**Random Labs Slate V1 & swarms (S3 Files/GLM-5.1/MCP offline/Claude Code/Auton/Crawl4AI/IRAF/CPDTeam/OpenClaw-RL/HiClaw/Google ADK/BIGMAS/Molty/Holos/Cadence/Microsoft/Hermes/DeepCura/FastMCP/ClawArena/FileGram/NeuBird/Agent Harness)** [developing]
Key Questions
What is GLM-5.1 and its key achievements?
GLM-5.1 is a 754B MoE model from Z.ai, open-sourced and ranking #1 on SWE-Bench Pro with 1700-step autonomy. It excels in software engineering benchmarks. Related articles highlight its superiority over competitors like Opus and GPT.
What are S3 Files in the context of agents?
S3 Files provide native file system access for agents using EFS shared storage at TB/s speeds. This enables production CI/ops with Docker latency-hiding. It supports agentic workflows in developing environments.
What is OpenClaw and its ecosystem?
OpenClaw is an OSS kit for RL agents, including ClawArena for benchmarking and forks like HiClaw for safety with mem9/Molty. Anthropic introduced a paywall for evaluation, impacting AI research. It ties into Google ADK and Anthropic harness.
How does Microsoft contribute to agent frameworks?
Microsoft released Agent Framework 1.0, production-ready for .NET and Python with stable APIs. It supports agentic operations in enterprise settings. The highlight mentions it alongside Hermes v0.3 and Agent Harness survey.
What is NeuBird AI?
NeuBird AI raised $19.3 million to scale agentic AI for enterprise production operations. It focuses on leading agentic solutions for operations. The funding supports expansion in industrial applications.
What role does Holos play in multi-agent systems?
Holos is a scalable LLM multi-agent system for agentic web applications using LaMAS at web-scale. It integrates with tools like Cadence ChipStack. The summary positions it in the developing swarm ecosystem.
What is FileGram?
FileGram grounds agent personalization in file-system behavioral traces. It enables agents to adapt based on user file interactions. The paper discusses its implications for agent memory and behavior.
What is DeepCura?
DeepCura is the first agentic native company in U.S. healthcare, built by two humans and seven AI agents serving 6,000+ clinicians. It focuses on ASC operations. It exemplifies production agentic AI in specialized domains.
S3 Files native FS for agents (EFS shared/TB/s); GLM-5.1 Z.ai 754B MoE open #1 SWE-Bench Pro/1700-step autonomy; MCP offline SLM industrial Qwen-7B; Claude Code forks/Auton/Crawl4AI/CPDTeam/FastMCP/OpenClaw/HiClaw safety (mem9/Molty); OSS OpenClaw Kit/ClawArena; Google ADK/Anthropic harness/BIGMAS/IRAF 92/100; Holos LaMAS web-scale; Cadence ChipStack; Microsoft Framework 1.0; Hermes v0.3; NeuBird/DeepCura; Agent Harness survey. Prod CI/ops/Docker latency-hiding. Paper Circle adds multi-agent research discovery.