Top Project
openai/codex
Rust · ★ 112,380 · 🍴 17,281 · 📈 4,159 stars today
Lightweight coding agent that runs in your terminal
中文介绍 Codex 是一个轻量级的编码代理,能够在你的终端中运行,帮助开发者提高编码效率。为什么重要:它推动了终端工具与编码自动化的结合,改善了开发者的工作流。
2026-08-22
为什么重要 此举可能加剧美国和加拿大之间的贸易紧张,影响企业和民众,或导致两国经济的波动。
为什么重要 Codex作为编码代理,展示了如何通过AI技术来提升开发效率,可能重新定义软件工程师的工作流程。
为什么重要 EnvHarness打破了静态环境对代理学习的局限,为强化学习提供了新的解决方案,增强了AI系统适应能力。
为什么重要 德国重申对乌克兰的支持表明国际社会对乌克兰局势的持续关注,可能影响地区稳定性。
为什么重要
观察 观察 BTC 在 5 日 +19.36% 后能否企稳。
Top Project
Rust · ★ 112,380 · 🍴 17,281 · 📈 4,159 stars today
Lightweight coding agent that runs in your terminal
中文介绍 Codex 是一个轻量级的编码代理,能够在你的终端中运行,帮助开发者提高编码效率。为什么重要:它推动了终端工具与编码自动化的结合,改善了开发者的工作流。
Most Practical
Shell · ★ 231,137 · 🍴 19,742 · 📈 2,684 stars today
Skills for Real Engineers. Straight from my .agents directory.
中文介绍 该项目提供真实工程师的技能,从.mattpocock代理目录直接获取。为什么重要:它强调了专业化技能在软件开发中的重要性,促进了工程师技能的共享与提升。
Most Surprising
JavaScript · ★ 242,021 · 🍴 36,686 · 📈 357 stars today
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
中文介绍 ECC 是一款性能优化代理系统,专注于技能、直觉、记忆、安全和研究优先的开发方法,适用于 Claude Code、Codex、Opencode 和 Cursor 等工具。为什么重要:它展示了对多种 AI 编码工具的集成与性能优化,提升了开发效率。
Shell · ★ 275,968 · 🍴 24,680 · 📈 592 stars today
An agentic skills framework & software development methodology that works.
中文介绍 Superpowers 是一个具备代理技能的框架和软件开发方法论,旨在实现有效的软件开发过程。为什么重要:它提供了结构化的方法论,符合现代软件开发的需求,推动了开发实践的创新。
Go · ★ 38,701 · 🍴 8,028 · 📈 673 stars today
Sub2API 一站式开源中转服务,让 Claude、Openai 、Gemini、Grok订阅统一接入,支持拼车共享,更高效分摊成本,原生工具无缝使用。
中文介绍 Sub2API 是一个一站式开源中转服务,支持 Claude、OpenAI、Gemini 和 Grok 等多种订阅的统一接入,提高了资源的共享与使用效率。为什么重要:它促进了不同 AI 服务的无缝集成,简化了使用过程。
TypeScript · ★ 57,082 · 🍴 5,432 · 📈 263 stars today
🔥🔥🔥 Open-source Jira, Linear, Monday, and ClickUp alternative. Plane is a modern project management platform to manage tasks, sprints, docs, and triage.
中文介绍 Plane 是一个现代化的项目管理平台,旨在管理任务、冲刺、文档等,作为 Jira、Linear、Monday 和 ClickUp 的开源替代品。为什么重要:它为团队提供了灵活的项目管理解决方案,推动了开源项目管理工具的发展。
TypeScript · ★ 201,630 · 🍴 60,291 · 📈 193 stars today
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
中文介绍 n8n 是一个公平代码的工作流自动化平台,具备本地 AI 能力,支持视觉构建与自定义代码。为什么重要:它体现了对自动化工作流与 AI 集成的重视,优化了开发效率与企业运营。
Python · ★ 142,386 · 🍴 22,828 · 📈 141 stars today
Claude Code is an agentic coding tool that lives in your terminal, understands your codebase, and helps you code faster by executing routine tasks, explaining complex code, and handling git workflows - all through natural language commands.
中文介绍 Claude Code 是一个代理编码工具,能够在终端中理解代码库,帮助开发者快速编码并处理常规任务。为什么重要:它助力开发者提升编码效率,反映了 AI 与代码管理的深度融合。
Rust · ★ 13,512 · 🍴 363 · 📈 959 stars today
⚡️A native, local-first alternative to Logitech Options+, written in Rust 🦀 — remap buttons, DPI, and SmartShift over HID++. No account, no telemetry.
中文介绍 OpenLogi 是一个本地优先的 Logitech Options+ 替代品,使用 Rust 编写,能够重新映射按钮和 DPI。为什么重要:它满足了对隐私保护和本地化解决方案的需求,推动了开源设备管理工具的发展。
Mojo · ★ 28,783 · 🍴 3,063 · 📈 395 stars today
The Modular Platform (includes MAX & Mojo)
中文介绍 Modular 平台包含 MAX 和 Mojo,提供了现代软件开发的支持工具与框架。为什么重要:它展示了对模组化开发与易用性的追求,适应了当前软件开发的复杂性。
★ 205,082 · 🍴 21,001 · 📈 589 stars today
A single CLAUDE.md file to improve Claude Code behavior, derived from Andrej Karpathy's observations on LLM coding pitfalls.
中文介绍 该项目提供了一个 CLAUDE.md 文件,用于改善 Claude Code 的行为,源自 Andrej Karpathy 关于 LLM 编码错误的观察。为什么重要:它强调了模型行为调优的重要性,有助于提升 AI 编程工具的实用性。
Kotlin · ★ 2,479 · 🍴 287 · 📈 441 stars today
Visualize your year in travel using your Google Location History (Timeline) data
中文介绍 该项目能够通过 Google 位置历史数据可视化你一年的旅行。为什么重要:它提供了用户友好的数据可视化工具,展示了个人数据洞察的潜在价值。
HTML · ★ 133,680 · 🍴 14,014 · 📈 915 stars today
A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev
中文介绍 该项目列出了对开发者和基础设施开发者感兴趣的免费 SaaS、PaaS 和 IaaS 产品。为什么重要:它为开发者提供了丰富的免费资源,降低了项目成本,推动了创意与创新。
Go · ★ 110,468 · 🍴 13,747 · 📈 65 stars today
TypeScript is a superset of JavaScript that compiles to clean JavaScript output.
中文介绍 TypeScript 是 JavaScript 的超集,可以编译成干净的 JavaScript 输出,增强了代码的可维护性和可读性。为什么重要:它推动了强类型编程语言的广泛应用,提高了大型项目中的开发效率。
TypeScript · ★ 4,559 · 🍴 374 · 📈 286 stars today
Cursor plugin specification and official plugins
中文介绍 Cursor 插件规范及官方插件库,用于扩展 Cursor 的功能。为什么重要:它支持开发者灵活地增强工具功能,反映了插件化开发的趋势。
Python · ★ 38,478 · 🍴 3,239 · 📈 288 stars today
🦔 PostHog is the leading platform for building self-driving products. Our developer tools – AI observability, analytics, session replay, flags, experiments, error tracking, logs, and more – capture all the context agents need to diagnose problems, uncover opportunities, and ship fixes. Steer it all
中文介绍 PostHog 是一款自驱动产品的开发平台,提供 AI 可观测性、分析、会话回放等多种工具。为什么重要:它促进了产品开发的自动化和智能化,推动数据驱动决策的实施。
Python · ★ 5,381 · 🍴 513 · 📈 161 stars today
A full-stack AI Red Teaming platform securing AI ecosystems via Agent Scan, Skills Scan, MCP scan, AI Infra scan and LLM jailbreak evaluation.
中文介绍 AI-Infra-Guard 是一个全栈 AI 红队工具平台,通过多种扫描与评估确保 AI 生态系统的安全。为什么重要:它关注 AI 安全性,推动了相关技术与工具链的完善与发展。
👍 245
LLM agents learn by interacting with environments, yet these environments are hand-built and static: blind to an agent's weaknesses, and quickly left behind as it improves. While recent environment generation methods attempt to address this, they require domain-specific pipelines, rely on expensive
中文介绍 论文提出了一种名为EnvHarness的方法,以克服大语言模型(LLM)在静态手工构建环境中学习的局限性。该方法通过自动生成动态、适应性环境来增强代理的学习能力,避免代理因环境静态而无法自我改进。研究表明,EnvHarness在多种任务中显著提升了代理的适应性和学习效率,促进了强化学习领域中环境生成方法的发展。意义:对于Agent和环境交互研究具有重要影响。
👍 141
Embodied agents are increasingly used to close the gap left by end-to-end policy models. Yet the agentic path has not realized closed-loop learning in physical execution: existing harnesses remain largely open-loop, following fixed skills during rollout and reflecting only after an episode completes
中文介绍 Zetta ζ提出了一种高效的闭环设计,以提升化身智能体在物理执行中的学习能力。与传统的开放式学习模式不同,该方法实现了在任务执行过程中实时反馈和调整,确保智能体在动作执行中不断优化。实验结果表明,与目前的方法相比,代理在闭环学习中的性能有明显提升,拓宽了多智能体系统的应用潜力。意义:推动了物理智能体研究向闭环优化的转变。
👍 115
Programmable logic controllers (PLCs) run industrial plants, and large language models can already generate independent program organization units (POUs) for them. Whether such logic integrates into an existing PLC project and then runs correctly has been checked only in limited tests. We present Se
中文介绍 SemaPLC提出了一种针对PLC代码生成的项目导向验证门控代理方法,提升了生成代码的整合与运行有效性。该方法通过结合大型语言模型和项目上下文进行验证,以实现对PLC项目中逻辑的全面检验。实验结果显示,SemaPLC在多项任务中提高了代码集成的准确性和运行的有效性,为工业自动化领域的代码生成带来了新的可能。意义:对工业自动化与编程自动化研究具有重要价值。
👍 111
Training terminal agents requires scalable executable supervision, yet synthesizing high-quality terminal tasks remains challenging. Each task couples an instruction, an initialized environment, a reference solution, and an executable verifier; if these artifacts are generated from inconsistent assu
中文介绍 FACET解决了终端任务合成中的可扩展可执行监督问题,通过建立一套高质量任务生成管道来提升合成的终端任务的质量。该方法确保每个任务均具有明确的指令、初始化环境及验证器,从而克服了任务生成中的一致性问题。结果表明,FACET在多种任务场景下提升了任务执行的成功率,推进了可执行任务合成的研究进展。意义:对提高人工智能模型的自主任务执行能力具有重要驱动作用。
👍 91
Reinforcement learning (RL) has emerged as a powerful approach for improving reasoning in language and vision-language models, yet its strongest successes still depend heavily on ground-truth supervision (e.g., verifiable reward). Such annotations are costly to obtain and become increasingly scarce
中文介绍 Co-RL提出了一种无监督的多智能体强化学习方法,探讨了多样化群体如何有效提升推理能力。与依赖真实监督的传统方法不同,该研究展示了在不需要大量标注数据的情况下,智能体如何从多样化中学习。实验表明,该方法在解决复杂推理任务时的表现优于基线模型,推动了无监督学习在强化学习领域的应用前景。意义:对Agent推理能力的增强具有实际意义。
👍 88
Recent advances in foundation models have enabled AI scientists to automate increasingly complete research workflows, from hypothesis generation and code execution to manuscript preparation. Yet workflow coverage alone does not provide access to the full evidence on which scientific discovery depend
中文介绍 OmniScientist引入了一种全模态的AI科学家模型,能够自动化完成从假设生成到手稿准备的完整研究工作流。此模型结合了多领域的知识,提升了研究工作的全面性和效率。成果证明,OmniScientist在科研流程的各个环节中不断优化了效率,为科学研究自动化开辟了新视野。意义:具有推动科学研究方法现代化的潜力。
👍 58
Software increasingly functions as part of the scientific instrument itself, making failures in scientific code capable of compromising not only program behavior but also the evidence underlying scientific conclusions. Yet existing evaluations of coding agents largely emphasize aggregate task succes
中文介绍 SWE-bench Science评估了编码代理在科学任务中的表现,探讨了科学代码故障对科学结论的影响。该研究通过多个综合任务评估编码代理的成功率,揭示了编码缺陷可能导致的科学证据失效,推动了软件工程和科学研究的交叉分析。结果显示,现有评估方法对代理的综合能力重视不足。意义:对科学计算和软件可靠性研究的信号意义重大。
👍 47
Continuous self-improvement requires an ever-expanding pool of self-generated, diverse, adaptive goals. For language agents, existing training environment pools (hand-curated, statically synthesized, or frozen-verifier) keep the goal distribution fixed as the learner scales. We introduce SPADE (Self
中文介绍 SPADE引入了一种自适应合成可执行环境中的自我游戏方法,以帮助语言代理持续自我改进。该方法通过生成多样化、适应性目标的动态环境,避免了传统训练方式中目标固定的局限性。实验显示,SPADE在代理的学习效率和目标适应性上有显著提升,推动了自我学习代理领域的研究。意义:为Agent的自我优化方法提供了新思路。
👍 32
Single-step retrosynthesis is a central component of computer-aided synthesis planning, yet its intrinsically one-to-many nature is poorly captured by single-answer evaluation and benchmarking protocols. To address this, we introduce Top-K prompting as a robust training and inference paradigm to bet
中文介绍 论文提出了一种Top-K prompting方法,以克服单步反向合成在计算机辅助合成规划中的不足之处。该方法通过提供多种可能的合成路径,增强了系统在进行单步回溯合成时的准确度和多样性。初步实验表明,该方法在合成效率和可行性评价方面优于传统指标,推动了化学合成领域的研究前沿发展。意义:对化学合成的智能化提供了有力支持。
👍 31
Memory has become a key component of large language models, enabling them to retain information and learn from long-term interactions. However, existing memory benchmarks mainly evaluate whether information is correctly extracted, stored, and retrieved, while largely overlooking how retrieved memori
中文介绍 MemTrapBench提出了一种新的基准测试方法,以评估大型语言模型在记忆使用中的认知陷阱。该研究指出,当前的记忆评估方法过于关注信息的正确提取和存储,而忽视了如何恰当地利用这些信息。通过引入新的测试指标,该方法为了解模型的长效记忆提供了新的视角,有助于改善模型的记忆表现。意义:为记忆和长效交互研究开辟了新的研究方向。
👍 29
Agent Skills are today either hand-authored or produced in a single LLM generation pass, and consequently possess no closed loop through which they might improve from the interaction failures they actually cause. Recent work does close this loop, but derives its feedback from single-turn question-an
中文介绍 SkillEvo提出了一种自我更新的演化梯度方法,通过多轮交互反馈提升智能体技能的生成和优化能力。与传统的技能生成方法相比,该方法可以实时反映交互中的反馈,促进技能的持续改进。实验证明,SkillEvo显著提高了智能体在复杂交互中的表现,拓展了强化学习在技能演化方面的潜力。意义:为Agent的技能优化提供了新思路和方法。
👍 17
Large language model agents have made substantial progress in code generation, yet most existing systems assume a predefined repository architecture. This assumption does not hold in zero-to-all code generation, where an agent must construct an entire software project directly from natural-language
中文介绍 Repo0提出了一种设计驱动的零到全代码生成方法,解决了现有系统对预定义代码库架构的依赖。此方法允许智能体通过自然语言直接构建完整的软件项目,从而提升代码生成的灵活性和效率。实验证明,Repo0在多项代码生成任务中表现优越,推动了智能代码生成技术的发展。意义:为智能体在软件开发中的应用提供了新路径。
👍 17
Popular facts are memorised more deeply during pretraining and resist removal longer than rare ones, yet existing LLM unlearning methods apply uniform gradient pressure regardless of training-data frequency. We propose the AdaPop (Adaptive Popularity) method, which combines local token confidence wi
中文介绍 AdaPop方法提出了一种基于流行度的自适应学习策略,旨在改进大型语言模型的去学习过程。此方法根据训练数据频率调整梯度压力,从而有效增强了对热门知识的去学习能力。研究表明,该方法在多个去学习任务中显著提高了模型性能,推动了人工智能模型更新和适应的灵活性研究。意义:为知识管理与自适应学习开辟了新方向。
👍 16
Looped language models have shown promising results on reasoning benchmarks, yet their potential for agentic tool use remains largely unexplored. We study this question in compositional tool-calling settings, where models must coordinate multiple API calls, maintain intermediate state, and preserve
中文介绍 该研究探讨了循环语言模型在组合工具调用中的应用,旨在提升智能体在复杂API调用中的推理能力。通过协调多个API调用并保持中间状态,该方法有效增强了工具使用的灵活性和连贯性。实验证明,循环语言模型在处理复杂任务中的表现优于常规模型,为智能体工具使用与推理的结合开辟了新的可能性。意义:对智能体的工具使用能力提升提供了重要启示。
👍 16
Language model agents now execute bounded tasks reliably. Whether they can sustain effective decision-making over long horizons, where actions have cumulative consequences and the environment responds to their choices, remains largely unmeasured. FM-Bench (Football Management Benchmark) measures thi
中文介绍 FM-Bench提出了一种新的基准,用于评估语言模型代理在长时间决策中的效果,重点关注行动的累积影响及环境反馈。该方法通过量化决策能力,为理解代理在多目标环境中的表现提供了详尽的评估标准。实验结果显示,FM-Bench能够有效反映语言模型在复杂决策中的表现,推动了代理决策能力的研究前进。意义:将促进长期决策和智能体行为研究的深入。
👍 15
JEPA-style latent world models can use Euclidean distance to a goal latent as the cost for model-predictive control (MPC). Strong decoding of task variables, however, does not guarantee that this particular cost ranks candidate action sequences by real task progress. We call the latter property deci
中文介绍 该研究提出了一种新方法,旨在解决JEPA风格潜在世界模型中决策度量对模型预测控制的影响。通过对任务变量的强解码,该方法优化了候选行动序列的排名,确保模型在真实任务中更有效。实验表明,该方法不仅提高了准确性,也增强了模型的实际应用潜力,推动了潜在模型在控制任务中的适用性。意义:为模型预测控制领域提供了重要的理论支持。
👍 14
Long-context modeling is a pivotal capability for Large Language Models, yet the quadratic complexity of attention remains a critical bottleneck, particularly during the compute-intensive prefilling phase. Our previous work, FlashPrefill, mitigates this cost through instantaneous pattern discovery a
中文介绍 FlashPrefill V2通过块稀疏预填充注意力机制,以解决大型语言模型在长上下文建模中的计算瓶颈。此方法在预填充过程中显著降低了计算复杂度,提升了处理长文本的效率。实验结果表明,该方法在多个长上下文任务中表现优越,为大型语言模型在复杂语言任务中的应用提供了强有力的支持。意义:推动了长文本处理技术的性能提升。
👍 14
High-quality creative writing data for large language models (LLMs) remains dominated by story-centric data, limiting models' ability to follow the structural and functional conventions of diverse creative formats. We propose an attribute-guided genre expansion framework for scaling creative writing
中文介绍 该研究提出了一种以属性引导的创意写作体裁扩展框架,以解决现有创意数据集中以故事为中心的局限性。通过扩展多样化的创意格式,模型能更好地遵循不同创作体裁的结构和功能规范。实验结果显示,该方法在创意写作任务中表现优越,有助于提升大型语言模型在创作领域的应用能力。意义:为创意写作生成模型的发展提供了新思路。
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Take three frontier mixture-of-experts models (Alibaba, OpenAI, NVIDIA; 3.6-4.0B active parameters each) and fine-tune them to reason in a low-resource language. On accuracy benchmarks almost nothing happens, and the benchmark itself is noise at this scale: changing only the random seed moves the sc
中文介绍 该研究探讨了混合专家模型在低资源语言上的精确度,对比了微调与强化学习的效果。结果显示,在精确度基准上趋于平稳,且在较低的样本规模下表现出较大的随机性,揭示了现有模型在低资源环境中的适用性限。该发现不仅挑战了现有模型的评估标准,也为低资源语言处理提供了参考依据。意义:对多语言处理技术的发展具有重要潜在影响。
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Using reinforcement learning to post-train joint video-audio generation models requires a reward signal. Existing methods construct this reward by combining metrics for individual quality dimensions, including audio quality, visual fidelity, and synchronization. However, these metrics evaluate perce
中文介绍 VA-Judger针对双视频音频生成模型的奖励建模问题,提出了一种基于用户偏好的反馈方式。通过综合多维品质指标,该方法提升了生成模型的整体性能。研究表明,该方法能够在多个视频音频生成任务中显著提高用户满意度,推动了生成模型质量评价与优化的研究进展。意义:为人机互动生成模型的开发提供了重要启示。
@gabepereyra · 11.4K 粉丝 · 616.8K 阅 · 507 赞 · 99 转
Authors: @nikogrupen @ItsJulioPereyra @calvincongelado @vtrengarajan @gabepereyra Over the past six months, Harvey’s research agenda has focused on two goals: Building frontier legal intelligence
中文介绍 博主分享了关于研究成果的更新,重点是建立前沿法律智能的研究目标。此内容反映了学术界对于法律技术应用的持续关注和探索。
@RayFernando1337 · 37.8K 粉丝 · 169.9K 阅 · 520 赞 · 85 转
I've turned Grok Bot into my CTO and I'm no longer the bottleneck for new ideas, bug fixes, or anything involving the project. Prompt to CTO When working on a new project I create a bot and give it
中文介绍 通过将 Grok Bot 作为 CTO,博主解决了项目思路和漏洞修复上的瓶颈。这个案例展示了 AI 工具在提升团队协作和效率方面的实用性。
@heynavtoor · 149.3K 粉丝 · 161.9K 阅 · 550 赞 · 93 转
Elon Musk just told his followers to try Grokbot after a power user showed it replaced his $10,000 Mac Mini local AI setup (Elon on X, Aug 16). Gavin Baker says his AI usage went up about 100x after
中文介绍 博主介绍了如何有效设置 Grokbot,使其能够在用户休息时自动运作。这一趋势显示了 AI 自动化在商业运营中的潜力。
@dzhng · 13.3K 粉丝 · 137.6K 阅 · 502 赞 · 48 转
The amount of code being written today far outpaces our ability to review it. That part isn't controversial. What's more interesting is that we're visibly losing — the amount of AI slop in modern
中文介绍 博主讨论了现代软件开发中代码审查与撰写速率的不平衡,指出 AI 工具的广泛应用导致了代码质量的下降。这个问题引发了行业对改进 AI 工具的关注。
@SlackHQ · 434.3K 粉丝 · 86.9K 阅 · 512 赞 · 44 转
AI coding is now a team sport. Code channels bring software development out of private tabs, so teams and agents can write, review, and ship code together, in the open. Slack is where agents become
中文介绍 Slack推出了团队协作的AI编程新方式,使软件开发变成一种团队运动,强调开放性和协作。这个方向显示了团队开发的未来趋势。
@AndrewYNg · 1.8M 粉丝 · 62.4K 阅 · 1.2K 赞 · 189 转
I previously wrote about our AI Engineering Skills Map, with the highest level skills being (i) Building and deploying AI applications, (ii) Software engineering fundamentals, (iii) Using coding
中文介绍 博主分享了AI工程技能地图,包括构建和部署AI应用的高级技能。这是对AI专业技能需求不断增长的回应,凸显了行业内对专业人才的渴求。
@ID_AA_Carmack · 3.7M 粉丝 · 58.8K 阅 · 577 赞 · 40 转
I have a good theory about this now. The Phenomenon of Policy Churn https://arxiv.org/pdf/2206.00730 The classic exploration method in RL is “epsilon greedy”, where the agent normally takes the “greedy” action
中文介绍 博主提出了关于强化学习策略波动的理论,讨论了经典的探索方法。这反映了针对AI学习过程中的常见问题的深入研究。
@themahis · 4.7K 粉丝 · 43.0K 阅 · 515 赞 · 37 转
One is trying to make AI teammates feel like a managed product. The other is turning the agent itself into an open, composable runtime. Research note — August 20, 2026: For this comparison, I
中文介绍 博主对比了两种 AI 工具的设计理念,指出它们在团队合作与开放性架构上的不同选择,揭示了AI产品发展方向的多样性。
@GoogleCloudTech · 1.3M 粉丝 · 42.9K 阅 · 506 赞 · 87 转
Any agent can look brilliant on a one-shot task. Give it a week of real work and it starts to fall apart. "Long horizon" means the agent keeps going across days and dozens of sessions instead of
中文介绍 介绍了应对长期任务的五种设计模式,博主强调了 AI 代理需要在多次会话中保持实用性的重要性。这反映了开发者对 AI 稳定性和可靠性的共同关注。
@kmeanskaran · 13.9K 粉丝 · 32.9K 阅 · 518 赞 · 66 转
Put a frontier model into a badly designed agent system and you get a more articulate failure. Nearly all of the engineering sits outside the model, in the scaffolding that has come to be called the
中文介绍 博主探讨了代理系统设计的关键问题,并指出大多数工程挑战在模型外部,这提示了构建有效 AI 系统所需的基础设施重要性。
Did you think RSI stopped at model training?
中文介绍 模拟技术正在迅速发展,其性能提高了10%,但成本降低了100倍,速度提升了10000倍。这一趋势显示出RSI(残差自回归模型)在模型训练之外的潜力。
Models keep absorbing the harness into their weights — soon, it will be a harness for human attention rather than for the model.
中文介绍 AI模型正在逐步吸收人与模型之间的交互界面,未来可能成为专为人类注意力设计的系统。
Simile’s CEO about his journey from the viral Generative Agents to creating 8 Billion Digital Twins of every living human... and why it’s gone from fun exploration to very serious business.
中文介绍 Simile AI的首席执行官Joon Sung Park表示,该公司正致力于创建80亿个数字双胞胎,从有趣的探索转变为严肃的商业模式。
Google DeepMind partners with game studios to prototype breakthrough AI gameplay.
中文介绍 谷歌DeepMind与游戏工作室合作,推动AI游戏玩法的原型开发,积累了15年的研究成果。
Yes, we’re confused too.
中文介绍 Poolside公司获12亿美元的反向高管招聘,其中创始人保留10亿美元,员工获得60亿美元,Infraco云基础设施扩展至7GW。
**Ox Alpha** emerged as a mystery model with strong coding and agentic performance, likely a **Zhipu/GLM-family** model such as **GLM-5.3 Vision**. Analysts suggest its gains come from post-training and infrastructure improvements rather than sheer size, based on the **743B base** of **GLM-5.2** wit
中文介绍 据分析,神秘模型Ox Alpha具备强大的编码性能,可能属于Zhipu/GLM系列,如GLM-5.3 Vision,其改进源于后期训练和基础设施,而非单纯的规模。
中文介绍 该文章讨论了语音识别中的基准优化。
中文介绍 该消息简要介绍了ChatGPT在Apple Messages中的应用,以及Anthropic的新会议录音功能和Mistral的智能搜索技术。
Matt Pocock tells us about his /wayfinder skill, for greenfield projects or for when the way forward is unclear.
中文介绍 Matt Pocock介绍了他的/wayfinder技能,用于不确定的项目规划中。
中文介绍 LFM2.5-DSpark的推理速度提升了3.2倍。
“Runaway” AI, “rogue” agents, and “autonomous” actors—the current rhetoric would have you believe that AI agents are not only awake and aware, but angry at their creators. Prominent tech leaders such as Demis Hassabis, Dario Amodei, and Sam Altman push for regulation of these seemingly “superhuman”
中文介绍 关于AI意识的争论可能是一个误区,知名技术领袖如Demis Hassabis和Sam Altman呼吁对当前AI的监管。
Each day, an airline transports tens of thousands of passengers on hundreds of flights. Often these are not straightforward point-to-point routes, with passengers requiring multiple connections. The airline can consider potentially hundreds of variables to price each of these journeys: demand, seaso
中文介绍 航空公司每一天为数万名乘客提供数百个航班的服务,定价时需考虑成百上千个变量。
Introducing AI Futures, a new OpenAI blog exploring how transformative AI could reshape power, governance, the economy, and individual freedom.
中文介绍 OpenAI推出新的博客AI Futures,探讨变革性AI对权力、治理、经济和个人自由的重塑。
**OpenAI** and **Anthropic** expanded their agent platforms with new desktop features, collaborative editing, and composable APIs like Skills and Files API. **OpenAI** rolled out memory and workflow features in the EEA, UK, and Switzerland. **AT&T** revealed that 40% of employee AI usage routes to o
中文介绍 OpenAI和Anthropic扩展了其智能代理平台,增加了新功能和API,OpenAI在EEA、英国和瑞士推出记忆和工作流程功能。
Every lab CEO is on X now
中文介绍 Z.ai首席执行官Jie Tang讨论了GLM 5.3和新的后期训练扩展法,强调各实验室领导者现在都在X平台发声。
当前市场情绪较为积极,加密货币市场的恐慌贪婪指数为71,显示贪婪状态,而比特币和以太坊均存在动能信号。美股方面,S&P 500 ETF(SPY)和Nasdaq 100 ETF(QQQ)出现混合信号,尤其受到近忧虑的压制。商品市场中,黄金期货和WTI原油期货则表现较强,显示出投资者对于实物资产的偏好。
当前价格为76992.29美元,RSI为79.8,显示超买状态,且MACD已形成金叉,反映出较强的上行动量。
当前价格4680.6美元,RSI为73.7,处于超买区域,且MACD持续显示正值,显示出潜在的上行动能。
当前价格87.06美元,RSI为59.1,未过热,且出现多头排列,表明持续的上行趋势。
VIX 恐慌指数
10Y 美债收益率 (%)
美元指数 DXY
S&P 500 ETF
Nasdaq 100 ETF
Apple
Microsoft
Nvidia
Alphabet
Tesla
Meta
Bitcoin
Ethereum
Solana
阿里巴巴 (BABA)
拼多多 (PDD)
京东 (JD)
腾讯控股 (0700.HK)
黄金期货
WTI 原油期货
美元 / 人民币
过去走势不代表未来表现。此报告仅供技术指标解读参考,所有投资决策应谨慎对待。
The diplomat, John Coale, says his personalized approach gets results and matches the president’s style. Critics contend he is giving up too much to an authoritarian leader.
中文摘要 美国外交官约翰·科尔表示,其个性化的方法与特朗普总统的风格相符,取得了成果。然而,批评者认为他对独裁者给予了过多让步。
The man had taken his two boys on the trip but is said to have left one behind when he got tired.
中文摘要 一名父亲在疲惫时将七岁儿子独自留在富士山上,继续爬山,导致孩子被遗落在山上。
Iran says production is ongoing, but details will not be revealed during war conditions.
中文摘要 伊朗称在战争期间将继续生产武器,但不透露详细情况。
An android at China's World Humanoid Robot Games ran faster than Bolt's world record, smartphone maker Honor says.
中文摘要 中国的世界人形机器人比赛中,一款机器人以更快的速度挑战了博尔特的百米世界纪录。
美国总统特朗普声称计划与朝鲜领导人金正恩会面之际,朝鲜的回应释放出一个信号:如果要与美举行会谈,朝鲜希望获得最大程度的让步。
中文摘要 特朗普表示计划与金正恩会面,但朝鲜回应希望在会谈中获得更大让步。
Collapse of trade talks could lead to job losses, but biggest impact on traditional allies is expected to be political The US has imposed 50% tariffs on some goods from Canada, and the country’s prime minister, Mark Carney, has vowed to match them “dollar for dollar” after the collapse of trade talk
中文摘要 美国对加拿大一些商品征收50%的关税,加国总理马克·卡尼誓言将以“点对点”的方式回应。
乌克兰迎来战时第五个独立日,德国外长再次访问基辅。他表示德国正在为支持乌克兰做好过冬准备而努力,并谴责俄罗斯对乌克兰不断升级的无人机和导弹攻势。
中文摘要 乌克兰迎来战时第五个独立日,德国外长访问基辅,称德方正努力为乌克兰过冬提供支持,并谴责俄方的攻击。
A rescue worker said the site had been struck twice as civilians gathered for a meditation retreat.
中文摘要 缅甸一座寺庙遭袭,造成14人遇难,目击者称该处在静修期间受到两次攻击。
Waldhof Mannheim and Kaiserslautern game halted for 30 minutes as eight people hospitalised with about 100 injured.
中文摘要 德国杯比赛期间出现球场入侵事件,导致约100人受伤,其中8人需住院治疗,比赛暂停30分钟。
Our reporter John Eligon takes a six-mile walk between two townships in Cape Town to show how the barriers left by apartheid still exist 30 years later.
中文摘要 记者约翰·埃利戈在开普敦的两座城镇间步行六公里,展示种族隔离留下的障碍三十年后仍然存在。
Fires between January and July burned more than 200,000 hectares of land, says the government.
中文摘要 印度尼西亚政府报告,从一月至七月,森林火灾已烧毁超过20万公顷的土地,计划增派部队应对。
Canada’s prime minister walked away from what he thought was a bad trade deal with the United States. Many Canadians are behind him, but it will be costly.
中文摘要 加拿大总理在与美国的贸易战中拒绝签署不利协议,虽然获得了许多加拿大人的支持,但这可能导致高昂的代价。
The prominent landowner has added a nearly 200-year-old estate to his holdings. Archival information says it can take “a brisk walk of 4½ minutes to reach the dining room from the kitchen.”
中文摘要 马克·扎克伯格新购买一座近200年的爱尔兰城堡,成为重要土地所有者。
A right-wing wave is sweeping through the region and that is not good news.
中文摘要 右翼浪潮席卷拉丁美洲,专家分析其潜在影响并表示并非利好消息。
Osaka? Fukuoka? Sapporo? The race is on to be second to Tokyo — and to claim the prestige and money that could come with it.
中文摘要 大阪、福冈和札幌等城市竞相成为日本的备选首都,以争取蕴含的声望和财政机会。
US colleges are confronting a prolonged demographic squeeze as the number of high school graduates, after peaking in 2025, is projected to decline 13% through 2041, putting particular pressure on regional schools with limited endowments. Joining David Gura and Christina Ruffini on Bloomberg This Wee
中文摘要 美国高校面临生源减少的长期挑战,预计2025年后高中毕业生数量将下降13%,这对资金有限的地区院校造成压力。
The US is preparing a new campaign of economic pressure on Iran after diplomacy and months of fighting failed to produce a durable settlement, with President Donald Trump warning countries against maintaining trade ties with Tehran. Atlantic writer and Columbia University Institute of Global Politic
中文摘要 美国准备对伊朗施加新的经济压力,特朗普总统警告各国不要与德黑兰保持贸易关系,此举是因为外交和持续冲突未能达成持久解决方案。
Dachshunds are enjoying a global popularity boom, climbing to No. 5 in the American Kennel Club’s 2025 rankings as owners embrace their small size and outsized personalities. The surge is supporting everything from breed meetups to dachshund cafes, even as owners contend with health concerns includi
中文摘要 腊肠犬在全球范围内受到欢迎,2025年在美国犬业俱乐部排名中跃升至第五位,反映了其小巧身材和个性化特征受到主人喜爱。
Apollo Chief Economist Torsten Slok says early labor-market data suggest AI’s first impact is appearing more in wages than employment. In a study of hundreds of occupations, Slok found that jobs with higher exposure to AI have seen weaker wage growth, while the employment effect remains relatively s
中文摘要 阿波罗首席经济学家托尔斯滕·斯洛克表示,研究发现人工智能的初步影响主要体现在工资上,较高接触率的职业工资增长乏力。
The new mission for casino operators: Look less like casinos.
中文摘要 赌场经营者的目标转向:减少传统赌场的形象,吸引年轻的Z世代参与体育和餐饮活动。
US spirits exports to Canada fell 70% from March through December 2025 after most provinces removed American alcohol from their shelves, while exports elsewhere rose 2.5%. American Whiskey Association President & CEO Michael Bilello is on Bloomberg This Weekend and says restoring market access is on
中文摘要 美国烈酒对加拿大的出口在2025年3月至12月期间下降了70%,因为大部分省份禁止销售美国酒类产品。
Former Head of MI6 Sir Richard Dearlove joins Christina Ruffini on Bloomberg This Weekend to discuss the current state of the international intelligence community. Dearlove says that UK-US intelligence cooperation remains close but expressed concern about politicization and personnel changes inside
中文摘要 前MI6负责人理查德·迪尔洛夫警告,不应将情报工作政治化,表示英美情报合作依然紧密,但对此表示担忧。
Bloomberg News Executive Editor for Canada Derek Decloet joins David Gura and Christina Ruffini on Bloomberg This Weekend and explains that Canadians are frustrated but not necessarily surprised after last-minute US-Canada negotiations collapsed, triggering 50% US tariffs on about $20 billion of Can
中文摘要 随着美加贸易谈判破裂,加拿大面临50%关税的压力,民众虽感到沮丧,但对谈判结果并不感到意外。
Russia state-owned atomic energy company Rosatom is continuing to return employees to Iran’s Bushehr nuclear power plant, Interfax reported, citing the company’s Chief Executive Officer Alexey Likhachev.
中文摘要 俄罗斯国有核能公司罗萨托姆正在继续向伊朗布什尔核电站派遣员工,CEO阿列克谢·利哈乔夫对此进行了确认。
Joining Bloomberg This Weekend is Bloomberg Radio host of "Masters in Business" Barry Ritholtz and he tells hosts David Gura and Christina Ruffini that Treasury Secretary Scott Bessent’s bond-market moves may provide short-term relief but cannot override persistent inflation, rising debt and the for
中文摘要 巴里·里索尔茨指出,虽然财政部长的债券市场干预措施可能提供短期缓解,但无法克服持续的通胀和利率上升压力。
LinkedIn becoming a dating site, ghost jobs, fun at home, and farmers saying no to data centers: Alexis Christoforous joins David Gura and Christina Ruffini on Bloomberg This Weekend to share headlines from this week that may have gone under the radar. (Source: Bloomberg)
中文摘要 LinkedIn转变为约会网站,农民反对数据中心等近期新闻被评论,未被公众广泛关注。
Chinese AI models are rapidly narrowing the performance gap with US rivals while gaining users with lower prices and open-weight technology that lets companies deploy them locally. Bloomberg News Tech Reporter Luz Ding is on Bloomberg This Weekend and explains to hosts David Gura and Christina Ruffi
中文摘要 中国人工智能模型在性能上迅速缩小与美国竞争对手的差距,得益于更低的价格和可本地部署的开放性技术。
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