Which AI stories has SIREN scored in this window? · What has SIREN scored under Attention? · What has SIREN scored as Forums? ·
I put a conformal risk control gate between an LLM agent and its write actions on tau-bench. The bound held. The gate didn't beat asking every time [R]
My agent said it was 100% sure. The user asked it to change two items in an order. It changed one. So I built a gate that stops an agent before every write and asks a human when it looks risky…
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 LLM agents?, What has SIREN scored about AI calibration?, What has SIREN scored about Conformal prediction?. 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 | 19.5 |
| source weight | 11.3 |
| corroboration | 0.0 |
| entities | 0.0 |
| engagement | 0.0 |
| severity | 0.0 |
| coverage | 0.0 |
| Total | 30.8 |
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?
- DeepSeek Went Down for 5 Hours. The Silence Afterward Is the Real Story. 39.8
- Amazon (AMZN) Stock May Be 44% Undervalued As AI Deal Talks Emerge 36.8
- Akamai reports new cloud customers across AI, SaaS, and media sectors 33.7
- Army Creates New Formations To Test Autonomous Warfare 38.7
- AI Medicine Is Attracting Billions and Big Players. Success Is Still Debatable 43.7
What questions do people actually ask?
What is the score on this story?
Scored 30.8 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.