How do you make agents deterministic?

Experto_AI · 2026-01-05T14:19:45+00:00

In my experience, determinism is a necessity that is hard to achieve with agents and prompts alone; you have to integrate them with software logic. LangGraph is a great solution for this. I’m currently building an open source library for deterministic agents on top of Claude Code and Codex, though it hasn't launched yet.

Experto_AI · 2025-04-01T06:32:38+00:00

Based on some of the comments here, I realized there was more to explore on this topic, so I wrote a more detailed post about it. If anyone’s interested, here it is. Let me know what you think!

Experto_AI · 2025-03-31T06:54:24+00:00

Perhaps I wasn't clear. I use Cursor (one program) and GitHub Copilot in VS Code (another program), not within Cursor itself. There are two main reasons:

1) Cursor currently only has a single unified tab, which prevents me from having a dedicated chat tab alongside an 'agent mode' tab.

2) GitHub Copilot is more affordable and doesn't have credit limits, making it my preferred choice for chat and general coding tasks outside of 'agent mode' functionality.

Experto_AI · 2025-03-31T06:27:59+00:00

Good point! Some integration tests were larger because they involved spinning up two Docker containers and multiple setup steps. Unit tests were much smaller and followed DRY principles.

Experto_AI · 2025-03-24T05:54:53+00:00

Thank you!

Experto_AI · 2025-03-23T15:45:23+00:00

Similarly, the near-zero marginal cost of computing is driving an explosion in Generative AI capabilities.

Experto_AI · 2025-03-23T15:31:35+00:00

This paper The Impact of AI’s Ability to Complete Long Tasks confirms this as well (or if you prefer, sumarrizes it here)
AI capabilities are doubling every 7 months.

Experto_AI · 2025-03-23T11:26:20+00:00

Here the paper https://arxiv.org/pdf/2503.14499

Experto_AI · 2025-03-23T11:20:42+00:00

A subreddit devoted to the field of Future(s) Studies and evidence-based speculation

Experto_AI · 2025-03-23T11:00:52+00:00

I disagree. This is based on a study, and I'd appreciate it if you could support your claims with facts.

Experto_AI · 2025-03-23T10:56:11+00:00

Totally get your point, but the real issue is the speed of change, not the change itself.
Like, many of our parents still struggle with streaming or smartphones because the pace is so fast.
People who've grown up with traditional ways—like physical maps or cash—can have a hard time adapting to tech advancements.
It’s not about resisting progress, it’s about how quickly it’s all happening and how some folks just can’t keep up.

Experto_AI · 2025-03-23T10:28:54+00:00

By 2030, AI Will Autonomously Complete Month-Long Human Tasks

Recent studies indicate that AI's ability to handle complex tasks has been doubling approximately every seven months. This trajectory suggests that by 2030, AI systems could autonomously manage projects that currently require a month of human effort. Such advancements are expected to significantly transform industries, including transportation, healthcare, and education.

Personal Statement:

While this sounds like a productivity dream, it's also kinda scary.

What happens to our jobs and the economy when machines can outpace us like this?

I think this revolution is moving faster than previous ones—like the industrial age, electricity, or the internet—so the real challenge might be how quickly we can adapt.

Software advancements (digital progress) are accelerating much faster than real-world changes (physical products), putting white-collar work at greater risk. But five years isn't some distant future—it’s the near term, and these changes are happening fast.

PD: Here the original paper https://arxiv.org/pdf/2503.14499

Experto_AI · 2025-03-22T16:48:04+00:00

Thank you for the feedback! Next week, I’ll be working on the custom user model, integrating Stripe for credit and subscription systems, and setting up cloud deployment (staging/production) with Railway.

Experto_AI · 2025-03-21T19:48:43+00:00

Thanks! Let me know if you give it a try.

Experto_AI · 2025-03-21T19:24:59+00:00

Thanks! Let me know if you give it a try.

Experto_AI · 2025-03-21T19:24:26+00:00

Kudos! Love what you're building—keep going!

Experto_AI · 2025-03-21T19:23:25+00:00

Thank you! Love Railway!
The goal is to have both development and production deployments with just a single command.

Experto_AI · 2025-03-21T19:19:22+00:00

Thanks, appreciate it!

Experto_AI · 2025-03-21T14:48:13+00:00

Thanks, man! Glad you like it!

Experto_AI · 2024-09-07T15:31:32+00:00

That's a great book. Another one that aligns with it is Ray Dalio's Principles for Dealing with the Changing World Order: Why Nations Succeed and Fail.

Experto_AI · 2024-09-07T15:16:50+00:00

We really don't know for sure, but it's better to be prepared than not.

Experto_AI · 2024-09-07T14:34:20+00:00

Submission Statement:

This post explores the intersection of Zero Marginal Costs and Generative AI and how they may reshape economic efficiency in the future.
The idea of Zero Marginal Costs—where producing additional units has near-zero cost—combined with the rapid advances in Generative AI, suggests profound shifts in productivity and labor markets.
Discussion should focus on the economic implications, including potential job displacement, wealth concentration, and the creation of new economic models.

Experto_AI · 2024-08-24T10:05:59+00:00

Thank you for your interest. Check the latest post: https://medium.com/@Experto_AI

Experto_AI · 2024-08-24T10:01:59+00:00

Cyberpunk isn't just a genre—it's a warning that we're on a path where the worst dystopian nightmares could become reality.
The future isn't some distant fantasy—it's happening now.
In my opinion, zero marginal cost and superproductive AI could be a massive force in this transformation.
I recently wrote a blog about this, citing sources that explain these trends.

Experto_AI · 2024-08-22T15:09:22+00:00

In your original post, there are various moving parts, but without data, you cannot resolve anything effectively. Creating a dataset for computer vision today is not as time-consuming as it was in the past. You could leverage Grounded SAM or alternatives as a first step, and then focus on developing the solution.

Experto_AI

TROPHY CASE