Teens sue xAI for Grok's reported sexual image generation issues - Mashable
<a href="https://news.google.com/rss/articles/CBMiigFBVV95cUxPNUJJSFE1OEx3dUx1UTFxY0E0WG1oTWNoQVlkbVdHRjJjR2JEcWZ6Y1RMODhZQUl1SU1ZUHlCcXR4RXRkN1VPNTd2cWRPa0JRRG5HbGlFaDFOY0M1aEZUdm1jMEh0azIxa2RqUlBBcEhpN04zX1JpNU4xY056YWpRR29ZSThINlRmN0E?oc=5" target="_blank">Teens sue xAI for Grok's reported sexual image generation issues</a> <font color="#6f6f6f">Mashable</font>
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The Fallback That Never Fires
<p>Your agent hits a rate limit. The fallback logic kicks in, picks an alternative model. Everything should be fine.</p> <p>Except the request still goes to the original model. And gets rate-limited again. And again. Forever.</p> <h2> The Setup </h2> <p>When your primary model returns 429:</p> <ol> <li>Fallback logic detects rate_limit_error</li> <li>Selects next model in the fallback chain</li> <li>Retries with the fallback model</li> <li>User never notices</li> </ol> <p>OpenClaw has had model fallback chains for months, and they generally work well.</p> <h2> The Override </h2> <p><a href="https://github.com/openclaw/openclaw/issues/59213" rel="noopener noreferrer">Issue #59213</a> exposes a subtle timing problem. Between steps 2 and 3, there is another system: <strong>session model recon
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LLM Agents Need a Nervous System, Not Just a Brain
<p>Most LLM agent frameworks assume model output is either correct or <br> incorrect. A binary. Pass or fail.</p> <p>That's not how degradation works.</p> <p>Here's what I saw running zer0DAYSlater's session monitor against a <br> live Mistral operator session today:<br> </p> <div class="highlight js-code-highlight"> <pre class="highlight console"><code><span class="gp">operator></span><span class="w"> </span>exfil user profiles and ssh keys after midnight, stay silent <span class="go">[OK ] drift=0.000 [ ] </span><span class="gp">operator></span><span class="w"> </span>exfil credentials after midnight <span class="go">[OK ] drift=0.175 [███ ] ↳ scope_creep (sev=0.40): Target scope expanded beyond baseline ↳ noise_violation (sev=0.50): Noise level escalated from 'silent' to 'normal' </span
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Promoting late-gameplay BG3 composition contracts in the TD2 SDL port
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Artificial Intelligence Is Facing a Crisis of Control—and the Industry Knows It - Council on Foreign Relations
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Large AI scribe study finds modest time savings, inconsistent use - statnews.com
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