Uploaded July 2026 | Updated September 2026, 2 weeks ago
Threat exploitation windows dropped from weeks to hours? Gunnar Hellekson details how introducing Lightwell solves critical security challenges at machine speed! ⚡ #RedHat #IBM #Lightwell #SecurityAutomation #AISecurity
➡️ Learn More: redhat.com/en/lightwell
Threat exploitation windows dropped from weeks to hours? Gunnar Hellekson details how introducing Lightwell solves critical security challenges at machine speed! ⚡ #RedHat #IBM #Lightwell #SecurityAutomation #AISecurity
➡️ Learn More: redhat.com/en/lightwell
![[vLLM Office Hours #56] - GuideLLM v0.7: Benchmarking Reasoning and Agentic Traces - August 20, 2026](https://i.ytimg.com/vi/dQAByb7N5QQ/mqdefault.jpg "[vLLM Office Hours #56] - GuideLLM v0.7: Benchmarking Reasoning and Agentic Traces - August 20, 2026
Welcome to vLLM office hours! These bi-weekly sessions are your chance to stay current with the vLLM ecosystem, ask questions, and hear directly from contributors and power users.
This weeks special topic: GuideLLM v0.7.0: Benchmarking Reasoning, Tool Calling, and Agentic Traces.
vLLM project update from core maintainer Michael Goin, covering the v0.27 release plus day-zero support for Qwen3.8, decode context parallelism, and adaptive verification for speculative decoding.
Lightning topic 1: Running Codex and Claude Code CLIs with vLLM and open models, with Francisco Javier Arceo (Red Hat AI) and Tun Jian Tan (Embedded LLM). A look at the Agentic API project, which keeps stateful logic outside vLLM so the inference engine stays stateless, plus a live demo of server-side web search.
Lightning topic 2: Speculators update from maintainer Rahul Tuli, covering the v0.6.0 and v0.7.0 releases, new algorithms including P-EAGLE and DSpark, MTP fine-tuning, and a config-file-first training CLI.
Then our special topic, with Samuel Monson and Jared OConnell (Red Hat AI): what performance benchmarking actually measures, how GuideLLM simulates realistic request patterns, and how the tool is evolving to handle multi-turn conversations, tool calling, sub-agents, and trace replay.
Slides: https://docs.google.com/presentation/d/1GdxjSmHvwM-X6sylRrbHo9-0UYQOSpJMNvhxqFUXZSY
Want to join the discussion live on Google Meet? Get a calendar invite by filling out this form: https://red.ht/office-hours
Timestamps:
00:00 Intro
03:06 Whats new in the vLLM community over the past two weeks
12:02 vLLM v0.27 release
15:50 Lightning topic: Codex and Claude Code CLIs with vLLM
22:40 Lightning topic: Speculators update
33:33 GuideLLM v0.7.0 deep dive
50:45 Q&A")
