Plus: OpenAI wants to claim more of the AI stack ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­    ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­  
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The New Stack
Weekly Update  |  Issue 526
Together with
Traversal

Vibe slop is the symptom. Context debt is the disease.

Some of the engineers who made vibe coding possible have decided it’s a problem. Last month, The Wall Street Journal’s Christopher Mims interviewed Armin Ronacher and Mario Zechner, the engineers behind the Pi engine that powers OpenClaw. These engineers have been instrumental in popularizing these agentic tools, and their assessment was blunt: The tools are flooding the world with bad, sometimes dangerous code. “Eventually it will catch up to us,” Zechner told Mims. 

 

They’re referring to vibe slop. Code that’s bug-ridden, inefficient, hard-to-maintain software produced by someone prompting it into existence. Ronacher and Zechner talked about an overlooked aspect of vibe coding, too. Sloppy code doesn’t just break more; it burns more compute, more memory, and more bandwidth, they said. They warned some vibe-coded startups may not be able to pay their own compute bills, either. 

 

I largely agree with Ronacher and Zechner. But someone put a sharper name to the problem, and he did it in a product launch post. He also tells The New Stack the window is at six to nine months before context debt outruns most teams’ ability to manage it by hand.

 

Read the full story →

— Matt Burns, Chief Content Officer


Together with Traversal

Traversal

From Deployment to Production-Ready in 7 Days.

No markdown files. No runbook migration. No engineering lift. A leading crypto exchange deployed Traversal with read-only access inside their own cloud, and reached production-ready root cause analysis in a week.

Learn more

TNS essential reads

Azul wants to find your unpatched JVMs before AI does
Azul is offering a free JVM vulnerability assessment to help enterprises uncover hidden Java runtime risks, but the company’s pitch leans heavily on Anthropic’s unreleased Mythos AI model to underscore a threat narrative it cannot independently verify.

OpenAI wants to claim more of the AI stack with Jalapeño, its first custom chip
Co-developed with Broadcom, the inference accelerator is the first step in a multi-gen roadmap, raising uncertainty about developer flexibility.

Will it Mythos? One coder's verdict on Anthropic's blend of debugging
The independent developer community is benchmarking Anthropic's Mythos AI model on security bug detection, testing claims about its vulnerability-hunting capabilities.

Cleaner AI training data, fewer bugs: Sonar’s SonarSweep explained
SonarSweep filters flawed AI training data, reducing bugs and security vulnerabilities in generated code by 41%. Learn how it works.


TNS Makers

Why MotherDuck refuses to fork DuckDB

During the recent MCP Dev Summit North America held in New York City, The New Stack sat down with Till Döhmen, MotherDuck’s AI lead, to discuss how MotherDuck started its MCP journey and how even non-technical workers at the startup can now use agents to interact with their own data rather than relying on dashboards. Tune in to catch the episode!

Catch the episode

Featured events & webinars

June 30
Virtual
Operationalizing AI in Observability: From Debugging to Automated Remediation
Engineering teams have more data than ever, but humans are still the bottleneck, manually stitching together logs and traces to find answers. Join us live on June 30 for a practical look at how Datadog’s Bits AI moves teams from manual investigation to autonomous remediation.
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From Silos to Governance: Securing IT/OT Data Movement
Find out how organizations managing critical infrastructure are replacing one-off file transfers with governed, resilient data movement at scale. Join us live on June 23 to see where IT/OT integration security actually breaks down in practice — and what a modern architecture does differently.
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The Kubernetes rightsizing trust gap: Why the stakes just got higher
AI workloads have made the Kubernetes rightsizing trust gap expensive. Join us on June 24 to see how teams move from human-approved every change to continuous closed-loop optimization — in practice.
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Sep 23
San Jose, CA
WeAreDevelopers World Congress North America
WeAreDevelopers brings the world’s largest developer event to North America, fostering global growth and connection in the tech sector. Join The New Stack in San Jose for all the action as we host a special welcome reception, cover the biggest show moments, and film interviews on the show floor at our booth. We look forward to seeing you there! Use this exclusive code to save 10% on your registration: thenewstack_community
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From our sister site, Cautious Optimism

Cautious Optimism

AI gross margins

OpenAI’s improving gross margins matter, and its upcoming chip project could provide the AI lab and hyperscaler even better economics in the coming quarters. But what about Anthropic?

Read on Cautious Optimism

TNS quote of the week

"The limits of agents are set by how autonomous they can be."

— NX co-founder Victor Savkin. Read more →

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