dev
Cultivating curiosity for software developers
@darrylyeo
❌ computer programmer
❌ software developer
✅ context manager
✅ invariant specifier
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@monteluna
Karpathy released this interesting microgpt code that gives a look into how LLMs work under the hood.
The interesting part: "What’s the deal with “hallucinations”? The model generates tokens by sampling from a probability distribution. It has no concept of truth, it only knows what sequences are statistically plausible given the training data."
https://karpathy.github.io/2026/02/12/microgpt/
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@monteluna
I wouldn't necessarily say this. I've used multiple indexing solutions ( @dune.eth, @envio, and touched some others).
The fundamental issue is trying to sync data between two different computers is a hard problem. There's blockchain state, then the indexer solutions usually roll with their own database that syncs events. Usually teams also want a third (or more) product database.
Maintaining messages between each layer is hard. Also, since the indexers only capture specific events that you listen for, every time you want a new event, you have to re-index and orchestrate how you want to update the product database, while also maintaining uptime.
It doesn't matter if you're using Base or any other chain, the problems are across whatever L2's data you're interested in. Data engineering is hard in general.
https://x.com/LefterisJP/status/2028048813491995122
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@quest
This mirrors a lot of thoughts I have had about AI assisted development. Worth the time to read.
https://tomwojcik.com/posts/2026-02-15/finding-the-right-amount-of-ai/
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@darrylyeo
“Bug-free code, long considered an idealistic delusion, will finally become first possible and then a basic expectation.”
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@zachharris.eth
Meanwhile, I thought they were gonna do the right thing and eliminate price price gouging for good…
Turns out it was just a lapsed customer reactivation strategy
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@morganlefay.eth
Always supporting the team and everything you’ve built with Bracky. It’s natural for people to have different perspectives and visions, especially in a space that moves this fast. What truly matters is the character and integrity of the people behind the project — and I genuinely believe this team is made up of some of the best. Much respect to you and to $bracky, whatever direction you choose 🤍
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@joeblau
Realtime backend database for web dev. Great for AI agents, Crypto, whatever. It's like the modern version of Firebase.
https://convex.dev/referral/JOEBLA1243
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