Plus: Claude can now build your dashboards ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­    ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏  ͏ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­ ­  
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The New Stack
Weekly Update  |  Issue 541
Together with
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One-model loyalty is dead.

Elon Musk posted an “important note” on Wednesday about Grok Bot, the AI agent SpaceX launched in beta in August: “Important note regarding Grok @Bot: Going forward, @SpaceX will use the best back end model for any given task, including Claude Opus 5.5, MidJourney, Suno and other leading APIs. Whatever is most likely to give you the best outcome.”

 

Grok Bot is a joint product of SpaceXAI, the Musk AI lab now folded into SpaceX, and Cursor, which SpaceX agreed in June to buy for $60 billion in stock, a deal that closed in August.


In August, I wrote that when models converge on price, the money moves to whoever decides which model gets the job. This trend is happening across organizations increasingly relying on AI and trying to balance rising costs.

 

I heard this firsthand this week. At least 10 of the 22 company leaders we interviewed at an AI event this week described the same habit: pick the model by the task, and keep the expensive one for the work that needs it.

 

Read the full story →

 

— Matt Burns, Chief Content Officer


Together with HPE

The real platform work starts after deployment

See how HPE Software helps platform teams deliver self-service, governance, automation, and Day-2 operations at scale.

  • Developer self-service without sacrificing control

  • Policy and governance built into workflows

  • Reusable templates and blueprints

  • Unified management for K8s and VMs
Learn more

TNS essential reads

AWS, Upstage and Ollama agree on a decision-model API. OpenAI hasn’t signed on.

Decision models are converging on a startup’s API. Developers gain cheaper, portable AI judgments, but shared code doesn’t guarantee reliable answers.

 

Claude can now build your dashboards
Anthropic’s answer to OpenAI’s Data agent shows the query behind each number.

Confidential AI. Without the Trust Gap. Discover VAST DataEnclave.
Enterprises can’t send data to models they don't control. Model builders won't expose weights to infrastructure they don't own. VAST DataEnclave closes that gap.
(Sponsored)

Decision models are suddenly everywhere. OpenAI’s is now public.

Decisions API enters public beta with image inputs as Perplexity, Cloudflare, and Amazon push open-weight alternatives.

It passed CI. It passed your evals. The customer still got the wrong answer.

Your AI agent returned a 200, passed its faithfulness check, and still answered the wrong question. The evidence that explains why lives in the trace.

The systems guide to production token optimization
Scale AI systems efficiently by treating token optimization as a distributed systems and hardware utilization challenge.


TNS Episode - Bit Cloud

Bit Cloud’s next chapter starts after the AI builds your app

Anyone can prompt an app into existence now. Turning it into something a team can run, review, and build on is a different problem. In this episode, Bit Cloud founder Ran Mizrahi walks The New Stack through what happens when reusable, already-reviewed components meet an AI builder, and why that changes how much new code anyone actually has to look at.

Catch the episode

Featured webinars

Sep 13
Virtual
Why the best reranker can't fix bad retrieval
No reranker, however capable, can recover a result that retrieval never surfaced in the first place. Join us live on October 13 to see why teams keep throwing bigger models at a problem that starts earlier in the pipeline.
Save your spot →
Oct 14
Virtual
Six data requirements to get your AI agents from demo to production
Most enterprise AI pilots work perfectly. Most production deployments don't. Tune in October 14 for the six architectural requirements that separate agents stuck in pilot from those running reliably at scale.
Register now →
Oct 21
Virtual
Postgres at scale: what breaks (and what doesn't) when live data grows
Postgres runs everything until it doesn't. Time-series and high-ingest workloads eventually hit the same wall. On October 21, Tiger Data's Matty Stratton shows exactly where vanilla Postgres starts to strain and, via a live demo, what breaks versus what holds up.
Sign up today →
Oct 22
Virtual
From invoked to proactive: what changes when your incident response agent goes fully autonomous
Most teams talk about agent autonomy as if it's all-or-nothing. It isn't. Join us live on October 22 as Traversal co-founder Raaz Dwivedi traces the real progression from invoked to proactive, and what it takes to trust an agent enough to let it act on its own.
Register to join →

From our sister site, roadmap.sh

Master SQL, the backbone of modern data

SQL remains the essential backbone of the modern tech stack, whether you're optimizing databases or scaling data-driven apps. Our sister site, roadmap.sh, offers a comprehensive SQL course built for hands-on, practical learning.

  • Go from foundational queries to advanced database management.
  • Learn through hands-on, practical exercises, not just theory.
  • Build skills that apply directly to real-world data work.
Get started today

TNS quote of the week

"Don’t use ‘open weight’ and ‘open source’ interchangeably."

— Peter Farkas, co-creator of the open source MongoDB alternative FerretDB and now CEO of open source database services company Percona

 

Get the context →

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