AI makes judgement more important, not less
▲ 7 r/AISystemsEngineering+2 crossposts

AI makes judgement more important, not less

I’ve been messing around with a small software project and using different AI models to help me think through it.

What surprised me was how differently they behaved. One kept giving me more possibilities. Every time I thought I had the idea pinned down, it would suggest another direction. Another basically said: enough, pick something, define v1 and build it. And I realised neither was really answering the question I was struggling with: what is actually worth building?

AI is already pretty good at generating options, critiquing them, planning them and increasingly building them. But if generating and building things gets cheaper, choosing the right thing to do has probably become the harder part.

I’ve ended up thinking there’s a stage between exploration and execution that we don’t talk about enough. I’m calling it “convergence” — basically testing and killing off possibilities until you’re confident enough that one is actually worth pursuing.

Not claiming the term is new. The idea overlaps with a lot of existing work on exploration/exploitation, project uncertainty, benefits management etc. It was just interesting seeing the problem become so obvious while working with AI.

I wrote up the longer version here if anyone’s interested: https://gettoknow.you/library/before-you-build

But I’m more curious whether other people building with AI have noticed the same thing. Do you find AI helps you decide what to build, or mostly gives you more things you could build?

u/Beneficial_Time_2089 — 6 days ago
▲ 0 r/MandarinChinese+1 crossposts

Which tools help you to actually speak?

Redditers have struggled to differentiate MandarinOS from other language tools, so I created this graphic to explain why it is different and how it fits in with other learning tools.

It is still in beta testing stage and I am looking for any feedback at all: good or bad. So far I have had one person say “I love it…” but I’m waiting for him to use it for 10 or more days to see how much he improves.

Please click through to my landing page for anyone who is willing to help me test it out. It is designed for frustrated intermediate learners who are struggling to have conversations in Mandarin Chinese.
https://pointy-soap-22f.notion.site/You-probably-don-t-need-to-learn-more-Chinese-3797de0b533e818d8e75e9d59bdb0f9e?pvs=74

u/Beneficial_Time_2089 — 2 months ago
▲ 11 r/MandarinChinese+1 crossposts

MandarinOS - finally listening and conversation training

The research identifying the #1 neglected language skill (listening/speaking), the reasons why it is so hard, and the solution that MandarinOS provides. See if you want to join the beta testing.

youtu.be
u/Beneficial_Time_2089 — 3 months ago
▲ 147 r/Futurism+3 crossposts

The end of the end of history: a future history of western decline

The West did not collapse because it ran out of money or weapons. It collapsed because too many powerful people discovered they could become unimaginably rich by hollowing out their own civilization.
 
For years people argued about when the decline truly began. Some pointed to the incompetence and corruption of Donald Trump. Others blamed social media, globalization, immigration, or political extremism.
 
Later historians saw it more clearly.
 
Trump was a symptom, not the disease. He was the moment the disease became impossible to hide…  

open.substack.com
u/Beneficial_Time_2089 — 3 months ago