All tags
Topic: "long-running-agents"
not much happened today
glm-5.2 glm-5.2-max opus-4.8 claude-fable-5 ornith-1.0 gemma-4 qwen-3.5 lfm2.5-230m gemini-3.5-flash codex z.ai databricks liquid-ai google-deepmind google sail hyperagent openai langchain coding-benchmarks agentic-ai reinforcement-learning model-optimization speculative-decoding hardware-optimization long-running-agents agent-persistence cost-efficiency computer-use safety-controls developer-tools token-consumption concurrent-agents philschmid gdb reach_vb eliebakouch
Z.ai's GLM-5.2 leads in coding and agent benchmarks with top scores like 1595 on Code Arena: Frontend and 34.29% reasoning accuracy with zero failures. Databricks improved GLM-5.2 speed to 392 tok/s using hardware and optimizations. Ornith-1.0, a new MIT-licensed coding model family, spans 9B to 397B parameters with strong benchmark results and a self-improving RL training method. Liquid AI released a small model for low-latency robotics/e-commerce use. Google integrated computer use into Gemini 3.5 Flash with safety controls and developer tools for device control. Startups like Sail and Hyperagent focus on long-running agents with persistent execution and cost efficiency. OpenAI reports growing internal Codex use for complex, cross-functional tasks, highlighting agent skill concurrency.
Qwen-Image 2.0 and Seedance 2.0
gpt-5.2 gpt-5.3-codex claude-opus-4.6 gemini-3-pro qwen-image-2.0 seedance-2.0 openai langchain-ai anthropic google-deepmind mistral-ai alibaba bytedance moonshot agentic-sandboxes multi-model-orchestration server-side-compaction coding-agent-ux long-running-agents model-release text-to-video image-generation parallel-execution funding git-compatible-database token-efficiency workflow-optimization hwchase17 nabbilkhan sydneyrunkle joecuevasjr pierceboggan reach_vb gdb ashtom
OpenAI advances its Responses API for multi-hour agent workflows with features like server-side compaction, hosted containers, and Skills API, alongside upgrading Deep Research to GPT-5.2 and adding connectors. Discussions around sandbox design highlight a shift towards sandbox-as-a-tool architectures, with LangChain enhancing its deepagents v0.4 with pluggable sandbox backends. Coding agent UX evolves with multi-model orchestration involving Claude Opus 4.6, GPT-5.3-Codex, and Gemini 3 Pro. EntireHQ raised $60M seed funding for a Git-compatible database capturing code intent and agent context. In model releases, Alibaba Qwen launched Qwen-Image-2.0 emphasizing 2K resolution and 1K-token prompts for unified generation and editing. ByteDance's Seedance 2.0 marks a significant leap in text-to-video quality, while Moonshot's Kimi introduces an Agent Swarm with up to 100 sub-agents and 4.5× faster parallel execution.