John Keough

Speed is a competitive advantage, until it becomes a product’s autopsy. We’re often told: "If you aren't embarrassed by your first version, you launched too late." But there is a dangerous tipping point where being fast means being functionally deprived. If you strip away the baseline utility required to solve the core friction point, you aren't testing an idea—you're sabotaging it. The Google Hangouts Lesson: When Google Talk transitioned to Hangouts, they launched superior video and group-chat tech. But they removed a tiny, "boring" feature: the status indicator (the green dot). Without knowing who was actually available to chat, the daily habit broke. By the time the team realized the "green dot" was a foundation rather than a luxury, users had already migrated to Slack and WhatsApp. In the rush to ship "cool" infrastructure, they missed the functional baseline. Of course, these misses are often only visible in hindsight. But the risk remains: releasing a version so lean that it fails to address the "last mile" of the user's problem. For a product to fly, an M1 should be a "Version 1," not a "Half Version." If you ship something functionally incomplete and the metrics come back cold, you risk killing a billion-dollar idea simply because of a hundred-dollar execution. Have you ever seen a great idea killed because the M1 was too lean to solve the core problem? Where do you draw the line between "fast" and "functional"? #ProductManagement #Startups #MVP #ProductStrategy #M1 #TechInsights

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I rarely make predictions, but... No company founded after 2026 will organically grow to more than 10k FTEs. The leverage of rapid iterative decision loops by teams using best-in-class AI has reached escape velocity over traditional economies of scale.

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<article link in first comment> My daughter Divija told me my last LinkedIn post was ‘cringe’. She may have been right, so back to the usual programming. If you’re evaluating “agent” announcements from every martech vendor, here are some points to note: - If your use-case/scenario stays inside the vendor's suite/platform, those agents can be great. - If it spans 5–7 systems, the hard part is not the agent. It’s how you manage the control plane: shared context, consistent policy/consent, and one end-to-end audit trail across systems. How to tell: when a vendor demo crosses systems, do you see one shared run log and policy enforcement end-to-end, or does the story turn into “configure connectors”? The article lays out the tradeoffs and a pragmatic pattern: independent orchestration above, local execution inside each platform. #MarTech #AI #MarketingOperations #EnterpriseArchitecture #AgenticAI

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Why does paving roads in the U.S. cost SO MUCH?? South Carolina DOT spent $375,000 per mile - twice as much as its northern neighbor. David Zipper's fantastic Bloomberg CityLab article dives in and uncovers what I've been hearing anecdotally for years “If you increase an engineer’s quality from the 25th percentile to the 75th percentile, that reduces costs by 14%” That line hit me. We don’t have a materials problem—we have a knowledge problem. Our infrastructure isn’t falling apart because we lack asphalt — it’s because we’re losing expertise faster than we can replace it. Planning docs are unclear, bids are thin, and projects balloon in cost once shovels hit the ground. 🔥💵 Experience matters: If you increase an engineer’s quality from the 25th to the 75th percentile, that reduces costs by 14% 🔥💵 Retiring workforce: For every 1% of engineers that retire, paving costs rise by several points. DOT workforce has shrunk by 20% is the last 20 years. The trend is scary. 🔥💵 Unclear plans = fewer bidders = higher costs: 1 in 3 resurfacing projects have 1 or 2 bidders. When plans are unclear, contractors see risk and don’t bid. Fewer bidders means less competition, and less competition means higher costs for taxpayers. Read David's full article on Bloomberg here: https://lnkd.in/enbtcAaK

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AIM Group (Marketplaces / Classifieds)'s 2025 Automotive Marketplaces annual report is available now and is the perfect accessory to your favorite fall beverage. Biggest trends include AI (show me an industry that doesn't these days!) EVs, and what marketplaces need to do to protect data from data scraping. Free previews are available: https://hubs.la/Q03KWPX40

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