#Development #Misconceptions
There’s no limit to how bad code can get · “Technical debt has no bankruptcy, no clean reset.” ilo.im/16fxla by Zach Kehs

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#Projects #Software #Codebases #Engineering #Quality #TechDebt #Metaphors #WebDev #Frontend #Backend

If you are using AI, we’re tracking how models perform on Nuxt code generation.

Kimi K3 just took the top spot in our latest AI agent evaluations, tied with Fable 5, ~100 seconds longer execution time but ~4 times cheaper.



nuxt.com/evals

Amazon's AWS Mechanical Turk has been put out of business by AI and it's shutting down this month.
Mechanical Turk was an AWS service designed to solve problems that computers couldn't handle [Human Intelligence Tasks (HITs)]... at least that was until AI came along.
RIP MTurk.

What if money were not primarily something we accumulate, but a record of trust circulating through a network?

Mutual credit explores this possibility, and its implications for cooperatives, DAOs, and a post-labor economy.

mutualhorizons.manifoldclub.com/posts/mutual...

#Mutualism #PostLabor

AI may solve production.

It doesn't automatically solve prosperity.
>>>

The history of money is the history of where societies choose to place trust.

Gold trusted scarcity.

Fiat trusted institutions.

Bitcoin trusts protocols.

What would a money system look like if access to resources was no longer tied to labor?

We’re entering a world where:
• Production is increasingly automated
• Human labor is less necessary
• But income is still tied to jobs

That mismatch is the real crisis.

In a Solarpunk city, an AI steward manages the community’s energy grid.

During a heatwave, a democratic vote decides how power should be distributed.

Then the AI refuses to execute the result.

Systems don't disappear because they are criticized; they disappear when they are no longer necessary. 🦋

In the age of AI, building a working prototype is the most effective form of protest. Let’s move from demands to system design.

mutualhorizons.manifoldclub.com/posts/from-p... #Solarpunk #DAOs

Intelligence was never linear.
The exponent was just small enough to hide it.

Nine AI exponentials are now synchronized — forming an intelligence flywheel that won’t stop on its own.

Who owns the engine decides who gets abundance.
👉 mutualhorizons.manifoldclub.com/posts/the-en...

#AI #PostLabor

The tragedy of the commons isn’t fate — it’s a design problem.
Ostrom showed how communities govern shared resources; DAOs and Mutual AI let us scale that logic globally.

A new essay on the architecture of cooperation:
mutualhorizons.manifoldclub.com/posts/the-de...

#Mutualism #PostLabor

If corporations were the shared fiction of the industrial age, DAOs may become the shared fiction of the cooperative one.

Solarpunk Governance explores how DAOs can make Mutualism programmable — building a post-labor world.

👉 mutualhorizons.manifoldclub.com/posts/solarp...

Automation scales efficiency. Mutualism scales cooperation.
If Post-Labor Economics is the why, Mutualism is the how.
The architecture of the future is cooperative. 🌞
Full essay: mutualhorizons.manifoldclub.com/posts/introd...
#PostLabor #Mutualism #AI #Cooperation

What happens when human labor is no longer the source of value?
Control over automation becomes control over society itself.
Read how Post-Labor Mutualism can turn automation into collective abundance:
🔗 mutualhorizons.manifoldclub.com/posts/what-d...

We’re at a turning point.
⚙️ AI is reshaping work
🌍 Climate change is reshaping our world
📉 Old economics are straining
I’ve launched Mutual Horizons — exploring how #PostLabor + #Mutualism can guide us toward a cooperative #Solarpunk future. 🌱✨
mutualhorizons.manifoldclub.com
👇

🏴🤗 Keeping it simple.
David Graeber explains Anarchism
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#philosophy #anarchism #politics #left