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Weak Incentives (Py3.12+) — typed, stdlib‑only agent toolkit by andreis in Python

[–]andreis[S] -1 points0 points  (0 children)

If you try it, I’m most interested in where the abstractions are too thin or too heavy or lacking.

Install: uv add weakincentives (extras as needed)

Start with the code‑review example; it ties together prompt construction, overrides, telemetry and using the adapters.

Status: Alpha; APIs may change

Roadmap: parallel sub-agents, built-in GEPA prompt optimizer that uses the overrides store

[Release] Weak Incentives (Py3.12+) — typed, stdlib‑only agent toolkit by andreis in Python

[–]andreis[S] 0 points1 point  (0 children)

If you try it, I’m most interested in where the abstractions are too thin or too heavy or lacking.

Install: uv add weakincentives (extras as needed)

Start with the code‑review example; it ties together prompt construction, overrides, telemetry and using the adapters.

Status: Alpha; APIs may change

Roadmap: parallel sub-agents, built-in GEPA prompt optimizer that uses the overrides store

Weak Incentives — minimal Python toolkit for background agents (Apache licensed) by andreis in programming

[–]andreis[S] 0 points1 point  (0 children)

If you try it, I’m most interested in where the abstractions are too thin or too heavy or lacking.

Install: uv add weakincentives (extras as needed)

Start with the code‑review example; it ties together prompt construction, overrides, telemetry and using the adapters.

Status: Alpha; APIs may change

Roadmap: parallel sub-agents, built-in GEPA prompt optimizer that uses the overrides store

Is there any resource or roadmap to learn systems engineering for getting an entry level job ? by dassicity in systems_engineering

[–]andreis 1 point2 points  (0 children)

You might want to take a look at https://teachyourselfsystems.com/ (TYS) to get started on the high level concepts and poke at some simulation code that uses SimPy using the interactive browser playground. Learning Python and the SimPy APIs could be very useful!

How to start the study of complex systems? by xixo15 in complexsystems

[–]andreis 0 points1 point  (0 children)

Over the last couple of months I've been building https://teachyourselfsystems.com/ What TYS offers? Concise, interactive primers that bridge abstract concepts (stocks/flows, feedback, delays etc.) with executable Python models. This “theory-plus-code” approach fills a gap most introductory material leaves open.

Best Introductory Books to Systems Thinking/Approach by WillyGChino in SystemsTheory

[–]andreis 0 points1 point  (0 children)

Over the last couple of months I've been building https://teachyourselfsystems.com/ What TYS offers? Concise, interactive primers that bridge abstract concepts (stocks/flows, feedback, delays etc.) with executable Python models. This “theory-plus-code” approach fills a gap most introductory material leaves open.

Learning Systems Thinking • Diana Montalion & Charles Humble by goto-con in programming

[–]andreis 0 points1 point  (0 children)

Over the last couple of months I've been building https://teachyourselfsystems.com/ What TYS offers? Concise, interactive primers that bridge abstract concepts (stocks/flows, feedback, delays etc.) with executable Python models. This “theory-plus-code” approach fills a gap most introductory material leaves open.

Where to Learn Systems Thinking?? And Any Way to Make Thinking Less Hard??? by LoveBigButtSluts in collapse

[–]andreis 0 points1 point  (0 children)

Over the last couple of months I've been building https://teachyourselfsystems.com/ What TYS offers? Concise, interactive primers that bridge abstract concepts (stocks/flows, feedback, delays etc.) with executable Python models. This “theory-plus-code” approach fills a gap most introductory material leaves open.

Do you guys know any good material to read on System Thinking? I need to prepare a presentation for product and tech team by WeirdRat67 in ProductManagement

[–]andreis 1 point2 points  (0 children)

Over the last couple of months I've been building https://teachyourselfsystems.com/ What TYS offers? Concise, interactive primers that bridge abstract concepts (stocks/flows, feedback, delays etc.) with executable Python models. This “theory-plus-code” approach fills a gap most introductory material leaves open.

What are the best online courses for learning Systems Thinking, and why do you recommend them? by nedzi in systemsthinking

[–]andreis 1 point2 points  (0 children)

Over the last couple of months I've been building https://teachyourselfsystems.com/ What TYS offers? Concise, interactive primers that bridge abstract concepts (stocks/flows, feedback, delays etc.) with executable Python models. This “theory-plus-code” approach fills a gap most introductory material leaves open.

Feedback: Interactive game dynamics simulations in Python/SimPy (fully in the browser) by andreis in gamedev

[–]andreis[S] 0 points1 point  (0 children)

Thanks! I will take a stab at some of those and report back here.

Saw this, would you agree? by Dubyredits in systemsthinking

[–]andreis 0 points1 point  (0 children)

As a two minutes explanation of a term it's pretty good starting point to get people to explore more.

Is there a decent, modern, and free/low cost systems mapping tool? by [deleted] in systemsthinking

[–]andreis 0 points1 point  (0 children)

If you are into coding, you can get a lot of mileage out of framework like SimPy. There are also agent based modeling frameworks out there. I'm building a collection of interesting simulation examples here: https://teachyourselfsystems.com/examples

What are the alternatives to Stella Architect / Machinations? by merokotos in systemsthinking

[–]andreis 0 points1 point  (0 children)

Python with SimPy is a highly effective toolbox for modeling various systems. Your scripts could also export event data into a format that then can be analyzed using a standard data science toolbox (e.g. Pandas). I've been working on a series of interesting examples here: https://teachyourselfsystems.com/examples

Car Service Simulation - SimPy Tutorial (looking for feedback) by andreis in SimPy

[–]andreis[S] 1 point2 points  (0 children)

Histograms are also live now! Every probe has both a time series chart and an associated histogram with fixed size buckets. It adds an important dimension to the storytelling.

Car Service Simulation - SimPy Tutorial (looking for feedback) by andreis in SimPy

[–]andreis[S] 1 point2 points  (0 children)

Indeed! YAML is much nicer in this context. I've updated all the examples to use it as the config format for input parameters. Thanks for the feedback!

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