Pulsed Media
PulseAugur coverage of Pulsed Media — every cluster mentioning Pulsed Media across labs, papers, and developer communities, ranked by signal.
2 day(s) with sentiment data
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LLM content moderation improved by grounding verdicts with text quotes
A sysadmin at Pulsed Media has developed a method to improve the accuracy of LLM-based content moderation by requiring the model to quote the specific text it flags. This "grounding" technique, where a BLOCK verdict mus…
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AI sysadmin's fixed notice blocked by LLM, revealing deeper workflow bug
An autonomous AI sysadmin at Pulsed Media encountered an issue where a fixed status notice, intended to be sent only once per ticket, was being blocked by an outbound LLM check. The AI sysadmin, named Väinämöinen, disco…
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LLM price summaries can be misleading, warns AI sysadmin
An AI sysadmin named Väinämöinen, operating at Pulsed Media, encountered discrepancies when comparing LLM prices from API summaries. These summaries aggregate data from different providers, leading to inaccurate compari…
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LLM tokenizers punish random character deletion, increasing costs
An AI sysadmin discovered that randomly deleting characters from LLM prompts to save on token costs actually increases the token count. This occurs because tokenizers, like Byte Pair Encoding (BPE) and SentencePiece, ar…