24:I[50237,["/_next/static/chunks/0db4v-xi1q-jq.js","/_next/static/chunks/02-tqo9.1..63.js","/_next/static/chunks/0d3shmwh5_nmn.js","/_next/static/chunks/12wcqrolhhiqu.js"],"Posts"] 25:T41a,I've often found that agents do stupid things when implementing requests. When I only see their changes with limited context in a scroll-by approval blob, it's easy to miss some of that stupidity. In those cases, I'll often only see it when I can review the full change in context in a PR.

This tool adds a local review step, giving the human a final opportunity to be in the loop: your agent commits the changes, pushes to a local 'review' remote, and waits for feedback. The push itself opens a review via post-receive hook, and provides you with a localhost URL to review the changes.

If you request changes via inline comments (like you would for a PR), the agent sees the comments and makes adjustments. It pushes again and the process repeats until you're satisfied.

When you approve the change, your agent can take whatever step is next in your normal workflow - push to open an actual PR, merge locally, etc. These are lightweight instructions (~500 tokens) that should be customized for your workflow.26:T508,The phone is designed as part of the chain — a cornerstone of it. All on-chain truth lives on the phone side.

The chain isn't deployed yet. The bigger it gets, the more unwieldy it becomes — 3 million lines of Rust, 312 crates. It's starting to feel like it could collapse under its own weight.

The wallet generates keys directly inside the phone's chip TEE. The private key never leaves the TEE. That genuinely lets you say goodbye to annoying private keys and mnemonics for good.

I put up a preview of the wallet client on GitHub:

https://github.com/niumeta-TZ/niumeta/releases/tag/NiuMeta-Mobile-Client-APK-Preview-Multilingual.apk

It's open source now — 1.5 million lines of code. The consensus and core business logic aren't open sourced yet.

https://github.com/niumeta-TZ/niumeta

0 stars. The original repo had 200+ stars. GitHub said it triggered an AI risk-control flag and 404'd it. I appealed for 10 days, no resolution, so I just deleted it and rebuilt a new one. I feel like GitHub is outdated now — you can't update at the pace of "old-school programming" anymore. Every update has to be a massive batch, and even then it still gets flagged. Speechless.

Cerebras-powered, instant design canvas using Qwen3.8-27B [video]