Archive
Agent、MCP、coding agent、工作流自動化與評測。
最新模型
Anthropic has launched Claude Opus 5, allowing developers to use the `effort` setting to balance reasoning quality, token usage, and latency. Managed versions are already available on Google Cloud and AWS, but claims of “near-Fable 5 performance at half the cost” remain based primarily on vendor testing and per-task cost estimates.
最新模型
Fermi Sense trained a 9B open model to achieve 87.3% of the attainable score in a gradable e-commerce catalog environment using two GPUs and about $500. The results suggest that enterprise rules can be encoded into small models through reinforcement learning, but the evaluation data, model weights, and full reproducibility package have not yet been released.
代理工具
GitHub has begun rolling out Grok 4.5 across Copilot’s IDE integrations, CLI, cloud agent, and desktop app, offering a context window of up to 500,000 tokens, text and image input, and three reasoning effort levels. Enterprise administrators must explicitly enable the model policy, while GitHub has so far disclosed only observations from internal terminal-based tasks, with no comparable Copilot benchmark results.
代理工具
A new study evaluated 28 language models on four types of binary screening tasks and found that models often fail together on the same samples, leaving majority voting with an error floor that cannot be eliminated by enlarging the committee. The research also shows that the optimal acceptance threshold depends on the error correlations for positive and negative cases, meaning a fixed simple-majority rule may not be the safest choice.
最新模型
A reproducible test covering 45 models found that changing a neutral question into one ending with a confirmation-seeking tag can produce a 64-percentage-point spread in agreement rates. Newer models more often resist affirmative leading language, but every model became more agreeable when faced with uncertain phrasing, suggesting that the improvement may reflect pattern-based rules rather than robust judgment.
最新模型
ERUnderstand collects and generates 2,960 entity–relationship diagrams and asks vision-language models to output JSON schemas that can be compared field by field. The models can recognize common entities and attributes, but often infer connections from textual semantics and spatial proximity; F1 on complex EER structures falls as low as 0.07.
代理工具
Using controllable synthetic environments, PlanPhys separately examines how pretraining, GRPO, single-teacher distillation, and multi-teacher distillation develop long-horizon planning capabilities. Experiments show that a small number of long trajectories and explicit state transitions improve generalization, but distillation can instead damage existing capabilities when teacher knowledge or planning patterns are incompatible.
GitHub Repo
Feyn has released the 263-million-parameter FeyNoBg model and the NoBg training library, providing a unified interface for background removal, batch inference, and fine-tuning. Official comparisons show the model leading in S-measure on four of eight datasets, but omit deployment metrics such as speed, memory usage, and alpha-matte error.
GitHub Repo
NVIDIA and more than 30 organizations have formed the Open Secure AI Alliance, with plans to share models, agent frameworks, identity, isolation, and vulnerability-scanning technologies. Its initial members have identified foundational components including NOOA, SPIFFE/SPIRE, Safetensors, Lightwell, and MDASH, but the alliance has yet to announce a shared repository, testing specifications, or a delivery timeline.
代理工具
Google has added JSON and NDJSON streaming and output schema constraints to Antigravity CLI, eliminating the need for headless agents to parse terminal text. Events also expose tool parameters, results, and subagent traces, improving observability while expanding the potential surface for sensitive data leakage.
AI 研究
New research distills the outcome of each agent run and post-run corrections into retrievable rules, allowing experience to accumulate without updating model weights. The results were replicated across Mistral Large and Claude Sonnet 5 on τ-bench banking tasks, though the evaluation used perfect feedback and repeated each scenario four times.
代理工具
GitHub’s open-source agentic workflow tool now supports Google Vertex AI Workload Identity Federation, allowing Gemini workflows to operate without storing long-lived service account keys. The release also expands secure output checks and BYOK parameters, though custom headers and request fields may still increase the risk of data exfiltration.