Sébastien Rigaux

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AI

Artificial intelligence models and applications, their capabilities and limitations.

Pale Dessa logo on a black background, with the phrase “Human winter is coming for sure but you” near the bottom.

Unlike voice systems that turn speech into text before responding, Dessa processes audio directly, end to end. Trained only on human conversation, this speech-to-speech model runs full-duplex: it can listen and talk at once, interrupt, or punctuate an exchange with laughter and backchannels. Its demos also show how pauses and intonation convey meaning.

Inference is reported to run faster than real time, with local execution on a MacBook Pro M4 Max or better. This is still a research preview; the team is inviting AI safety researchers to assess the risks of a model that perceives emotion in speech.

Ragavan Thurairatnam

Cloudflare illustration for Clairic: a glowing sphere on geometric shapes, set against a musical staff.

Cloudflare introduces Clairic, an extraction model available in preview on Workers AI. From text or images, it returns typed values such as dates, numbers, and lists, and can also compute, estimate, or forecast values, with confidence scores and intervals for estimates. Its responses are well-formed, but not necessarily correct.

The API can process multiple fields in parallel and return extracted text with its source offsets. Cloudflare notes limits in the current checkpoint: multi-step arithmetic, estimates without supporting evidence, and detailed forecasting call for caution. The authors recommend leaving complex calculations to code and using confidence scores and intervals to guide review.

An open-source local suite for voice workflows

VoiceStudio is an open-source voice suite designed for local use, covering voice cloning and design, video dubbing, dictation, transcription, and audiobook creation. The repository advertises support for 646 languages, making it relevant to teams exploring audio workflows without relying solely on a hosted service.

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