Most teams lose millions in hidden delivery costs from waiting, debugging, and rework. @z00b breaks down how autonomous validation can return $1.8M in annual engineering value:

It’s the end of the year, and teams are asking the same question: Did AI really make delivery faster? In our latest newsletter, we unpack why the answer isn’t always yes & how autonomous validation helps teams finally realize the ROI of AI-assisted dev: https://t.co/fWYzQAM5dz

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The DevOps community runs on the work of engineers, maintainers, authors, and advocates who keep this industry moving. If a podcast, tool, or event made an impact on you this year, now’s your chance to recognize it! 💚 Vote now: https://t.co/ojoKWKmTne

What happens when AI ships code faster than your SDLC can handle? Our very own Michael Webster is tackling that question on stage at QCon AI New York, Dec 16–17! Join us:

AI is generating code faster than teams can review it, and massive PRs are slowing everything down. If the pipeline isn’t modernized, all that “AI speed” just gets stuck.

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AI doesn’t replace great developers, it amplifies them. As @lizthegrey and @JustinReock share, teams that use AI effectively are increasing velocity and expanding headcount, not cutting it. Tune in for the full convo: https://t.co/Uf23CLRrV0

AI makes coding faster. But shipping? Not so much. Even with a 60-minute PR-to-production pipeline, faster code generation didn’t move the needle. The real bottleneck is validation, not speed! Watch the breakdown: https://t.co/939GQjcZdG

This is Chunk. 👋 Our autonomous validation agent is now in open preview! Fixing flaky tests? Cleaning up tech debt? Speeding up builds? Perfect. Those are Chunk's favorite things to do. 😎 https://t.co/gwa3lYe4yt

Devs don’t need more tests, they need fast, trustworthy validation. Smarter Testing cuts feedback loops by up to 97% with intelligent test selection + dynamic splitting. Only run what matters. Ship with confidence. Join the waitlist:

We’re feeling extra thankful for everyone who stopped by our booths, talks, and meetups this month! And a huge shoutout to the folks on our team who spent November speaking, hosting, and showing up for the community. 💚

Build agents that actually work together, not just call an API once. In this tutorial, you'll learn how to: 🔍 Use CrewAI + Gemini to build a multi-agent workflow 🧪 Test and validate each agent 🔄 Use CircleCI to prevent broken crews from shipping https://t.co/OI3PylN1Ub

CircleCI is a finalist for the 2025 DevOps Dozen Awards! 🌟 We’ve spent this year helping teams ship with more confidence, meaning fewer flaky tests and more time to build. If CircleCI has supported you this year, we’d be grateful for your vote: https://t.co/ojoKWKmTne

We’re rolling in with a full squad to AWS re:Invent this year! Meet the engineers & execs behind CircleCI at Booth #1451. We’ll be talking AI-native development, self-healing CI/CD, & what it takes to ship confidently on AWS in '26. See you in Vegas. 👋

We’re at @QCon SF 2025 next week! 👋 Come find the CircleCI team to talk pipelines, platform engineering, and how AI is changing software delivery. Join us: https://t.co/H0HSpR3unB

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In town for #MSIgnite or #QConSF next week? Stop by to talk about something that’s on everyone’s mind: AI agents. Join us & Platform Engineering to discuss how teams are adapting their platforms to handle AI code securely & reliably. See you there! https://t.co/olaNuHYWy6

Great engineers don’t just ship, they ask why! In the latest Confident Commit, @z00b and Johnny Austin, VP of Engineering at Upwell, talk about hiring devs who challenge the backlog and focus on impact, not output. 🎧: https://t.co/Dp5G6j1sMz

We’re heading to KubeConNorth America next week! Join us for a hands-on workshop on how AI is reshaping DevOps and observability with @chronosphereio & @thoughtworks. Add it to your @KubeCon_ schedule: https://t.co/mmQtV37YDT

We're taking over Atomic Golf at AWS re:Invent next month! ⛳️ Join us for an evening of golf, food and drinks, and conversations about the future of AI-native development. Space is limited, request to join before it’s full!

Flaky tests slowing down your pipelines? There’s a better way. On Nov 13 at 10 AM PST, we'll demo “The Future of CI/CD: Agentic Pipeline Optimization,” showing how our AI agent Chunk finds and fixes unstable tests automatically. Register now: https://t.co/B4XsPpzvcY

Explore CNEQ’s track record versus its benchmarks, with a strategy that aims to deliver high-conviction exposure.

CDMX ✈️ NYC ✈️ Tokyo October consisted of hackathons, table talks, meetups, and so many great conversations around AI and CI/CD! Huge thanks to everyone who spent time with us and checked out Chunk in action. 🙌