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Real-time applications often combine tools with distinct roles. A typical setup might use Kafka to handle events, Flink to process The post Real-time state has a cost your memory bill won’t show...

Real-time state has a cost your memory bill won’t show

The New Stack The New Stack · 2026-11-09T14:29:57Z
使用 Redis Agent Memory 为你的 Vercel AI SDK 智能体赋予记忆能力

Redis 发布开源包 @redis/vercel-ai-sdk,为基于 Vercel AI SDK 的智能体接入 Redis Agent Memory 托管记忆层,提供短期会话记忆与跨会话长期记忆。该记忆层在后台自动摘要长会话、提取并存储长期记忆,并支持语义搜索召回。提供自动记忆包装与模型自主调用工具两种模式,要求 Node.js 22+、AI SDK 7.x、Zod 4.x,采用 MIT 许可。

使用 Redis Agent Memory 为你的 Vercel AI SDK 智能体赋予记忆能力

Redis Blog Redis Blog · 2026-11-09T00:00:00Z
从记忆到进化:Anthropic 揭秘 Agent Memory 的底层设计

Anthropic研究提出Agent记忆分层架构,包括原始会话日志、记忆笔记、知识Wiki和自动注入上下文。核心机制“Dreaming”使Agent在空闲时回顾历史、提炼经验并纠正错误。Pokémon实验显示,精准记忆策略优于无差别保存,Wiki在跨文档复杂任务中显著提升表现。研究启示:记忆应与任务解耦、分层管理、保留来源可信度并控制整理成本。

从记忆到进化:Anthropic 揭秘 Agent Memory 的底层设计

Tony Bai Tony Bai · 2026-11-06T23:00:00Z
让Agent首次拥有“视听双流记忆”:openJiuwen Agent-Memory看懂长视频,关键事件一个不落

openJiuwen AgentMemory 0.2.0 推出多模态记忆能力 OmniMem-Lens,解决长视频按固定时间切分导致的记忆碎片化问题。该能力通过视觉与语音双流识别真实事件边界,并建立三层记忆结构,实现离线整理与在线检索。评测显示,召回精度最高提升 45.7%,问答时延最高降低 97%,使智能体能够按事件记忆长视频并快速准确作答。

让Agent首次拥有“视听双流记忆”:openJiuwen Agent-Memory看懂长视频,关键事件一个不落

量子位 量子位 · 2026-11-04T02:49:02Z
当 Agent 的记忆变成垃圾场:多轮对话 Agent 的 AgentCore Memory 使用实践

文章总结多轮对话Agent使用AgentCore Memory的实践:记忆系统只会放大输入内容。核心做法是用“三过滤测试”界定值得记的信息,实时可查数据不入记忆;写入侧设四道关卡,按回复类型门控、模型自报要点、喂入真实工具轨迹、规则脱敏;跨用户经验用共享actor模式,写入严格匿名化;检索按记忆类型分型触发,namespace锚定actor层。最终实现记忆质量提升与成本下降。

当 Agent 的记忆变成垃圾场:多轮对话 Agent 的 AgentCore Memory 使用实践

亚马逊AWS官方博客 亚马逊AWS官方博客 · 2026-11-03T05:37:39Z

The article argues that reliable agentic AI architecture depends on a context engine that selects, injects, compresses, and expires information before it reaches the model. It separates context,...

Article: Systemic Approach to Memory, Knowledge, and Context in Agentic AI Architectures

InfoQ InfoQ · 2026-11-02T11:00:00Z

Cloudflare has introduced on-demand CPU and memory profiling for Workers and Durable Objects, allowing developers to investigate performance bottlenecks in production using interactive...

Cloudflare Brings On-Demand CPU and Memory Profiling to Production Workers

InfoQ InfoQ · 2026-10-23T12:00:00Z

Zod is a TypeScript-focused schema validation library that recently released versions 4.5 and 4.6. Key updates include schema compilation for faster data parsing, significant memory usage...

Zod Brings In-Process Schema Compilation and a 9x Cut in Memory Footprint

InfoQ InfoQ · 2026-10-16T15:22:00Z

In this episode, Chris Swan, engineer at Atsign and security track host at QCon London, reflects on the ideas shared during QCon London 2026 and teases topics of the future edition. The discussion...

Podcast: Future Cybersecurity: Hardware Memory Safety, Automated Governance and Post-Quantum Cryptography

InfoQ InfoQ · 2026-10-05T11:00:00Z

Cloudflare redesigned the in-memory representation of its Big Pineapple DNS cache, reducing the per-entry footprint by 56% and freeing roughly 100 TB of working-set memory across its fleet. The...

Cloudflare Cuts 100 TB of Memory from 1.1.1.1 DNS Cache

InfoQ InfoQ · 2026-09-23T13:22:00Z

Bun creator Jarred Sumner recently announced that Bun, the JavaScript/TypeScript runtime, bundler and package manager has been rewritten from Zig to Rust. The rewrite seeks to eliminate recurrent...

Bun Rewrites 535K Lines of Zig into Rust in Four Months, Eliminates Numerous Memory Leaks

InfoQ InfoQ · 2026-09-20T19:51:00Z

Pinterest Engineering has enhanced its Manas search platform to manage vast data, improving efficiency in search and discovery functions. By applying Scalar and Product Quantization, memory usage...

From Memory-Hungry HNSW to Quantized SPANN: The Technical Evolution of Pinterest's Manas Platform

InfoQ InfoQ · 2026-09-16T06:06:00Z

Kubernetes v1.37 将 Memory QoS 升级为 Beta 并默认启用,适用于 cgroup v2 的 Linux 节点。默认不写入 memory.high/min/low,避免升级改变行为;memoryThrottlingFactor 默认改为 null。用户可显式配置限流与分层预留。该功能由 SIG Node 推动,下一步将迈向 GA。

Kubernetes v1.37:Memory QoS 升级为 Beta

Kubernetes Blog Kubernetes Blog · 2026-09-14T18:30:00Z

作者为AI工作流搭建了本地长期记忆系统Hashes Memory,接入Codex和Qoder,用Markdown存记忆、SQLite做索引、MCP提供调用入口,保存个人习惯、项目交接和科研知识三类内容。因记忆库更新滞后,作者以SWED项目试点补写交接,并控制启动简报的token预算,避免记忆越多开场越贵。

给AI补一本工作笔记:我的Hashes Memory

seisamuse seisamuse · 2026-09-11T04:45:00Z
用 Amazon DynamoDB 构建无需双写的 Agent Memory 与语义检索

本文介绍如何用Amazon DynamoDB原生向量搜索构建Agent长期记忆,无需双写。通过将业务属性和embedding存入同一item,用一次PutItem写入,SearchVectors语义召回,Query按时间读取。文章涵盖数据模型、建表、写入、检索细节,并指出分区键非安全边界、等值过滤限制、成本按字节计费等注意事项,适合操作型数据已在DynamoDB的场景。

用 Amazon DynamoDB 构建无需双写的 Agent Memory 与语义检索

亚马逊AWS官方博客 亚马逊AWS官方博客 · 2026-08-31T07:09:19Z

OVHcloud will raise prices from September, with 2026-edition gaming servers up 87 percent and other recent servers 40 to 59 percent. Founder Octave Klaba says memory cost six times more in June...

OVHcloud Raises Prices as AI Memory Demand Reprices Non-AI Infrastructure

InfoQ InfoQ · 2026-08-23T08:43:00Z

Security researcher Christopher Domas developed skitter-creek-bath-salts, an open-source hardware security tool that disrupts CPU privilege boundaries by manipulating memory controller translation...

DRAM Controller Register Manipulation Breaks CPU Memory Isolation

InfoQ InfoQ · 2026-08-23T04:04:00Z
Hermes Agent 的持续学习系统:Memory、Review、Skill 与 Curator

本文介绍Hermes Agent的持续学习系统,区分SessionDB(原始历史)、Memory(精选事实)和Context Engine(请求上下文)。内置MemoryStore保存MEMORY.md和USER.md,外部Provider支持语义召回,后台Review提炼经验,Curator整理技能。四种记忆机制各有适用场景,形成从记住事实到学会方法的可观察、可审批闭环。

Hermes Agent 的持续学习系统:Memory、Review、Skill 与 Curator

QingHao's Blog QingHao's Blog · 2026-08-21T10:08:50Z

Vercel has released Next.js 16.3, featuring significant updates since version 16.0. Enhancements include reduced memory usage during development, accelerated build times, and improved type...

Next.js 16.3: Instant Navigations, up to 90% Less Dev Memory and Faster Builds

InfoQ InfoQ · 2026-08-20T12:04:00Z
Jeremy Schneider:为什么Postgres会破坏Kubernetes的container_memory_working_set_bytes指标

Kubernetes的container_memory_working_set_bytes指标对PostgreSQL内存使用不准确,因为它忽略活动页缓存。测试显示,该指标在数据库OOM崩溃前无法预警。更可靠的方法是排除所有页缓存(active和inactive),并监控shmem和anon指标。建议使用pgnodemx扩展计算正确指标,并考虑降低shared_buffers设置。

Jeremy Schneider:为什么Postgres会破坏Kubernetes的container_memory_working_set_bytes指标

Planet PostgreSQL Planet PostgreSQL · 2026-08-18T23:28:28Z
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