Your AI Agent Doesn't Need A Better Prompt. It Needs A Judge.

Your AI Agent Doesn't Need A Better Prompt. It Needs A Judge.

What's really happening when AI agents take real actions in production, and why do better prompts keep failing to stop them?


The common story is that prompt engineering and human approval will keep AI agents safe — but the reality is that frontier-model agents now need their own manager: a separate LLM-as-judge that guards your intent at the action boundary.


In this video, I share the inside scoop on the architectural pattern that's quietly replacing prompt-based guardrails in serious agentic systems:


• Why prompts and manual approval both break under real agent workloads

• How Lindy redesigned its system after agents started sending unauthorized emails

• What the four action-risk classes mean for read, write, and high-stakes calls

• Where correlated judgment fails and frontier models change the calculus


Builders shipping agents without a judge layer are gambling on every tool call — the teams who classify actions, instrument a four-way decision scope, and put a frontier model in the judge seat are the ones whose agents will actually be trusted to do real work.


Subscribe for daily AI strategy and news.

For deeper playbooks and analysis: https://natesnewsletter.substack.com/

Hosted on Acast. See acast.com/privacy for more information.

Det här avsnittet är hämtat från ett öppet RSS-flöde och publiceras inte av Podme. Det kan innehålla reklam.

Avsnitt(196)

AI-Native Workplace: What Real AI Adoption Asks of You

AI-Native Workplace: What Real AI Adoption Asks of You

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What changes when AI can work across your computer instead of waiting for you to move information between apps?Nate sits down wi...

22 Sep 42min

You cannot tell which parts of your software should stop calling an LLM. My Jev guide has a prompt that scans your projects and names them.

You cannot tell which parts of your software should stop calling an LLM. My Jev guide has a prompt that scans your projects and names them.

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What's really happening when a model can read a complicated input but only choose among answers you supply?Nate explains why Jev...

21 Sep 33min

AI Cost to Serve: Which Customers You Can Now Afford

AI Cost to Serve: Which Customers You Can Now Afford

What happens to your AI bill when agents improve and more people start using them? Nate draws on his conversations at Dreamforce to examine the cost of wider adoption, the work agents can make afforda...

20 Sep 30min

Stripe on Agentic Commerce: Can AI Agents Buy From You?

Stripe on Agentic Commerce: Can AI Agents Buy From You?

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What has to change before AI agents can buy and sell on our behalf?Nate talks with Emily Sands, Head of AI and Data at Stripe, a...

17 Sep 30min

Good Enough AI: Why Apple's Case Measures the Wrong Thing

Good Enough AI: Why Apple's Case Measures the Wrong Thing

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What’s really happening in the competition between Apple and OpenAI? The launch products give us one part of the story. The larg...

14 Sep 29min

AI Race vs Human Flourishing: What US-China Talks Miss

AI Race vs Human Flourishing: What US-China Talks Miss

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What would it take for AI to make life more abundant—and who gets to share in that abundance?Nate Jones sits down with Alvin Gra...

13 Sep 48min

Omarchy, the Agentic OS Built for AI Agents

Omarchy, the Agentic OS Built for AI Agents

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What changes when an AI agent can help change the way your computer works?Nate explores Omarchy as a glimpse of a more adaptable...

11 Sep 17min

Claude Fable 5.1 and GPT-6 Astra: Which Model Gets Which Job

Claude Fable 5.1 and GPT-6 Astra: Which Model Gets Which Job

For deeper playbooks and analysis: https://natesnewsletter.substack.com/What changes when two AI models can turn the same short prompt into two different, usable apps?Nate compares Claude Fable 5.1 an...

10 Sep 16min

Populärt inom Business & ekonomi

framgangspodden
varvet
rss-jossan-nina
24fragor
svd-tech-brief
badfluence
rss-inga-dumma-fragor-om-pengar
uppgang-och-fall
rss-borsens-finest
avanzapodden
tabberaset
rss-kort-lang-analyspodden-fran-di
rss-dagen-med-di
rikatillsammans-om-privatekonomi-rikedom-i-livet
lastbilspodden
bilar-med-sladd
fill-or-kill
rss-veckans-trade
borsmorgon
kapitalet-en-podd-om-ekonomi