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title: "AI Adoption - New Runtime"
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status: "featured"
last_updated: "2026-08-03"
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---

# AI Adoption - New Runtime

A New Runtime topic hub collecting signals, patterns, field notes, and public sources about ai adoption.

## Retrieval answer

A New Runtime topic hub collecting signals, patterns, field notes, and public sources about ai adoption. AI Adoption is tracked here as an evidence-linked topic, not as a static glossary entry. The page connects raw observations to pattern hypotheses, longer analysis, and public sources. Use it as the canonical landing page before drilling into individual records.

## Patterns


## Field Notes

- [Amazon Quick Makes Catalog Semantics The Agent Boundary](https://newruntime.com/posts/amazon-quick-agentic-catalog-context-boundary/): Amazon Quick's Agentic Catalog Experience turns upstream definitions and relationships into inherited, reviewable context for grounded Q&A and deterministic dashboards.
- [Field Service Agents Need An Operating Loop, Not A Chat Window](https://newruntime.com/posts/bcg-agentic-field-service-operating-loop/): BCG connects AI agents, equipment telemetry, technician hardware, and change management into an end-to-end field-service operating model.
- [Gusto Solves The Agent Blank Canvas With Scheduled Work](https://newruntime.com/posts/gusto-cofounder-blank-canvas-workflow/): Gusto Cofounder starts from recurring payroll and HR workflows, giving the agent an assigned job, schedule, context, and decision boundary before the user has to invent a prompt.
- [Open Weights Can Still Create A Strategic Dependency](https://newruntime.com/posts/sequoia-open-model-dependency-paradox/): Sequoia argues that Western AI builders increasingly depend on Chinese open models as deployment substrates, post-training teachers, and sources of synthetic data.
- [BCG Recasts The Transformation Office As An Agentic Control Loop](https://newruntime.com/posts/bcg-agentic-transformation-office/): BCG's agentic transformation office applies AI to program coordination, value tracking, change management, and learning while keeping accountability and decision rights human-led.
- [AI Adoption Has Five States and Four Difficult Transitions](https://newruntime.com/posts/ai-adoption-five-states-four-transitions/): Boris Cherny's adoption map runs from gated access to AI-native organizations; the useful insight is that each transition changes management, coordination, and control.
- [Uber's Agentic Adoption Claims Need Two Kinds of Evidence](https://newruntime.com/posts/uber-agentic-adoption-claims/): An Uber employee reports 99% AI-tool adoption and agent attribution for over 70% of pull requests, while official engineering evidence confirms broad AI review at production scale.
- [Coinbase Rebuilds Interviews for Engineers with AI](https://newruntime.com/posts/coinbase-ai-era-interviews/): Coinbase describes interviews that test not the ability to code without help, but the ability to direct AI, review output, and make engineering decisions in a new work loop.

## Recent Raw Signals

- 2026-04-24: [Ando: Ai-Native Operating Models](https://newruntime.com/signals/ando-ai-native-operating-models/)
- 2026-04-24: [Finextra / Alipay Adds Support For Openclaw Agent Payments: Agent Economics And Completed Work](https://newruntime.com/signals/finextra-alipay-adds-support-for-openclaw-agent-payments-agent-economics-and-completed-work/)
- 2026-04-24: [Google Cloud / Gemini Enterprise Agent Platform: Ai-Native Operating Models](https://newruntime.com/signals/google-cloud-gemini-enterprise-agent-platform-ai-native-operating-models/)
- 2026-04-23: [Anthropic / 81k Economics: Verification Bandwidth](https://newruntime.com/signals/anthropic-81k-economics-verification-bandwidth/)
- 2026-04-23: [OpenAI / Workspace Agents: Ai-Native Operating Models](https://newruntime.com/signals/openai-workspace-agents-ai-native-operating-models/)
- 2026-04-23: [OpenAI / Workspace Agents: Goal-Scoped Agent Loops](https://newruntime.com/signals/openai-workspace-agents-goal-scoped-agent-loops/)
- 2026-04-10: [OpenAI / Next Phase Of Enterprise Ai: Ai-Native Operating Models](https://newruntime.com/signals/openai-next-phase-of-enterprise-ai-ai-native-operating-models/)
- 2026-04-04: [Olshansky / Dear Substack You Are Missing Out: Agent Economics And Completed Work](https://newruntime.com/signals/olshansky-dear-substack-you-are-missing-out-agent-economics-and-completed-work/)
- 2026-04-03: [Google Developers / Bring State Of Art Agentic Skills To: Ai-Native Operating Models](https://newruntime.com/signals/google-developers-bring-state-of-art-agentic-skills-to-ai-native-operating-models/)
- 2026-03-27: [Mckinsey / Rethinking Enterprise Architecture For Agentic Era: Ai-Native Operating Models](https://newruntime.com/signals/mckinsey-rethinking-enterprise-architecture-for-agentic-era-ai-native-operating-models/)
- 2026-03-27: [Techcrunch / Are Ai Tokens New Signing Bonus Or: Agent Economics And Completed Work](https://newruntime.com/signals/techcrunch-are-ai-tokens-new-signing-bonus-or-agent-economics-and-completed-work/)
- 2026-03-20: [Mpp: Agent Economics And Completed Work](https://newruntime.com/signals/mpp-agent-economics-and-completed-work/)
- 2026-03-20: [OpenAI / Gpt Mini Nano: Ai-Native Operating Models](https://newruntime.com/signals/openai-gpt-mini-nano-ai-native-operating-models/)
- 2026-03-20: [Visacli: Agent Economics And Completed Work](https://newruntime.com/signals/visacli-agent-economics-and-completed-work/)
- 2026-03-18: [GitHub / lightpanda-io/browser: Goal-Scoped Agent Loops](https://newruntime.com/signals/github-lightpanda-io-browser-goal-scoped-agent-loops/)
- 2026-03-18: [GitHub / msitarzewski/agency-agents: Verification Bandwidth](https://newruntime.com/signals/github-msitarzewski-agency-agents-verification-bandwidth/)

## Public Sources

- https://americanbanker.com/news/citi-mandates-ai-prompt-training-for-most-employees
- https://ando.so/
- https://anthropic.com/engineering/AI-resistant-technical-evaluations
- https://anthropic.com/research/81k-economics
- https://anthropic.com/research/anthropic-interviewer
- https://anthropic.com/research/how-ai-is-transforming-work-at-anthropic
- https://arxiv.org/html/2509.08919v1
- https://aws.amazon.com/blogs/machine-learning/announcing-the-agentic-catalog-experience-in-amazon-quick/
- https://bankingdive.com/news/citi-ai-prompt-training-requirement/802949
- https://bigmedium.com/ideas/what-happens-when-agents-meet.html
- https://blog.google/technology/developers/gemini-2-5-text-to-speech
- https://blog.n8n.io/ai-agent-frameworks