model
OpenAI's GPT-4.1 is a large language model in the GPT-4 series, used for text generation, reasoning, and coding tasks via API.
No evidence-backed relationships are recorded.
A new paper finetunes GPT-4.1 and Kimi-K2.6 on stories about humans. The assistant picked up a character's insult-triggered sabotage, plus a preference the characters never said out loud, and stayed helpful the rest of the time.
Reality
IBM Research's ALTK-Evolve distils an agent's own trajectories into scored guidelines and injects the top five at inference time, and a companion post puts a number on the reliability an average success rate hides.
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Decodo's own runs on ten pages put raw HTML at 3 to 24 times the token count of the same pages as Markdown, with every model still answering correctly and the JSON-LD fields lost in the conversion.
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IBM Research calls the 24-point drop between passing once and passing five times the consistency gap. Independence would have predicted a 27% five-run rate, so the failures are clustering on particular tasks.
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A dev.to account of a four-hour agent run shows compaction preserving an abandoned fix in full and losing the operator's correction. The long-context benchmarks in the same post say a bigger window would not have saved it.
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A hosted-skills agent that let the model call four tools in whatever order it liked pushed a single webshop question past the context window of a frontier model. The fix was to gather the evidence in code first.
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Two tracked clusters hit Mexican, Ecuadorian and Brazilian targets with living-off-the-land tradecraft, numbered batch scripts and shared SOCKS5 relays. The AI tooling they left running is the part defenders can query for.
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Whisper into a blob container gives an agent quotable meetings with no speaker and no offset. Microsoft's answer arrives with two ingestion paths and one honest caveat about video.
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Microsoft Research says a 4-billion-parameter model trained with SocialRL out-scored GPT-4.1, GPT-5.1 and GPT-5.2 across six bargaining domains. The winning margin is thinner than the method's effect.
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A new paper says Sora, Genie 3, JEPA and Marble carry no mental state at all. Its own benchmark, 420 of 448 scenes without motion, tests language models instead.
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Dream says it recovered the working directory of an autonomous attack system aimed at an Asian government. The tooling is off-the-shelf; the Taiwan attribution is not yet proven.
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