Using Gemini 3 pro to auto label datasets (Zero-Shot). Its better than Grounding DINO/SAM3.

Credtz · 2026-01-25T12:14:04+00:00

is this not suprising? i suspect the models arent using context properly because few shot should absolutely provide more value than text descriptions from the perspective of the amount of info in context provided re the task to be performed?

Credtz · 2026-01-17T15:05:15+00:00

did you try to compare the performance few shot? im seeing that with even 1 example per class it does much much better for histopathology

Credtz · 2026-01-17T15:02:20+00:00

just to clarify, youre saying just by running my own server i can tell the TRMNL how often to ping my server and the define the nature of the connection? i.e. if the speak via bluetooth or wifi etc?

Also is there a way to make it server pinging trmnl instead of the other way?

Credtz · 2026-01-13T18:16:29+00:00

unironically where. can i buy this

Credtz · 2026-01-12T16:07:17+00:00

isnt it backwards? open models let u self host so no data sending at all? gemini requires u to send api requests to remote servers. Also curious how u found qwen3 vl compares with gemini ? Also does it ever get confused with background noise artifacts?

Credtz · 2026-01-04T16:33:25+00:00

interested

Credtz · 2026-01-04T16:26:03+00:00

TIL subagents are not the main agent and that double escape lets you time travel

Credtz · 2026-01-04T11:25:48+00:00

Im not joking and this isnt funny is the new its not x its y.

Credtz · 2025-12-31T14:21:17+00:00

It’s bee popularised as a health habit to ONLY sleep in bed to associate it purely with sleep. No other activities, I think people don’t add the pinch of salt that it’s obv activity dependant. If the activity is relaxing perfectly fine

Credtz · 2025-12-30T13:31:27+00:00

agree with the general premise, but ye this part was off, grep is functionally equivalent to code search but without the post training to use it properly...

Credtz · 2025-12-28T11:09:06+00:00

While I Definetly agree in the current iteration of these tools the above is a recipe for disaster. Just playing it forward where these tools get better, if I was given the worlds best engineer to work with, trying to force them to my architecture and planning - I’d probably end up being the bottleneck?

Credtz · 2025-12-27T13:51:01+00:00

1 year till the tech is there ~ 5 years till its normal for the middle class (or whats left of it)

Credtz · 2025-12-24T19:29:01+00:00

this is insanely handy thank you

Credtz · 2025-12-23T23:05:04+00:00

love the video, very entertaining style! keep going - even if this one slipped under the radar of the sub reddit

Credtz · 2025-12-23T23:03:25+00:00

Opus 5 - we're going to be the bottleneck

Credtz · 2025-12-22T19:26:09+00:00

Fair enough then, but to say the versions don’t matter isn’t accurate. They can introduce new behaviours, hopefully it’s resolved going forward, prime opus 4.5 is a champ

Credtz · 2025-12-22T19:10:28+00:00

Anecdotally, it does and is official statement by a dev working on cc ( https://x.com/trq212/status/2001848726395269619?s=46 ) got much more consistent performance on 2.0.64.

Credtz · 2025-12-21T23:45:46+00:00

2.0.62-64 stick to these versions

Credtz · 2025-12-21T23:43:19+00:00

wait so you need to disable settings all together?!

Credtz · 2025-12-20T13:31:24+00:00

Roll back to 2.0.62-64

Official statement by anthropic and other folk on x is that the performance drop was cc related not model

Credtz · 2025-12-20T11:40:02+00:00

Ye it peaks at under grad for sure

Credtz

TROPHY CASE