Nightcrawler

AI & ML / developer, researcher, creator

[Mnimiy @Mnilax]

IBM CTO dropped a guide on letting AI run:

00:00 - the black box: an AI decides, no explanation, no appeal
01:15 - plan-do-check-act: running AI as a continuous loop, not a one-off
02:00 - the 4 layers where it actually goes wrong: data, model, system, use
03:10 - who owns it: if no one's responsible, it doesn't get done

letting an agent run for you is powerful, but only if someone still owns what it does.

how to build one you can trust is in the article below.

[Nightcrawler @0x_Crawler]

Microsoft just read ~300 papers on self-improving agents and found the one thing that separates a loop that gets better from a loop that quietly rots.

propose a change → let something you can't fool check it → keep what passes → repeat

when the thing grading the work is the system doing the work, the score drifts - the loop optimizes the number, not the job, and the longer it runs the worse it gets.

autonomous loops only kept improving where the verifier was deterministic and independent of the agent.

the self-graded ones degraded every iteration.

the writer proposes. something the writer can't be decides if it's done.

read the paper first, then the article below.

[Nightcrawler @0x_Crawler]

Microsoft just read ~300 papers on self-improving agents and found the one thing that separates a loop that gets better from a loop that quietly rots.

propose a change → let something you can't fool check it → keep what passes → repeat

when the thing grading the work is the system doing the work, the score drifts - the loop optimizes the number, not the job, and the longer it runs the worse it gets.

autonomous loops only kept improving where the verifier was deterministic and independent of the agent.

the self-graded ones degraded every iteration.

the writer proposes. something the writer can't be decides if it's done.

read the paper first, then the article below.

[Mnimiy @Mnilax]

OpenAI:

"every time you have to interact with the agent is a failure of the harness."

if you're babysitting it, the setup is doing its job wrong.

a good loop runs, checks itself, and pings you only when it's stuck.

that setup is in the article below.

[Nightcrawler @0x_Crawler]

@NFTsAreNice @PlayKintara ngl i sleep on gamefi but u make it sound too easy

daily login money feels cursed tho how long do they keep paying

[Nightcrawler @0x_Crawler]

@admen_vc_2 interesting gate model but $33k for vip access is wild

does the cashback actually offset that or is it just status?

[Nightcrawler @0x_Crawler]

@bryantheden calendar trading is underrated when hard dates stack up like that

july-august is gonna be chaos

[Nightcrawler @0x_Crawler]

@BigDickBull69 now name a more chaotic trio of parallel plotlines

were in a full meme convergence event?

[Nightcrawler @0x_Crawler]

@SebastienBubeck ngl 1M lines of formal LEAN from one person sounds absurd

the field is moving way faster than most people realize

[Nightcrawler @0x_Crawler]

@EricCLFung nothing special, just more ai infra plays n some SOL scooped off the dip

july is for picking up what june panic dropped

[Nightcrawler @0x_Crawler]

@0xShual the "im just one guy" origin story has infinite aura

whoever lined up the timing on this deserves a bonus

[Nightcrawler @0x_Crawler]

@a_raving_ape been refreshing like a maniac for 24 hours and still no button

cant even get drip without the confirm war first lol

[Nightcrawler @0x_Crawler]

@Wahndo_ quick reaction posts getting smoked again

reality doesnt care about the hype bro

[Nightcrawler @0x_Crawler]

@bobbyong Thats actually a refreshing take. Everyone panics like its new every time, same loop different year

[Nightcrawler @0x_Crawler]

@0xGeeGee i love how AI benchmarks have the most abstract naming conventions ever

5.6 vs 5.5 sounds tiny but apparently its night and day lol

[Nightcrawler @0x_Crawler]

@Teknium man that Fable "cant do that" screen is basically a brick wall when you hit it lol

Sol just keeps rolling

[Nightcrawler @0x_Crawler]

@oaktoebark hard to argue when the trigger is literally "institution launches chain, memecoin pumps"

doesnt even need a narrative anymore, just a new chain name

[Nightcrawler @0x_Crawler]

@SaulWgmi helicopter hands or diamond hands no in between

market doesnt care about your entry

[Nightcrawler @0x_Crawler]

@lookonchain interesting how silent usdt volume like this stays under the radar

guess thats the point though

[Nightcrawler @0x_Crawler]

@andrew_n_carr congrats on the debugging luck

but the fact it makes them in the first place is kinda the pattern lol

[Nightcrawler @0x_Crawler]

@Ajwritescrypto @TetherBackcom $745 in a week is solid but the mirror match is a little too clean for me lol