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What an agentic development lifecycle looks like when it is actually running Shay Mandel has spent his career on the boundary between engineering and product.
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The first thing to change is who writes the artifacts, not how you work "We didn't change the process.
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The token cap is the least interesting number in your AI budget Somewhere in your company right now, someone is trying to decide whether an employee should get $100, $300, or $1,000 a month of AI spend.
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Isn't it surprising that 10x coding doesn't move the needle that much?
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Why is nobody using the AI agents you shipped?
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import AIPrompt from ' /components/ui/AIPrompt.astro'; import { Content as PromptContent } from ' /data/prompts/why-focus-on-flow-metrics-prompt.md'; Start With The Expensive Problem Most teams do not wake up one morning wishing they had better flow metri…
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import AIPrompt from ' /components/ui/AIPrompt.astro'; import { Content as PromptContent } from ' /data/prompts/calculate-kanban-wip-limits-ai-age-prompt.md'; Starting work has become easier.
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import AIPrompt from ' /components/ui/AIPrompt.astro'; import { Content as PromptContent } from ' /data/prompts/outcome-framing-coach-prompt.md'; {/* copy-check: allow-staccato: Yuval typed this draft, so the short-paragraph rhythm is his own. */} When I…
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Your portfolio process isn’t slowing you down by accident You built empowered product teams.
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import AIPrompt from ' /components/ui/AIPrompt.astro'; import { Content as PromptContent } from ' /data/prompts/portfolio-to-product-shift-coach-prompt.md'; If you were in the room for "Product Orientation Through LPM: The Foundation for AI-Native SAFe,"…
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Who is actually throwing Scrum out I'm seeing organizations talking about spec-driven development.
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Why More AI Activity Is Not Showing Up In The Business You can 10x engineering and still not 10x the business.
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Building with AI: dream vs reality Have you tried coding with AI yet?
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Navigating the opportunity-rich environment of the AI age, when your company is considering dozens of "finding AI gold" initiatives, requires discipline and product-orientation.
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You scaled your team to 60+ engineers.
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Why do most enterprise AI initiatives fail to deliver business value?