project context. Files, credentials, and setup remain secure on the host machine, while real-time updates like screenshots, terminal output, diffs, and test results stream to your phone. A secure relay layer enables reachability without public internet exposure and syncs state across signed-in ChatGPT devices. This setup supports working across all threads: review outputs, approve commands, switch models, or launch new tasks without remote control limitations.",[17,7349,7351],{"id":7350},"mobile-interventions-to-accelerate-long-running-tasks","Mobile Interventions to Accelerate Long-Running Tasks",[22,7353,7354],{},"Use your phone to unblock Codex during extended operations, preventing rework and maintaining momentum. Specific workflows include: starting bug investigations (inspect files, reproduce issues, run tests, review diffs); directing refactor decision points (evaluate tradeoffs mid-commute); synthesizing customer support updates for briefings; or capturing fresh ideas into active threads. These check-ins—answering questions, approving steps, or adding context—leverage Codex's environment for accurate execution, keeping progress aligned until you return to a desktop.",[17,7356,7358],{"id":7357},"enterprise-integrations-for-managed-environments","Enterprise Integrations for Managed Environments",[22,7360,7361],{},"Remote SSH (now generally available) auto-detects SSH-configured hosts, enabling projects and threads inside secure remote setups with approved dependencies and policies. Teams gain programmatic access tokens (Enterprise\u002FBusiness) for CI\u002FCD and automations; hooks for prompt scanning, validation, logging, memories, or repo-specific customization; and HIPAA compliance in local CLI\u002FIDE\u002Fapp for healthcare workflows. Mobile access extends to these environments via the relay, allowing desktop starts, phone steering, and continuous task progression.",[17,7363,7365],{"id":7364},"immediate-availability-across-plans","Immediate Availability Across Plans",[22,7367,7368],{},"Codex mobile preview rolls out on iOS\u002FAndroid for all plans (Free, Go, etc.) in supported regions—update ChatGPT and macOS Codex apps. Windows mobile support forthcoming. Remote SSH and hooks available everywhere; tokens and HIPAA limited to Enterprise\u002FBusiness as noted.",{"title":117,"searchDepth":118,"depth":118,"links":7370},[7371,7372,7373,7374],{"id":7343,"depth":118,"text":7344},{"id":7350,"depth":118,"text":7351},{"id":7357,"depth":118,"text":7358},{"id":7364,"depth":118,"text":7365},[163],{"content_references":7377,"triage":7378},[],{"relevance":136,"novelty":137,"quality":137,"actionability":137,"composite":138,"reasoning":7379},"Category: AI & LLMs. The article discusses the integration of Codex with the ChatGPT mobile app, providing practical insights into how developers can manage AI tasks remotely, which addresses the audience's need for actionable AI tooling. It offers specific workflows that can be implemented immediately, enhancing developer productivity.","\u002Fsummaries\u002F18f13afbd6901fb3-control-codex-ai-tasks-from-chatgpt-mobile-app-summary","2026-05-14 23:00:58",{"title":7333,"description":117},{"loc":7380},"18f13afbd6901fb3","https:\u002F\u002Fopenai.com\u002Findex\u002Fwork-with-codex-from-anywhere","summaries\u002F18f13afbd6901fb3-control-codex-ai-tasks-from-chatgpt-mobile-app-summary",[154,152,155],"Codex integrates into ChatGPT mobile app for real-time monitoring, approvals, and steering of tasks running on laptops or remote environments, used by 4M weekly.",[155],"jT5eTKYeSQb_u6FRHCaWqw8h6tIRZ6aRVs418IldkSI"]