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 LLM prefill?
Prefill/decode serving research stories scored in the newsroom or archive — coverage counts, not a capability ranking. 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.
Which scored stories are tagged LLM prefill in this window?
- Moving a running model's layers between GPUs mid-reply (8 ms, no re-prefill) 22.4
- Run multi-node inference workloads using Ray LLM Deep Learning Containers 24.6
Which AI stories has SIREN scored in this window?
Which older scored stories are tagged LLM prefill?
Kept in the permanent archive after they left the live window. Still scored stories — not a forecast.
- $2800 rig with 8x Radeon Pro V620 (256 GB VRAM) + custom vLLM fork = Qwen3.8-Flash-Next at 60 to 100 t/s decode and 3000+ t/s prefill 24.3
- EntroPrefill: Renyi-Guided Context Pruning with Conditional Stability Guarantees for Retrieval-Augmented Generation 27.1
- SlimWise: Decoupling Expert Pruning Across Prefill and Decode for Efficient MoE Serving 38.7
- Towards Looped Models Done Right, Part II: Rethinking at Fixed Points 27.3
- Prefill-Free Cross-Family KV Cache Transfer for Heterogeneous Multi-Agent LLMs 27.4
- The Evolution of Attention in Large Language Models: Mechanisms, Trade-offs, and Emerging Trends 37.3
- Persistent Context Graphs for Efficient Memory Compaction in LLM Agents 28.2
- KVCMAS: Efficient KV cache Correction for Shared Context in Multi-Agent Systems 32.3
- PEARL: Adaptive Prefill-Decode Execution with Elasticity for Agentic Reinforcement Learning 30.3
- Disaggregated Quantization: Specializing LLM Prefill and Decode 45.5
- Greenpixie's AI Token Methodology: Assessing the Energy, Water and $\mathrm{CO_2\text{-}eq}$ Impact of AI Tokens for Open and Closed Weight Models 27.8
- EAServe: Encode-Aware Disaggregated Serving for Multimodal Large Language Models 20.7
Which older AI stories has SIREN kept in the archive?
What questions do people actually ask?
What has SIREN scored about LLM prefill?
14 scored stories match this published needle on SIREN (2 in the live window, 12 older in the archive). Prefill/decode serving research stories scored in the newsroom or archive — coverage counts, not a capability ranking.
Which scored stories are tagged LLM prefill in this window?
2 scored stories matched this published needle in the current window. A tag page lists headlines — not a topic doom score.
Which older scored stories are tagged LLM prefill?
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 LLM prefill 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.