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  <title>The Revision</title>
  <link>https://therevision.co</link>
  <description>Tech news, decoded.</description>
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  <title><![CDATA[A Framework Lets LLMs Patch Themselves Using Research Papers]]></title>
  <link>https://therevision.co/articles/a-framework-lets-llms-patch-themselves-using-research-papers</link>
  <guid isPermaLink="true">https://therevision.co/articles/a-framework-lets-llms-patch-themselves-using-research-papers</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[PAPER2LLM++ tests whether research-reported model flaws still exist, then tries, evaluates, and commits only the fixes that actually help.]]></description>
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  <title><![CDATA[New AI System Turns Tax Law Into Verified Code]]></title>
  <link>https://therevision.co/articles/new-ai-system-turns-tax-law-into-verified-code</link>
  <guid isPermaLink="true">https://therevision.co/articles/new-ai-system-turns-tax-law-into-verified-code</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[Researchers built a neuro-symbolic pipeline that hit 100% accuracy on held-out tax returns, far outpacing a lone large language model's 66%.]]></description>
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  <title><![CDATA[Most LLM Routers Don't Beat a Coin Flip, Study Finds]]></title>
  <link>https://therevision.co/articles/most-llm-routers-dont-beat-a-coin-flip-study-finds</link>
  <guid isPermaLink="true">https://therevision.co/articles/most-llm-routers-dont-beat-a-coin-flip-study-finds</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new benchmark shows commercial LLM routers routinely underperform random selection between two well-chosen models at matched cost.]]></description>
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  <title><![CDATA[Looped Language Models Mostly Keep Their Reasoning Visible]]></title>
  <link>https://therevision.co/articles/looped-language-models-mostly-keep-their-reasoning-visible</link>
  <guid isPermaLink="true">https://therevision.co/articles/looped-language-models-mostly-keep-their-reasoning-visible</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new study finds looped transformers only get harder to monitor under stress tests on certain logic and science tasks, not across the board.]]></description>
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  <title><![CDATA[Cooking videos become test labs for AI planning agents]]></title>
  <link>https://therevision.co/articles/cooking-videos-become-test-labs-for-ai-planning-agents</link>
  <guid isPermaLink="true">https://therevision.co/articles/cooking-videos-become-test-labs-for-ai-planning-agents</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new benchmark compiles cooking videos into simulated kitchens where AI planners keep taking valid actions that still don't finish the task.]]></description>
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  <title><![CDATA[Few-Shot Time Series Classifier Needs Just a Handful of Labels]]></title>
  <link>https://therevision.co/articles/few-shot-time-series-classifier-needs-just-a-handful-of-labels</link>
  <guid isPermaLink="true">https://therevision.co/articles/few-shot-time-series-classifier-needs-just-a-handful-of-labels</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new dual-stream LSTM model classifies time series using only a handful of labeled examples per class, beating prior methods across 19 benchmark datasets.]]></description>
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  <title><![CDATA[New Method Lets AI Models Rewrite Bad Reasoning Steps]]></title>
  <link>https://therevision.co/articles/new-method-lets-ai-models-rewrite-bad-reasoning-steps</link>
  <guid isPermaLink="true">https://therevision.co/articles/new-method-lets-ai-models-rewrite-bad-reasoning-steps</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new technique called Seg-OPD trains language models to rewrite their own faulty reasoning steps, lifting accuracy about 5 percent on math and coding tasks.]]></description>
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  <title><![CDATA[Researchers Cut AI Agent Memory Costs by Up to 85 Percent]]></title>
  <link>https://therevision.co/articles/researchers-cut-ai-agent-memory-costs-by-up-to-85-percent</link>
  <guid isPermaLink="true">https://therevision.co/articles/researchers-cut-ai-agent-memory-costs-by-up-to-85-percent</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new graph-based memory design lets AI agents reuse strategies across tasks without ballooning context windows or construction costs.]]></description>
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  <title><![CDATA[Study Finds AI Models Struggle to Update Patient Risk Estimates]]></title>
  <link>https://therevision.co/articles/study-finds-ai-models-struggle-to-update-patient-risk-estimates</link>
  <guid isPermaLink="true">https://therevision.co/articles/study-finds-ai-models-struggle-to-update-patient-risk-estimates</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[New research shows large language models often double down on prior judgments as ICU patient data changes, and prompting doesn't fix it.]]></description>
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  <title><![CDATA[DataWeave Lets Journalists Keep LLMs on a Short Leash]]></title>
  <link>https://therevision.co/articles/dataweave-lets-journalists-keep-llms-on-a-short-leash</link>
  <guid isPermaLink="true">https://therevision.co/articles/dataweave-lets-journalists-keep-llms-on-a-short-leash</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A system built with journalists treats chatbots as collaborators to correct, not oracles to trust, while digging through a federal education dataset.]]></description>
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  <title><![CDATA[Long-Horizon AI Agents Quietly Violate Earlier Safety Rules]]></title>
  <link>https://therevision.co/articles/long-horizon-ai-agents-quietly-violate-earlier-safety-rules</link>
  <guid isPermaLink="true">https://therevision.co/articles/long-horizon-ai-agents-quietly-violate-earlier-safety-rules</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new study finds AI agents forget safety constraints set earlier in a conversation 11.5% of the time, prompting a proposed two-layer fix.]]></description>
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  <title><![CDATA[Study Maps How AI Agents Adopt Beliefs From Peers]]></title>
  <link>https://therevision.co/articles/study-maps-how-ai-agents-adopt-beliefs-from-peers</link>
  <guid isPermaLink="true">https://therevision.co/articles/study-maps-how-ai-agents-adopt-beliefs-from-peers</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new study finds LLM agents adopt beliefs via a sigmoid tipping point driven by claim plausibility, source trust, and the agent's own priors.]]></description>
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  <title><![CDATA[Voice AI Answers Speech Questions Without Transcribing First]]></title>
  <link>https://therevision.co/articles/voice-ai-answers-speech-questions-without-transcribing-first</link>
  <guid isPermaLink="true">https://therevision.co/articles/voice-ai-answers-speech-questions-without-transcribing-first</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[DuplexJev skips transcription and still matches it on accuracy, while also picking up speaker tone that transcripts throw away.]]></description>
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  <title><![CDATA[Researchers and eBay Tackle AI's Broken Feedback Buttons]]></title>
  <link>https://therevision.co/articles/researchers-and-ebay-tackle-ais-broken-feedback-buttons</link>
  <guid isPermaLink="true">https://therevision.co/articles/researchers-and-ebay-tackle-ais-broken-feedback-buttons</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new study built with eBay finds that most AI feedback tools are hard to find and confusing, then tests a prototype meant to fix both problems.]]></description>
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  <title><![CDATA[Polite Requests Trip Up AI Email Assistants, Study Finds]]></title>
  <link>https://therevision.co/articles/polite-requests-trip-up-ai-email-assistants-study-finds</link>
  <guid isPermaLink="true">https://therevision.co/articles/polite-requests-trip-up-ai-email-assistants-study-finds</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[New research finds email AI agents skip tasks when requests sound indirect, formal, or use regional dialects, even after retrieving the right email.]]></description>
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  <title><![CDATA[Study Finds AI Bias Judges Blind to Non-Western Politics]]></title>
  <link>https://therevision.co/articles/study-finds-ai-bias-judges-blind-to-non-western-politics</link>
  <guid isPermaLink="true">https://therevision.co/articles/study-finds-ai-bias-judges-blind-to-non-western-politics</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[Researchers built a 12-culture benchmark showing AI bias judges catch American political splits but miss religious and colonial fault lines elsewhere.]]></description>
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  <title><![CDATA[New Optimizer Lets AI Agents Rewrite Their Own Prompts and Tools]]></title>
  <link>https://therevision.co/articles/new-optimizer-lets-ai-agents-rewrite-their-own-prompts-and-tools</link>
  <guid isPermaLink="true">https://therevision.co/articles/new-optimizer-lets-ai-agents-rewrite-their-own-prompts-and-tools</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[VERSE, a new optimizer, improves AI coding agents by testing and verifying its own edits before applying them, beating prior methods on benchmark tasks.]]></description>
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  <title><![CDATA[Researchers Say Forecasting Benchmarks Miss Real World Failures]]></title>
  <link>https://therevision.co/articles/researchers-say-forecasting-benchmarks-miss-real-world-failures</link>
  <guid isPermaLink="true">https://therevision.co/articles/researchers-say-forecasting-benchmarks-miss-real-world-failures</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new arXiv paper argues noise-based robustness tests miss the structured, system-level failures that actually break forecasting models in production.]]></description>
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  <title><![CDATA[A Benchmark for Predicting How Fake Meat Actually Tastes]]></title>
  <link>https://therevision.co/articles/a-benchmark-for-predicting-how-fake-meat-actually-tastes</link>
  <guid isPermaLink="true">https://therevision.co/articles/a-benchmark-for-predicting-how-fake-meat-actually-tastes</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[TasteBench benchmarks AI models on predicting whether plant-based foods taste like their animal-based targets, exposing how little human tasters agree.]]></description>
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  <title><![CDATA[New Benchmark Finds Most AI Agent Research Claims Don't Hold Up]]></title>
  <link>https://therevision.co/articles/new-benchmark-finds-most-ai-agent-research-claims-dont-hold-up</link>
  <guid isPermaLink="true">https://therevision.co/articles/new-benchmark-finds-most-ai-agent-research-claims-dont-hold-up</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new methodology that audits agents' execution logs instead of their final scores finds only 16 to 29 percent of claimed improvements actually check out.]]></description>
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  <title><![CDATA[Study Finds AI Classifiers Follow Labels, Not Definitions]]></title>
  <link>https://therevision.co/articles/study-finds-ai-classifiers-follow-labels-not-definitions</link>
  <guid isPermaLink="true">https://therevision.co/articles/study-finds-ai-classifiers-follow-labels-not-definitions</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[Researchers found open-weight AI classifiers often judge options by their label, not their definition, and one line of prompt code decides which.]]></description>
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  <title><![CDATA[New Training Method Cuts AI Yes-Man Advice]]></title>
  <link>https://therevision.co/articles/new-training-method-cuts-ai-yes-man-advice</link>
  <guid isPermaLink="true">https://therevision.co/articles/new-training-method-cuts-ai-yes-man-advice</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new training technique trains chatbots to weigh everyone affected by a conflict, not just the user asking for advice, cutting harmful endorsements sharply.]]></description>
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  <title><![CDATA[New AI Debate Protocol Makes Honesty the Best Strategy]]></title>
  <link>https://therevision.co/articles/new-ai-debate-protocol-makes-honesty-the-best-strategy</link>
  <guid isPermaLink="true">https://therevision.co/articles/new-ai-debate-protocol-makes-honesty-the-best-strategy</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new theoretical protocol for AI debate closes a loophole that let dishonest AI debaters win under the old rules, without needing a smarter judge.]]></description>
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  <title><![CDATA[Study Finds Fine-Tuning Beats Retrieval for AI World Models]]></title>
  <link>https://therevision.co/articles/study-finds-fine-tuning-beats-retrieval-for-ai-world-models</link>
  <guid isPermaLink="true">https://therevision.co/articles/study-finds-fine-tuning-beats-retrieval-for-ai-world-models</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new comparison finds fine-tuned language models beat retrieval-based ones at simulating environments for AI agents, though a hybrid of both works best.]]></description>
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  <title><![CDATA[AI Research Agents Learn When to Dig Deeper or Stop]]></title>
  <link>https://therevision.co/articles/ai-research-agents-learn-when-to-dig-deeper-or-stop</link>
  <guid isPermaLink="true">https://therevision.co/articles/ai-research-agents-learn-when-to-dig-deeper-or-stop</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new architecture splits AI research agents into a planner and an executor so they learn what to investigate next without retraining on full execution traces.]]></description>
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  <title><![CDATA[LLMs Now Help Refine, Not Replace, Cognitive Science Models]]></title>
  <link>https://therevision.co/articles/llms-now-help-refine-not-replace-cognitive-science-models</link>
  <guid isPermaLink="true">https://therevision.co/articles/llms-now-help-refine-not-replace-cognitive-science-models</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new AI pipeline edits human-built cognitive models instead of replacing them, and finds a small set of code fixes explains most of the improvement.]]></description>
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  <title><![CDATA[Campus AI Tutor Keeps Smaller Model Over Flashier Rivals]]></title>
  <link>https://therevision.co/articles/campus-ai-tutor-keeps-smaller-model-over-flashier-rivals</link>
  <guid isPermaLink="true">https://therevision.co/articles/campus-ai-tutor-keeps-smaller-model-over-flashier-rivals</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A university's AI tutor picked a smaller local language model over bigger rivals after speed and accuracy tests on course material.]]></description>
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  <title><![CDATA[ProWAM Teaches Robots to Plan With Sparse Visual Goals]]></title>
  <link>https://therevision.co/articles/prowam-teaches-robots-to-plan-with-sparse-visual-goals</link>
  <guid isPermaLink="true">https://therevision.co/articles/prowam-teaches-robots-to-plan-with-sparse-visual-goals</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new robotics model predicts sparse visual sub-goals instead of full video, boosting real-world task success by 15 percentage points over the best baseline.]]></description>
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  <title><![CDATA[UK Hospital Staff Trust Google Translate More Than They Should]]></title>
  <link>https://therevision.co/articles/uk-hospital-staff-trust-google-translate-more-than-they-should</link>
  <guid isPermaLink="true">https://therevision.co/articles/uk-hospital-staff-trust-google-translate-more-than-they-should</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new study finds healthcare workers often assume Google Translate handles medical abbreviations correctly, a risky bet with patient safety on the line.]]></description>
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  <title><![CDATA[Study Finds AI Judges Agree on Ranking but Miss Real Acceptance Rates]]></title>
  <link>https://therevision.co/articles/study-finds-ai-judges-agree-on-ranking-but-miss-real-acceptance-rates</link>
  <guid isPermaLink="true">https://therevision.co/articles/study-finds-ai-judges-agree-on-ranking-but-miss-real-acceptance-rates</guid>
  <pubDate>Mon, 05 Oct 2026 04:00:00 GMT</pubDate>
  <description><![CDATA[A new audit finds that AI judges can rank job-related chatbot answers in the right order while badly missing the real acceptance rates workers report.]]></description>
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