UTC05:21ZNowSIREN 456.6/100Delta+0.5upsince 03:34ZObservedSources15/15reportingStatusOPERATIONAL

Which AI stories has SIREN scored in this window? · Which AI news tags have SIREN pages? · Which AI tags has SIREN scored stories about?

What has SIREN scored about Voice agents?

Voice-agent and speech-dialogue product stories scored in the newsroom or archive — coverage counts, not a forecast. A tag page lists scored stories whose title or summary matched a published needle — not a probability of harm and not a ranking of the companies named.

1Scored stories in window
7Older in archive

Which scored stories are tagged Voice agents in this window?

  1. Batched Speech Decisions Without Decoding: Single-Token Supervision Lets a Frozen LLM Hear Beyond the Transcript HF-DAILY-PAPERS · · capability 31.4

Which AI stories has SIREN scored in this window?

Which older scored stories are tagged Voice agents?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

  1. Voxlocal: a minimal voice agent written in Rust LOBSTERS-AI · · attention 19.9
  2. Hiding Tool Latency in On-Device Cascaded Voice Agent through Speculative Execution HF-DAILY-PAPERS · · capability 36.1
  3. Conversation Is a Two-Body Problem: Dyadic Evaluation of Full-Duplex Dialogue Models ARXIV-NEWEST · · capability 28.1
  4. VoCa: Designing Speech-Canvas Interaction for Voice-Based Conversational Agents ARXIV-NEWEST · · capability 23.2
  5. Do Audio LLMs Listen Before They Act? Diagnosing Acoustic-Context Gating in Voice Agents HF-DAILY-PAPERS · · capability 31.3
  6. Almost Human, Except When It Matters: VoxParity and the Decisions a Voice Should Change HF-DAILY-PAPERS · · capability 30.4
  7. SCB: SpeechConversationBench for Evaluating Multi-Turn Reasoning in Speech-to-Speech Models ARXIV-NEWEST · · capability 27.0

Which older AI stories has SIREN kept in the archive?

What questions do people actually ask?

What has SIREN scored about Voice agents?

8 scored stories match this published needle on SIREN (1 in the live window, 7 older in the archive). Voice-agent and speech-dialogue product stories scored in the newsroom or archive — coverage counts, not a forecast.

Which scored stories are tagged Voice agents in this window?

1 scored story matched this published needle in the current window. A tag page lists headlines — not a topic doom score.

Which older scored stories are tagged Voice agents?

Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.

Which other tags have scored stories?

Other published tags that clear the substance gate, each linking What has SIREN scored about that tag?

Does SIREN publish a Voice agents doom score?

No. Activity tempo, not probability of harm. A tag page lists matching headlines — not a probability of harm and not a ranking of the companies named.

Which other tags have scored stories?

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