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<div style="display: none; max-height: 0px; overflow: hidden;">China has become the global leader in robotics. The US and its allies must foster freer experimentation and collaborate on a robotics supply chain. </div>
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<a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Finfo.notion.so%2Fresources%2F25-ai-agent-use-cases-product-developers%3Futm_source=newsletter%26utm_medium=TLDR%26utm_content=25-AI-agent-prompts-product%26utm_campaign=2025Q3-TLDRProdMgmt-25AgentPromptsProduct/1/010001999a161a80-ed77086d-139a-4a6b-ba9f-228a30023665-000000/uzey3yCSjparO6px5lZ0iDiJw5C3euOe65ZdJQfuuKQ=424"><img src="https://images.tldr.tech/notion50.png" valign="middle" style="vertical-align: middle !important; height: 100%;" alt="Notion"></a></td></tr></tbody></table>
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<h1><strong>TLDR Product Management <span id="date">2025-09-30</span></strong></h1>
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<strong>25 AI Agent Prompts for Product Developers (Sponsor)</strong>
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Notion just released <a class="underline" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Finfo.notion.so%2Fresources%2F25-ai-agent-use-cases-product-developers%3Futm_source=newsletter%26utm_medium=TLDR%26utm_content=25-AI-agent-prompts-product%26utm_campaign=2025Q3-TLDRProdMgmt-25AgentPromptsProduct/3/010001999a161a80-ed77086d-139a-4a6b-ba9f-228a30023665-000000/bmzP6bA643VkJXUViw12I1WU_juWYHBHtg4Z3Z75C5Q=424" rel="noopener noreferrer nofollow" target="_blank"><span>25 ready-to-use AI agent prompts</span></a> that cover your entire product development cycle.
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<p>👉 Use these prompts to spin up agents (not chatbots!) that <a href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Finfo.notion.so%2Fresources%2F25-ai-agent-use-cases-product-developers%3Futm_source=newsletter%26utm_medium=TLDR%26utm_content=25-AI-agent-prompts-product%26utm_campaign=2025Q3-TLDRProdMgmt-25AgentPromptsProduct/4/010001999a161a80-ed77086d-139a-4a6b-ba9f-228a30023665-000000/ECvhZ0i6InOqsKLajynloSltGgUNpwB8ciHXRTu80IE=424" rel="noopener noreferrer nofollow" target="_blank"><span>automate your coordination and documentation work</span></a>, based on all the context you have in Notion.</p>
<p><strong>For example</strong>: Brainstorm Actioner, Sprint Planning Assistant, Risk Assessment Matrix, Feature Specification, API Documentation, Release Notes Generator, User Feedback Synthesis, and more.</p>
<p>👉 Each prompt delivers structured outputs. Copy the prompt, add your context, and get a shareable doc in Notion.</p>
<p>👉 Designed to reduce busywork (status updates, docs, FAQs), improve alignment, and help teams ship faster.</p>
<p><a class="underline" href="https://tracking.tldrnewsletter.com/CL0/https:%2F%2Finfo.notion.so%2Fresources%2F25-ai-agent-use-cases-product-developers%3Futm_source=newsletter%26utm_medium=TLDR%26utm_content=25-AI-agent-prompts-product%26utm_campaign=2025Q3-TLDRProdMgmt-25AgentPromptsProduct/5/010001999a161a80-ed77086d-139a-4a6b-ba9f-228a30023665-000000/gyITcvvpYImfXt2gMh1bzE6aj-VNlQneOWYgf19tRlE=424" rel="noopener noreferrer nofollow" target="_blank"><span>Get the prompts</span></a>
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<strong>America Cannot Lose the Robotics Race (18 minute read)</strong>
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China has become the global leader in robotics by combining scale, precision manufacturing, and rapid iteration. To stay competitive, the US and its allies must foster freer experimentation and collaborate on a resilient robotics supply chain.
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<strong>11 hard truths about working in growth (12 minute read)</strong>
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Growth never “arrives”. Goals move, structures block, loops collapse, and retention beats acquisition every time. The best companies unify around one metric, build lovable products, and embrace the messy, temporary nature of growth.
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<strong>We were hired to do the grunt work (12 minute read)</strong>
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Tech employees often feel trapped in endless busywork, hoping AI will free them to do higher-value work. Yet new tools usually replace one kind of tedium with another, so the grind rarely goes away.
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<strong>Build AI Agents Users Actually Trust: Free Workshop (Sponsor)</strong>
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For PMs building production-ready AI agents who need to move beyond high accuracy to high adoption. Join us live to learn architectural patterns that create magical user experiences, not just smart responses. Deep dive into actual implementation using battle-tested open source tools like Strands while leveraging production services from AWS.<br><a href="http://tracking.tldrnewsletter.com/CL0/http:%2F%2Fbit.ly%2F44s7T94%3Ftrk=12eef743-0243-4eae-909c-aa05b6875bc0%26sc_channel=el/1/010001999a161a80-ed77086d-139a-4a6b-ba9f-228a30023665-000000/MiW4mxtTTXlSPSzhsRxF8dL5CQ4EbEp9_8bkzKjsGGc=424" rel="noopener noreferrer nofollow" target="_blank"><span><strong>Register now</strong></span></a><strong> »</strong>
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<strong>Product Metrics to Use Instead of Vanity Metrics (11 minute read)</strong>
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Vanity metrics like DAU create illusions of progress, while value metrics reveal true customer outcomes, retention, and revenue alignment. Shifting to outcome-based measures drives better decisions, sustainable growth, and product impact.
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<strong>How to reduce AI hallucinations with Evals (5 minute read)</strong>
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AI hallucinations damage trust and sales. PMs can combat this with structured AI evaluations - setting goals, testing against ground truth, scoring outputs, and continuously monitoring to ensure reliability.
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<div style="text-align: center;"><strong><h1>Miscellaneous</h1></strong></div>
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