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Why Your DIY Kubernetes Stack Won’t Survive the Era of Agentic AI - 🤖 DIY Kubernetes stacks built for stateless web apps can’t handle the GPU scheduling, model versioning, inference routing, and multi-tenancy requirements of agentic AI workloads.
QCon London 2026: Morgan Stanley Rethinks Its API Program for the MCP Era - “She then demonstrated deployment gates: build-time validation that catches incomplete architectures before anything reaches production. Missing image versions and missing security controls on relationships: the CALM CLI flags all of it using structural validation with Spectral rulesets. Niculcea was direct about the impact: Morgan Stanley’s first API took roughly two years to reach production. With CALM and automated security approvals, that’s down to one or two weeks.” // And, good “turns out opinionated platforms are good” vibes: “Asked by an audience member how this approach has changed the culture among developers and architects, Gough openly acknowledged the trade-off. Developers do lose some flexibility when the platform encodes opinions about security and deployment. But they gain a working production baseline from day one that already passes every gate. The patterns can also bootstrap entire projects, pulling in frameworks like Spring Initializr or Quarkus Start, preconfigured with the right defaults, so teams can start from something already running in production rather than a blank slate.”
The Private AI Model Explosion - “In five years, 70% of the revenue created by AI will be in private models, not public models. “
How AI agents will reshape digital workplace IT operations - “Nearly 1/3 of organizations will achieve autonomous operations for 80% of their digital workplace services by 2030, up from 0% in 2025,” Gartner // I’m not sure enterprise IT can work that fast to get it setup, reliable (perf. wise), and secure, but we’ll see.
What the Best AI Users Do Differently - and How to Level Up All of Your Employees - As with all new technologies, you have to adapt how you work to it to get full benefit.
Interview: Huy Dao, director of data and machine learning platform, Booking.com - 🤖 Booking.com ML platform director on real enterprise AI practice. Practitioner talking, not a vendor. Covers data platform architecture, ML at scale for travel/hospitality.
Thoughts on OpenAI acquiring Astral and uv/ruff/ty - 🤖 When your essential dev tooling is owned by a company whose core business is something else entirely, you’re dependent on their continued goodwill.
Fragments: March 19 - This is forgotten dream: “By watching how software is used, we can learn about what users really want to achieve, these observed requirements are often things that never popped up in interviews and focus groups.”
StopTheMadness Pro and StopTheScript Extensions for Safari - Yes, this extension is fun. It’s like a big toolbox full of tools you hardly ever use, but that one time you need that one weird tool, you’re glad you kept it for years.
Wastebook
“Washing clothes is truly the worst chore without modern technology, bar none” We can all agree.
ICYMI
New Token Machines - Software Defined Talk #564 - This week, we discuss NVIDIA GTC, token machines, token budgets, and an AWS outage that may or may not involve AI. Plus, Matt reviews The Wizard of Oz at The Sphere.
It’s real, enterprises just need to do the CISO work and SRE work
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See you next time!