Justin Pardee

Living in the AI bubble wondering why all my friends don't know who Claude is or why I talk about them so much

[Justin Pardee @justinpardee]

@DavidOndrej1 It is weird to see a betting platform use the odds its users give something of happening as a projection

[Justin Pardee @justinpardee]

@jxnlco Whats unlocked after game dev?

[Justin Pardee @justinpardee]

@ProjectOnT28479 @argofowl I have been almost exclusively using Codex after the 4.8 launch so I don't have a good reference on that but I have heard it got back closer to 4.7 usage rates

[Justin Pardee @justinpardee]

@DavidOndrej1 RIP 99.5% of people

[Justin Pardee @justinpardee]

@thsottiaux

[Justin Pardee @justinpardee]

@thsottiaux @skirano

[Justin Pardee @justinpardee]

@NicolasZu You need to have an orchestration loop that loops through your loops to make sure they are properly managing the loops that your agent loops loop through

[Justin Pardee @justinpardee]

@Angaisb_ https://t.co/DhAWZskYMx

[Higgsfield AI 🧩 @higgsfield]

Higgsfield Mod for Minecraft is live.

> prompt any building or city, even the Statue of Liberty
> create paintings with text-to-image
> snap a view and restyle it with image-to-image
> make videos from a prompt with text-to-video.
> animate in-game photos with image-to-video

[Justin Pardee @justinpardee]

Currently I have it review the same task from a cold state so there isn't context rot. The adversarial portion I have set up for it to be over aggressive on critiquing how the task was done.

When I am running a longer session through a /goal prompt I have it loop through review sessions until both the agent and the adversarial reviewer agree that the task is complete based on a score of 9/10.

[Justin Pardee @justinpardee]

@chetaslua I've been seeing more A/B test showing up in my image gens today as well

[Justin Pardee @justinpardee]

@HudsonByrd77 I have a repo mapping skill that builds an architectural map of the file system and critical files.

Then there is a stop hook that if this skill has been run in a repo it checks the diffs from the latest completed turn and updates those files if the diffs effect them.

[Justin Pardee @justinpardee]

@EthanLipnik We need an exclusive commemorative usage tier with a cool badge and higher usage for as long as our subs are active 😅

[Justin Pardee @justinpardee]

@HudsonByrd77 Read only adversarial review agents at the completion of a task has been a huge win for accuracy. On Stop in codex I have an agent review the last turns work and hand it back over to the agent.

[Justin Pardee @justinpardee]

@HudsonByrd77 Skills and hooks are the real magic

[Justin Pardee @justinpardee]

I think it is dynamic throttling on their end. When they need a bunch of compute to train new models or are under heavy usage loads.

Add in that AI models don't consistently give the same outputs by nature and are pretty prone to odd divergent behavior and it can become a weird compounding effect.

I think that is why you get such polar reactions on X where people simultaneously will claim a model feels smarter today while someone else says its dropped 30 IQ points.

[Justin Pardee @justinpardee]

@tawnniee Claude is LinkedIN
Codex is Reddit
Grok is 4chan

[Justin Pardee @justinpardee]

@flowersslop It will definitely come back as hardware improves to reduce the bulkiness problem and services like Project Genie @GoogleDeepMind allow for generative experiences and worlds to be streamed to them.

Lower on device hardware requirements for rendering mixed with lighter hardware.

[Justin Pardee @justinpardee]

@thekitze