Fool @afoolcodes

Engineering Experiences vedanshh.com Joined September 2021

Tweets

5K
Followers

932
Following

239
Likes

7K

Fool @afoolcodes

4 hours ago

@jerkeyray its not the speaker but always the listner you know :p

1 0 1 10 0

View Details

my current opinion is that people are over optimizing for multi-agent and under optimizing for compute allocation. most agent failures i see aren't because there weren't enough agents, it's because the system treated every step equally. reviewing shouldn't get the same budget as writing. planning shouldn't get the same budget as execution. retrieval shouldn't get the same budget as synthesis. good agents probably don't need fixed thinking budgets or fixed topologies. they need the ability to decide: "is this worth thinking harder about?" sometimes that means one model doing multiple passes. sometimes that means spawning specialists. sometimes that means stopping early. static pipelines feel like compiling intelligence into infrastructure.

2 0 6 126 0

View Details

Fool @afoolcodes

5 hours ago

i think "compute allocation" is broader than just these you mentioned. there's also allocation across: context: what information deserves to stay live vs get compressed or dropped verification: which outputs deserve checking vs trusting first pass tool depth: when to search once vs branch into retrieval loops parallelism: what should happen concurrently vs sequentially memory: what should persist across steps vs remain local latency budget: where users actually notice waiting exploration vs commitment: when to generate alternatives vs lock in a lot of systems quietly waste compute not on inference, but on doing expensive work too early or on the wrong representation. multi agent is one way to spend compute. adaptive control over where compute goes feels more fundamental. to put it simply our agent should be smart enough to know when to ingest more and when to stop, when to loop, how much to take in, what questions to ask if not sure about something, what to do when a dead end occurs while keeping in mind the latency, tokens, hallucinations etc.

1 0 1 15 0

View Details

Fool @afoolcodes

10 hours ago

@ultrathink_art but context is something everyone focuses on and is very generic nowadays right?

0 0 0 13 0

View Details

Fool @afoolcodes

16 hours ago

there are a lot of things that come into play when creating a docx file, and since you specifically said "format me a proposal", there are a lot of things taken into consideration of how each para should be styled/formatted. if you see the docx skill claude has utilized you would know what it is doing and why, its utilizing js script to create a docx file for you. how do you think claude will create a docx without using code?

0 0 1 131 0

View Details

Fool @afoolcodes

18 hours ago

@prajdabre bruh 😭

0 0 0 117 0

View Details

Fool @afoolcodes

a day ago

@AnushkaDesign idea was not mine, i also took from someone's portfolio.

1 0 1 17 0

View Details

Fool @afoolcodes

a day ago

i haven't been active on twitter these days so thought will give you guys a little update. past months i haven't been able to learn something substantial but rather gave everything to my company (which i am proud of). but now as things settle down i have made up my mind to post regularly and learn extensively. i somehow really got interested in the ml field, so will be learning that for a while. also i have revamped my portfolio: vedanshh.com proof that i am alive and happy :)

4 2 31 844 4

View Details

Fool @afoolcodes

a day ago

@prints_twt

0 0 0 16 0

View Details

Fool @afoolcodes

a day ago

@SMSarwar47 sirji, check whtsp

0 0 0 25 0

View Details

Fool @afoolcodes

a day ago

@vaishrising2023 yes yes, will try to post

0 0 0 13 0

View Details

Fool @afoolcodes

2 days ago

@dishantwt_ just start and everything else falls into place automatically

1 0 2 46 0

View Details

Fool @afoolcodes

2 days ago

maybe an unpopular opinion but in the longer run open-source models will win against the closed source frontier models. due to n number of reasons.

0 0 3 72 0

View Details

Fool @afoolcodes

2 days ago

@DaytonEllwanger haha fr

0 0 0 6 0

View Details

Fool @afoolcodes

3 days ago

there has never been a better time than now to learn coding by hand.

2 2 10 292 0

View Details

Fool @afoolcodes

3 days ago

@Neelaksh1402 @AhmedKaush68897 aap bhi kro chalu jldi

0 0 0 24 0

View Details

Kaushin @AhmedKaush68897

4 days ago

Before the models, before the code there's math. Revising linear algebra and calculus from scratch because I want to actually understand ML, not just use libraries. The notebook says ML Engineer. I'm going to earn that title. Red bottle. Purple keyboard. Let's go.

1 2 4 168 0

View Details

Fool @afoolcodes

4 days ago

@prints_twt

1 0 1 19 0

View Details

Fool @afoolcodes

5 days ago

haven't touched core maths since class 10th (its been 6 years), this is gonna be tough - but i have never been this excited to learn something. lessgoooo