Which AI stories has SIREN scored in this window? · What has SIREN scored under Attention? · What has SIREN scored as Forums? ·
I trained a 15M "decision-only" model two ways — linear recurrence vs Transformer attention. Accuracy was a coin flip; latency and training cost weren't.[R]
Inspired by TypeSafe's Jev (a non-generative model that only outputs bounded decisions — choices, probabilities, calibrated confidence), I built two small decision models end-to-end on identical…
Source: What has SIREN scored via Reddit r/MachineLearning? · original · first seen by this index at
Names in this headline: What has SIREN scored about Jev?, TypeSafe. A name is a match against the published entity list, not a claim the subject wrote the story.
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 Decision models?, What has SIREN scored about AI latency?. 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?
| Component | Points |
|---|---|
| recency | 15.7 |
| source weight | 11.3 |
| entities | 6.0 |
| corroboration | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 33.0 |
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?
- Q&A with MIT sociologist Sherry Turkle, who has been studying relationships between humans and machines since the 1970s, on her new book, AI chatbots, and more (New York Times) 37.5
- A look at L-Acoustics, whose audio platform uses machine learning to help artists like Céline Dion isolate their voices and cut through noise at live concerts (Benoit Berthelot/Bloomberg) 42.5
- OpenAI flags AI adoption gap in Europe despite 8-fold surge in agent use among small businesses 36.7
- DeepMind Chief Warns AI Could Cause Major Incidents in 2 Years 41.2
- Meta releases Muse Wonder, its first frontier AI model built to rival GPT and Claude 57.7
What questions do people actually ask?
What is the score on this story?
Scored 33.0 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.