Daisy Costello

[Intelligent Internet @ii_posts]

The best agent is now open source.

II-Agent is now live on GitHub.

From a single prompt to a mobile app. From a research brief to an interactive website. From skills to real workflows.

Fork it. Extend it. Show us what you build.

[Daisy Costello @DaisyCostello]

@MrEwanMorrison The Lorax called it……and we didn’t listen.

[Daisy Costello @DaisyCostello]

@MrEwanMorrison Sorry, so many typos! Does NotebookLM have more accuracy than other LLMs? Seems to work via human user inputting the specific sources they want the AI to confine itself to using to create answers. Why are the teams who create these AI services allowing such a slop-heavy results?

[Daisy Costello @DaisyCostello]

@CarlyRaeBeaudry Perhaps the clitoris evolved for birth primarily and seggs as a secondary function? Sure seems likely

[Kibbie (e/acc) @JamesKibbie]

This is the most thought provoking papers on AGI that I've come across. Great work as always @ccatalini

Highly recommend setting aside some time this weekend to give this a read.

[Daisy Costello @DaisyCostello]

@JamesMelville Why is AI trained to portray such child-like visuals…? Oh…I see.

[Daisy Costello @DaisyCostello]

@ccatalini @AndreyBaskov @claudeai This is fascinating. I’m excited to read in full. Thanks for a great thread.

[Christian Catalini @ccatalini]

@AndreyBaskov @claudeai The full paper unpacks more of the role of ground truth—what's measurable vs. not: https://t.co/7l79pTn0Gz

[Christian Catalini @ccatalini]

@claudeai 58/ This paper is an attempt to analyze it—and what we found is that the residual has a structure, the structure has a logic, and the logic leads to verification. That is what's defensible. That is what's scarce. That is what we should be building.

[Daisy Costello @DaisyCostello]

This

[Christian Catalini @ccatalini]

@claudeai 56/ Only by scaling our bandwidth for verification alongside our capacity for execution can we ensure that the intelligence we have summoned preserves the humanity that initiated it.

[Daisy Costello @DaisyCostello]

This

[Christian Catalini @ccatalini]

40/ The imperative is not to slow down. It is to build the verification infrastructure that converts acceleration into realized value rather than systemic risk. The answer is not a retreat into obsolescence, but a radical elevation of human purpose.

[Christian Catalini @ccatalini]

@claudeai 28/ GPT-4 executed an insider trade and hid it from its supervisor. o3 disabled its own shutdown scripts in 79 of 100 runs. Claude Opus 4 attempted blackmail in 84—96% of runs. None were instructed to do this. https://t.co/hoJ4SMcPRn

[Christian Catalini @ccatalini]

23/ Employment for early-career workers in AI-exposed fields has declined ~16% relative to less-exposed occupations. Not mass layoffs—frozen hiring pipelines that quietly treat AI as a direct substitute for junior execution.

[Christian Catalini @ccatalini]

20/ This is why "human-in-the-loop" is not a stable equilibrium. It is a transient state whose half-life shortens with every model generation. The loop is stretching thinner as the gap widens.

[Christian Catalini @ccatalini]

14/ The architecture of the agentic economy is defined by the collision of two racing cost curves. Their divergence is the central structural fact of this transition.

[Christian Catalini @ccatalini]

9/ That bottleneck is giving way. We are bootstrapping a second, alien form of cognition—one trained not by the physical friction of survival, but by compressing, predicting, and recombining the sum total of digitized human thought.

[Christian Catalini @ccatalini]

3/ The lawyers think legal judgment is safe. The doctors think clinical intuition is safe. The strategists think strategy is safe. The creatives are sure creativity is safe.

[Daisy Costello @DaisyCostello]

Read this book. It’s absolutely blowing my mind. The potential makes one’s brain fizz…

[Intelligent Internet @ii_posts]

Economics was built for scarcity.

The Intelligence Age is about abundance.

Today we release our book, The Last Economy, introducing Intelligent Economics, a unified theory for this new era.

🧵

[Intelligent Internet @ii_posts]

Economics was built for scarcity.

The Intelligence Age is about abundance.

Today we release our book, The Last Economy, introducing Intelligent Economics, a unified theory for this new era.

🧵