DeepSeek V4 Pro Leaves Preview With Agent Gains - Technology Org
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Patterns and problems in multiagent systems
We ran experiments on swarms of Claude agents and found coordination failures, collusion, and sabotage. Here, we share what they mean for AI safety. Context & related coverage →
Vercel Launches v0 API for Headless App Building
Vercel has made the v0 API generally available, enabling developers and AI agents to programmatically generate, iterate on, preview, and deploy applications through API calls. By Daniel Dominguez Context & related coverage →
Using BigQuery Graphs with measures for trusted agentic workloads
When enterprises transition from using simple chat assistants to autonomous, agentic workloads, they quickly run into a hard truth: Agents are prone to inaccurate insights when working with directly raw tables. BigQue... Context & related coverage →
Why managed agents are the next big thing in agent building
Managed Deep Agents gives developers a managed way to build, run, and deploy Deep Agents with built-in runtime, streaming, sandboxes, evals, memory, and auth. Context & related coverage →
EnterpriseRAG: Benchmarking LLM Instruction Adherence and Robustness under Non-Ideal Enterprise Retrieval
Enterprise RAG deployments face a critical reliability gap: while LLMs satisfy 80% of individual constraints, only 26.8% of responses meet all requirements simultaneously, revealing a 57-point orchestration gap. Exist... Context & related coverage →
claude-code v2.1.232
Subagent forking is now on by default: a subagent_type: "fork" subagent inherits the full conversation and prompt cache, and non-teammate agent spawns in int... · Type @ in the prompt to mention another Claude session... Context & related coverage →
AVA-Encoder: Towards Agent-Native Video Representation Learning
Creative agents still lack an effective way to learn from high-quality human films, limiting their ability to produce cinematic-grade videos. A key challenge is the absence of a structured video representation that is... Context & related coverage →
VAKRA: Evaluating Multi-Hop Reasoning Across APIs and Retrieval Under Tool-Use Policies
Agents deployed in enterprise settings must reason across structured APIs and document collections, yet existing benchmarks evaluate these capabilities in isolation. We introduce VAKRA (e\textbf{V}aluating \textbf{A}P... Context & related coverage →
claude-agent-sdk-python v0.2.138
Updated bundled Claude CLI to version 2.1.232 Context & related coverage →
Record, train, and deploy from one place with Strands Agents, LeRobot, and Hugging Face Storage Buckets
codex 0.148.0-alpha.13
Release 0.148.0-alpha.13 Context & related coverage →