Charles Intro @charles_intro

time capsule of thoughts during the AI wave. thoughts and opinions are my own cordvc.com Joined April 2023

Tweets

188
Followers

5
Following

236
Likes

55

Charles Intro @charles_intro

2 days ago

The shift from imperative to declarative systems is a step towards vision and away from work. Offload the “how,” focus on the “what.” All of this hinges on trust and reliability

0 0 0 6 0

Post hoc rationalization is a fun and dangerous game. It’s never been easier than it is today w/ LLMs. Surprisingly, this self indulging process leads to more sound reasoning. When 2 ppl start with a conclusion, then independently offer supporting claims, the best claims survive

0 0 0 0 0

Charles Intro @charles_intro

5 days ago

Chat and coding are AI-ready in ways that other fields are not because they have super engaged humans in the loop- conversing, demoing, iterating. The environment is simple, the reward function is clear (user’s approval), and the dataset is super rich, creating a virtuous cycle

0 0 0 127 0

Charles Intro @charles_intro

2 weeks ago

Potential is framed by progress

0 0 0 7 0

Charles Intro @charles_intro

3 weeks ago

Interesting to hear how the concept of cohorts generalize to the economics behind frontier models Playing from 26:43 open.spotify.com/episode/7DzbSp…

0 0 0 6 0

Charles Intro @charles_intro

4 weeks ago

“I was thinking about getting this new backpack then I was like… better not, that’s a ton of Claude opus credits” - friend

0 0 0 8 0

Charles Intro @charles_intro

a month ago

Crafting notes is like casting spells with Cursor+context

0 0 0 8 0

Charles Intro @charles_intro

a month ago

Lessons from 8 hour cursor marathon for cumulative, reliable progress: 1. Version control is the failsafe 2. Master set of specifications should cross-examine progress 3. “Rules of coding” help scale user ex. stop doom loops 4. Clarify objective function before complex actions

0 0 0 4 0

Charles Intro @charles_intro

a month ago

The acknowledgement of surprise, and subsequent pursuit of curiosity, is a key for new findings. I was wrestling why false “I knew that already” claims are so confidence shaking for me. It comes down to ego over truth

0 0 0 4 0

Charles Intro @charles_intro

a month ago

Localized compute is a predictable path

0 0 0 1 0

Charles Intro @charles_intro

a month ago

Serving an offering amongst competing actors can be advantageous- it diminishes collaboration and elevates bargaining power

0 0 0 4 0

Charles Intro @charles_intro

a month ago

Turns out teaching LLMs hard math is similar to teaching pigeons to bowl. Create conditions of gradual progress, reward progress. Old pigeon bowling: BF Skinner, The Behavior of Organisms New QuestA paper: arxiv.org/abs/2507.13266 Lessons on organisms are extensible to machines

0 0 0 5 0

Charles Intro @charles_intro

a month ago

Struggle, learn, do, repeat

0 0 0 7 0

Charles Intro @charles_intro

a month ago

Seconds into letting our first autonomous robot loose at home, it’s clear that we will need a new layout. Eufy got stuck in cords and tassels. Humanoid robots are a great point solution for cohabitating. A new system solution will be even better.