GitHub Repo

GitHub 熱門專案、開源工具、框架、runtime 與重要 release。

Prime Agent Open-Sources a Persistent RLM Harness That Keeps Agent Memory, Subagents, and Execution Environments Outside the Conversation

Prime Agent supports long-running coding agents with a persistent IPython environment, daemon sessions, and a versionable Continual Harness. Its authors report that ARC-AGI-3 RHAE Best@1 rose from 30% to 95.5%, but the score reflects the complete model-and-harness system and should not be treated as an isolated comparison of underlying model capabilities.

2026-08-25

代理工具

SWE-bench Science Releases 119 Scientific Code-Repair Tasks, With the Best Agent Still Below a 50% Full Pass Rate

The new benchmark uses private scientific tests to check units, numerical invariants, file semantics, and cross-module data flow, rather than merely whether code compiles. Claude Code paired with Opus 5 achieved an overall pass@1 of 47.90%, while experiments also showed that adding domain knowledge can sometimes anchor agents in the wrong direction.

2026-08-25

GitHub Repo

DFlash 2 Drafts Tokens in Parallel for Qwen3.8-27B, but vLLM Nightly Currently Has Loading and VRAM Errors

DFlash 2 improves block-diffusion drafting with a candidate-path selector and dynamic convolution, delivering 2.7× to 3.4× the throughput of autoregressive decoding for Qwen3.8-27B in single-request tests. The latest reproducible issues show that vLLM nightly instantiates the wrong decoder layer and temporarily allocates nearly 4.74 GiB of extra memory before sharing vocabulary weights, potentially preventing startup on 24 GB GPUs.

2026-08-25

AI 基礎設施

AWS ParallelCluster 3.16 Adds Node Diagnostics, but the Upgrade Also Changes IAM, NFS, and the Container Stack

The new AMI includes `pcluster-diag`, which can run role-specific checks of Slurm, IMDS, directory services, and Lustre status and produce structured reports. The upgrade also ends support for Amazon Linux 2 and AWS Batch, while introducing permission, network egress, and runtime changes that require advance preparation.

2026-08-25

代理工具

DeepSeek Harness rc.2’s Split npm Tags: The Main Package Is Current, but Plugin Development May Pull in 0.0.x

The `latest` tag for DeepSeek Harness’s main package points to 0.1.1-rc.2, but several underlying packages still mark early versions as the latest. Installing the plugin API directly may trigger peer dependency conflicts or silently create a mismatched dependency tree.

2026-08-25

AI 基礎設施

SageMaker HyperPod Adds Managed Ray: Training, Inference, and Failure Recovery Share the KubeRay Interface

AWS has integrated Ray cluster creation, remote job submission, monitoring, and workspace connectivity into HyperPod on EKS. The interface retains KubeRay and standard Ray APIs, but deployment still requires several add-ons, and AWS has not published cost or performance comparisons.

2026-08-25

代理工具

GitHub Agentic Workflows Adds Real-Time PR Steering, but v0.87.4 Cited in the Official Weekly Report Does Not Include It

The new feature lets a running agent read PR comments and adjust its work based on `steer` instructions, while requiring explicit read permissions. However, the official weekly report recommends trying it with the earlier v0.87.4 release; deployments pinned to that tag will not actually get the feature.

2026-08-25

代理工具

Rails Open-Sources lemans Evaluation Framework: File Restoration, Network Isolation, and Complete Traces Reduce Opportunities for Agent Cheating

The Rails Foundation has released lemans, the Ruby evaluation framework used for the Agents on Rails leaderboard, with support for Daytona and local Docker sandboxes. The framework isolates validators, preserves replayable evidence, and restores protected files before scoring.

2026-08-24

代理工具

AWS Introduces the ARD Federated Discovery Specification: Let Agents Search for Tools Instead of Stuffing Every Schema into Context

ARD uses a unified REST search interface and `ai-catalog.json` to describe agents, MCP servers, Skills, APIs, and workflows. AWS positions it as a cross-cloud interoperability layer for Agent Registry. The specification remains a v0.9 Proposal, and identity, ranking, and actual authorization are not standardized by the discovery layer.

2026-08-24

推論系統

AgentX Publishes Long-Context Agent Inference Results, Replacing Fixed-Length Stress Tests with Real-World Session Shapes

SemiAnalysis has published live AgentX results and a complete replay toolkit for comparing GPUs, inference engines, and cache designs using multi-turn coding-agent traces. The public corpus preserves request lengths, shared prefixes, pauses, and subagent topologies while replacing the original prompts and code with synthetic content.

2026-08-24

推論系統

Atlas Submits MLPerf Edge Agent Tests on NVIDIA and AMD Using the Same Inference Core; Results Remain Under Embargo

The Rust/CUDA inference engine Atlas has submitted MLPerf Inference 6.1 results using GB10 and AMD gfx1151 systems, testing multi-turn tool calling on a single accelerator. The submissions are public, but throughput and latency results remain under embargo, so no conclusions about cross-hardware performance can yet be drawn.

2026-07-27

代理工具

Autolith 0.38 Splits Provider and Skills Protocols into Standalone Libraries While the Agent Remains Live-Rewritable

Common Lisp programming agent Autolith released versions 0.36 through 0.38 within two days, adding the standard Agent Skills format, Nous and Mistral backends, and cross-platform distribution packages. Its recoverable, replayable self-modification design improves inspectability, but generated code still runs with the user’s privileges and must not be treated as a secure sandbox.

2026-08-24