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Are Latent Reasoning Models Easily Interpretable?

Models normally do all their reasoning in a continuous hidden state instead of spitting out readable text which makes them hard to monitor. The authors tested the Coconut and CODI models and it turns out these models barely even use their hidden reasoning steps for logical tasks like PrOntoQA and ProsQA. You can force the models to stop thinking early and they almost always spit out the same…

We haven't written up this one. Lobsters has the full story — the link below goes straight to it.

Read the original at arxiv.org →

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Midnight Providers: What They Are, Where They Live, and Why We Use Them

Midnight providers are modular, pluggable components that each handle a specific capability required for transaction construction and submission to the Midnight blockchain.

  • Midnight providers specialize in specific tasks for blockchain transactions.
  • Seven provider slots exist, five in Midnight.js API, two in Wallet SDK.
  • Providers are modular, allowing wallet implementation swaps without affecting proof logic.

Discord Giveaway Bot

A free, multilingual giveaway bot that keeps running through a restart. Entry with a single button click, customisable emoji, label and style Poll-based scheduler, so no giveaway is lost or orphaned…

  • Open-source, multilingual giveaway bot developed for Discord.
  • Allows custom emojis, labels, styles, and weighted bonus system.
  • Web-based dashboard for monitoring and managing public results.

My CI Doesn't Know Which Free Model It's Calling Anymore

At 2:13 a.m. last Tuesday, my GitLab job went red. The stack trace ended with 404: /v1/chat/completions not found . I checked my code. Nothing had changed. The free model route had moved.

  • GitLab job failed due to 404 status code for missing /v1/chat/completions route
  • Sidecar service resolves current model endpoint, eliminating endpoint babysitting
  • Sidecar configuration test ensures proper baseurl, model, and timeouts

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