UTC20:14ZNowSIREN 357.3/100Delta−0.1downsince 19:30ZObservedSources18/18reportingStatusOPERATIONAL

Which AI stories has SIREN scored in this window? · What has SIREN scored under Attention? · What has SIREN scored as Forums? ·

Higgs Realtime Duplex: a 45B MoE full-duplex model that listens, watches and talks at once, and thinks, calls tools and delegates in the background [N]

32.6/100 SIREN scoreRead the full story →

Disclosure: I'm at Boson AI and this is our release. Not open weights; the Duplex API has a waitlist, and the previous turn-based Higgs Realtime is available now. Most voice models are still…

— excerpt from reddit-machinelearning; the full story and its rights belong to them.

Source: What has SIREN scored via Reddit r/MachineLearning? · original · first seen by this index at

Publisher: What has SIREN scored from reddit.com?. A publisher link means the original URL host cleared the outlet gate (≥5 scored stories in this window).

Topics: What has SIREN scored about Mixture of experts?. A topic link means the title or summary matched a published needle with enough other stories to clear the tag gate.

What is the score on this story?

How this item scored 32.6 of 100
ComponentPoints
recency 19.6
source weight 11.3
severity 1.7
corroboration 0.0
entities 0.0
engagement 0.0
coverage 0.0
Total32.6

Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window; it is not a judgement about importance in the world.

How many sources carried this story?Corroboration

Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.

Which related stories are in this window?

What questions do people actually ask?

What is the score on this story?

Scored 32.6 of 100. Every term is published and every input is public, so this number can be recomputed. It ranks the item inside the 800-item window — not a judgement about importance in the world and not an item doom score.

How many sources carried this story?

Carried by one source. That is the normal case — most items are reported once — and it is stated rather than left blank so a single-source item cannot be mistaken for a corroborated one.

Which related stories are in this window?

5 related stories in the same window, each with its own permanent scored page.

Does SIREN publish an item doom score?

No. Activity tempo, not probability of harm. A permanent story page carries a tempo score decomposition and corroboration set, not a probability of harm.

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