j2p2 🟧

recursively defined; i'm a GEEK - GEEK Engineer Exploring Knowledge

[j2p2 🟧 @_jiga]

🤖 You won't believe these 100 ways GPT-4 can make your life easier! Say hello to your new AI best friend! 👋 A thread: #GPT4 #AILifeHack

[j2p2 🟧 @_jiga]

@tszzl @joannejang I think all LLMs next year will start response with vagueposting

[j2p2 🟧 @_jiga]

@zhengyaojiang here is autoresearch for llm architecture https://t.co/zANNxgrRjA

[j2p2 🟧 @_jiga]

https://t.co/TxDyp1dT4n

[j2p2 🟧 @_jiga]

https://t.co/TxDyp1dT4n

[j2p2 🟧 @_jiga]

@gregisenberg No GPU needed. I just ran 30 experiments on a CLI tool's lint rules using Gemini Flash. $0.15, 12 minutes, +14% quality improvement — shipped to GitHub automatically.

The pattern works on anything measurable. Here's the full breakdown 🧵
https://t.co/59mRMbInaA

[j2p2 🟧 @_jiga]

I let an AI run 30 experiments on my CLI tool overnight.

It found 2 hidden bugs, fixed them, and shipped a better version to GitHub while I slept.

Cost: $0.15
Time: 12 minutes
F1 score: 0.83 → 0.95

Here's exactly how it worked 🧵

[j2p2 🟧 @_jiga]

@karpathy ctxm is open source: https://t.co/41ispz5jRO

Autoresearch harness included. Swap in your eval.

30 experiments. $0.15. 12 min.

What system are you pointing this at?

[j2p2 🟧 @_jiga]

I let an AI run 30 experiments on my CLI tool overnight.

It found 2 hidden bugs, fixed them, and shipped a better version to GitHub while I slept.

Cost: $0.15
Time: 12 minutes
F1 score: 0.83 → 0.95

Here's exactly how it worked 🧵

[j2p2 🟧 @_jiga]

@karpathy What got shipped:

- too_generic_threshold: 100 → 60 chars
- llm_phrase_threshold: 2 → 3 matches
- antipattern_min_strength: 1 → 2 matches

Committed and pushed while I was in morning standup.

Overall F1: 0.8333 → 0.9500. Precision and recall both 1.0.

[j2p2 🟧 @_jiga]

@karpathy ctxm is open source: https://t.co/41ispz5jRO

Auto research harness included. Swap in your eval.

30 experiments. $0.15. 12 min.

What system are you pointing this at?

[j2p2 🟧 @_jiga]

@karpathy we are entering the Age of Agents

[j2p2 🟧 @_jiga]

@thibaultroux_ @karpathy it was simple enough- “explain this code using interactive visual infographics. be through and creative so anyone can understand”

[j2p2 🟧 @_jiga]

@LNow_ @obycode @v1n1_c0d35 @alexlmiller @mrwolf_btc @Stacks @muthusleuths may have some data

[j2p2 🟧 @_jiga]

@LNow_ @AdrianoDiLuzio same contract name with automatic versioning

[Stacks Status @stacksstatus]

Some independent app builders in the Stacks ecosystem were recently targeted via Github in an effort to insert malicious code in their app repositories. We have found no evidence of an attack or compromise of the sBTC or Stacks Core repositories, but because some of these open-source devs also contributed separately to other ecosystem projects (including sBTC), we are taking the opportunity to review security practices around sBTC and Stacks Core and provide more guidance to contributors about their personal and company setups.

Core development (including sBTC) already has extensive security practices in place including least-privilege permissions, branch protections, multi-man rules, MFA, code audits, and more. But as the Stacks ecosystem and sBTC usage grows, attempts on our software development process will become more common. We’re prepared for this increased scrutiny on our Github repositories and continue to strengthen our security practices.

Stacks core devs are working with internal and external security experts to further tighten our software development process. We’ll publish a more detailed analysis of the attempted attack and security measures that helped catch it, along with information on upgraded security processes to help prevent future attacks.

There are no user-facing changes at this time and no steps that users need to take - sBTC and the Stacks network continue to function as normal. Please note that as part of the sBTC development plan, it has filled its 3,000 BTC cap, and withdrawals are not enabled, so it is not currently possible to peg in or peg out of sBTC.

You can always report anything suspicious or find more information on security at https://t.co/XMsUnVHt3F.