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Posts by Gabriel Stechschulte

Stochastic Model Predictive Control Many applications of optimization and control are performed in a deterministic setting. That is, the quantities of the problem such as the state variables, control variables, and or parameters of a mo...

New post on stochastic model predictive control using sample average approximation

gstechschulte.github.io/posts/2025-1...

4 months ago 1 0 0 0
Reproducing Uber's Marketplace Optimization Uber allocates money across different regions and programs to incentivize riders and drivers to use Uber products. This incentive structure ultimately influences the market. This leads to the natural ...

Reproducing Uber's Alternating Direction Method of Multipliers (ADMM) based automated budget allocation system in JAX

gstechschulte.github.io/posts/2025-0...

6 months ago 3 1 0 0
Alternative View of AI Nowadays, AI is primarily associated with LLMs, where the goal is to develop autonomous agents with human-level intelligence (whatever that means). I have always found the goal of creating something w...

"Intelligent" systems are those that can control and fairly distribute finite resources across multiple-agents.

gstechschulte.github.io/posts/2025-0...

7 months ago 3 0 0 0

What's worse: TikTok or ChatGPT brain rot?

7 months ago 0 0 0 0

Since I have replaced Jupyter with marimo, I couldn't be more happy with @zed.dev. Combining these two has been a very pleasant and productive workflow.

10 months ago 1 0 0 0

I felt the same way since I never had any interest in building them. I now attempt to learn how they work from the perspective of using this knowledge to improve how I utilize them in my day-to-day work.

10 months ago 1 0 0 0

I like the theme and font style. But yeah, more statistics please 😉 hah

11 months ago 1 0 0 0
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A nice use case. I wonder if they have tests to ensure the re-written queries by GPT return the same data as before?

11 months ago 0 0 0 0

A quality of a “good” friendship is if you can sit down and not feel the need to say anything for an extended period of time.

11 months ago 0 0 0 0

And interestingly, this isn’t constrained to tech. Auditors, lawyers, etc. are all an interface to some more complicated system.

1 year ago 0 0 0 0

A good interface design is a necessary input to make a good/service economically valuable. If a good interface is scarce, how much are people willing to pay for it?

1 year ago 0 0 1 0
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How Uber Uses Ray® to Optimize the Rides Business Computational efficiency is a significant challenge when scaling solutions to a marketplace as large and as complex as Uber. The running and tuning of the Uber rides business relies on substantial numbers of machine learning models and optimization algorithms. Luckily, many pieces of the system can be treated in parallel. Ray® is a general compute engine for Python® that’s designed for ML, AI, and other algorithmic workloads. We describe how Uber has adopted Ray to enable mission-critical systems. Using Uber’s mobility marketplace allocation tuning system as an example, we found performance improvements of up to 40 times that unlocked new capabilities. It also improved developer productivity by increasing iteration speed, reducing incident mitigation time, and lowering code complexity.

This is a really cool blog showing how Uber is using Ray to speed up the optimizing component (Alternating Direction Method of Multipliers) within their budget allocation system.

www.uber.com/en-CH/blog/h...

1 year ago 0 0 0 0

This is great. Than you!

1 year ago 1 0 0 0

For “The Algorithms”. Are you able to block or remove YouTube shorts?

1 year ago 1 0 1 0

Agreed. Then I think back to a blog/paper/book that was “beautifully” written…with optimization continuing soon thereafter haha.

1 year ago 1 0 0 0
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No, I don't need a bloody copilot for this document, thank you.

Writing is, in no small part, a tool for thinking. If you outsource that element to a machine that cannot think, you shouldn't be surprised if, at the end of the process, neither you nor your reader are any the wiser.

1 year ago 13684 1966 327 164
AI is Creating a Generation of Illiterate Programmers A couple of days ago, Cursor went down during the ChatGPT outage. I stared at my terminal facing those red error messages that I hate to see. An AWS error glared back at me. I didn’t want to figure it...

An enjoyable read and I also have to admit noticing "a decay" in my programming and problem solving skills.

nmn.gl/blog/ai-illi...

1 year ago 3 1 0 0

And engineering hours spent defining and handling schemas after-the-fact 😅

1 year ago 0 0 0 0

The "...using AI" statement usually results in (insert face palm emoji)

1 year ago 0 0 0 0

Finished Atlas Shrugged after on-and-off reading for 2 years. It is one of those books that alters your perception of society and that you can’t “unsee” after reading.

1 year ago 0 0 0 0

I wrote this module during the 2023 Google Summer of Code under the supervision of @tomicapretto.bsky.social and @aloctavodia.bsky.social. Feel free to reach out to me or open an issue with feedback or enhancements.

1 year ago 5 0 0 0

Very awesome! If you are ever in Switzerland, we should do some trail running together 🏃‍♂️

1 year ago 1 0 1 0

This is one of the reasons I enjoy probabilistic programming. The thought, design, and iterative workflow that goes into building and validating generative models.

1 year ago 10 0 1 0
Creating C Callbacks with Numba and Calling Them From Rust When interfacing with libraries written in C/C++ from Rust, it may require writing native callbacks to provide functionality or logic to the library. A C Callback is a function pointer that is passed ...

Wrote a short article on creating C callbacks with Numba and calling them from Rust using FFI.

gstechschulte.github.io/posts/2024-1...

1 year ago 2 0 0 0
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autodiff in Rust appears to be happening! 🚀

GitHub issue --> github.com/rust-lang/ru...

Rust project goal --> rust-lang.github.io/rust-project...

1 year ago 1 0 0 0

Hey 👋 I‘m Gabriel and I work in an IoT lab where I focus on data storage and processing, and optimization and control. Looking forward to interacting with the community here.

1 year ago 1 0 0 0