https://hpoenixf.com/eff-agent-article/ Agent 工程机制、架构取舍与可核查的实践记录。 zh-CN https://hpoenixf.com/eff-agent-article/articles/agent-background-research-collaborative-experiencehttps://hpoenixf.com/eff-agent-article/articles/agent-background-research-collaborative-experience想聊就聊，没收 AI 对话框的中止按钮！一天让你的 Agent 支持异步后台深度研究：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 06:34:22 GMT https://hpoenixf.com/eff-agent-article/articles/portfolio-mcp-readonly-investment-datahttps://hpoenixf.com/eff-agent-article/articles/portfolio-mcp-readonly-investment-data把个人持仓接入 Agent：我们怎样设计一个只读金融 MCP：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 06:10:06 GMT https://hpoenixf.com/eff-agent-article/articles/bounded-bull-bear-peer-dialoguehttps://hpoenixf.com/eff-agent-article/articles/bounded-bull-bear-peer-dialogue当两个 Agent 开始直接对话：有界多空协作的 Runtime 设计：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 06:09:10 GMT https://hpoenixf.com/eff-agent-article/articles/agent-provider-failover-without-resetting-the-runhttps://hpoenixf.com/eff-agent-article/articles/agent-provider-failover-without-resetting-the-run故障切换：换路线，不重置任务：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 06:07:59 GMT https://hpoenixf.com/eff-agent-article/articles/unavailable-is-correcthttps://hpoenixf.com/eff-agent-article/articles/unavailable-is-correct数据过期后的受控刷新：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 06:06:39 GMT https://hpoenixf.com/eff-agent-article/articles/multi-layer-agent-collaboration-outlookhttps://hpoenixf.com/eff-agent-article/articles/multi-layer-agent-collaboration-outlookETF Agent 如何探索把研究专长、投资方法、多空反证与个人习惯连接成一项真正有用的投研任务，以及哪些价值尚待完整验收。Tue, 27 Oct 2026 06:05:21 GMT https://hpoenixf.com/eff-agent-article/articles/agent-subagent-context-specializationhttps://hpoenixf.com/eff-agent-article/articles/agent-subagent-context-specializationSubagent：从隔离到专业化协作：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 06:04:02 GMT https://hpoenixf.com/eff-agent-article/articles/open-etf-agent-v01-first-readable-reporthttps://hpoenixf.com/eff-agent-article/articles/open-etf-agent-v01-first-readable-report从固定源码运行离线示例，理解资料身份、工具执行、部分写入与独立文件回读，并区分真实模型拒绝观察的已知和未知。Tue, 27 Oct 2026 05:57:26 GMT https://hpoenixf.com/eff-agent-article/articles/030-fintech-from-research-to-investment-advicehttps://hpoenixf.com/eff-agent-article/articles/030-fintech-from-research-to-investment-advice从投资研究到投顾与交易的边界：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:22:21 GMT https://hpoenixf.com/eff-agent-article/articles/agent-failure-is-a-boundary-problemhttps://hpoenixf.com/eff-agent-article/articles/agent-failure-is-a-boundary-problem别把每个失败都算给模型：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:21:26 GMT https://hpoenixf.com/eff-agent-article/articles/financial-agent-trustworthy-evidence-chainhttps://hpoenixf.com/eff-agent-article/articles/financial-agent-trustworthy-evidence-chain金融 Agent 的可信证据链：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:20:11 GMT https://hpoenixf.com/eff-agent-article/articles/agent-model-runtime-mcp-skill-boundarieshttps://hpoenixf.com/eff-agent-article/articles/agent-model-runtime-mcp-skill-boundariesModel / Runtime / MCP / Skill 的分工：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:18:39 GMT https://hpoenixf.com/eff-agent-article/articles/019-agent-answer-publicationhttps://hpoenixf.com/eff-agent-article/articles/019-agent-answer-publicationPublication：为什么需要独立发布系统：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:17:50 GMT https://hpoenixf.com/eff-agent-article/articles/agent-weekly-thesis-history-continuous-researchhttps://hpoenixf.com/eff-agent-article/articles/agent-weekly-thesis-history-continuous-research一份周报过去后，Agent 还记得为什么这样判断吗？：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:16:29 GMT https://hpoenixf.com/eff-agent-article/articles/investment-perspectives-and-thesis-falsificationhttps://hpoenixf.com/eff-agent-article/articles/investment-perspectives-and-thesis-falsification不止一个投资专家：多视角 Agent 如何共同检验投资假设：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:15:32 GMT https://hpoenixf.com/eff-agent-article/articles/031-fintech-data-time-and-reproducible-numbershttps://hpoenixf.com/eff-agent-article/articles/031-fintech-data-time-and-reproducible-numbers金融数字的时点、口径与复算：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:13:57 GMT https://hpoenixf.com/eff-agent-article/articles/mcp-market-responsibility-retrospectivehttps://hpoenixf.com/eff-agent-article/articles/mcp-market-responsibility-retrospective金融数据 MCP 为什么变成决策系统：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:13:03 GMT https://hpoenixf.com/eff-agent-article/articles/agent-differentiated-evolution-contractshttps://hpoenixf.com/eff-agent-article/articles/agent-differentiated-evolution-contractsAgent 架构如何做到该稳定的稳定，该变化的变化？：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 05:10:52 GMT https://hpoenixf.com/eff-agent-article/articles/financial-agent-python-result-consumptionhttps://hpoenixf.com/eff-agent-article/articles/financial-agent-python-result-consumptionPython 算过了，投研报告为什么还会错：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 04:48:40 GMT https://hpoenixf.com/eff-agent-article/articles/code-cheaper-systems-harder-to-evolvehttps://hpoenixf.com/eff-agent-article/articles/code-cheaper-systems-harder-to-evolve代码越来越便宜，为什么系统却越来越难升级？：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 04:47:57 GMT https://hpoenixf.com/eff-agent-article/articles/ai-citations-do-not-prove-reliabilityhttps://hpoenixf.com/eff-agent-article/articles/ai-citations-do-not-prove-reliability很多引用为什么不等于可靠：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 04:19:40 GMT https://hpoenixf.com/eff-agent-article/articles/ai-coding-judgment-and-verificationhttps://hpoenixf.com/eff-agent-article/articles/ai-coding-judgment-and-verificationAI Coding 最贵的不是写代码，而是决定什么值得验证：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 04:19:40 GMT https://hpoenixf.com/eff-agent-article/articles/honest-agent-evaluationhttps://hpoenixf.com/eff-agent-article/articles/honest-agent-evaluation测试与评测：绿灯究竟证明什么：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 04:19:40 GMT https://hpoenixf.com/eff-agent-article/articles/020-agent-extension-host-smartphonehttps://hpoenixf.com/eff-agent-article/articles/020-agent-extension-host-smartphoneExtension Host：从功能机到智能机：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 03:07:34 GMT https://hpoenixf.com/eff-agent-article/articles/agent-control-events-durable-owner-adoptionhttps://hpoenixf.com/eff-agent-article/articles/agent-control-events-durable-owner-adoptionAgent 收到控制指令后，为什么不能立刻执行：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 03:07:34 GMT https://hpoenixf.com/eff-agent-article/articles/tool-results-outside-model-contexthttps://hpoenixf.com/eff-agent-article/articles/tool-results-outside-model-context结果外置与完整性：模型到底读到了多少：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:48:12 GMT https://hpoenixf.com/eff-agent-article/articles/agent-main-run-context-compactionhttps://hpoenixf.com/eff-agent-article/articles/agent-main-run-context-compactionMain 压缩：摘要不改写原始事实：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:48:12 GMT https://hpoenixf.com/eff-agent-article/articles/026-agent-memory-forget-durable-effectshttps://hpoenixf.com/eff-agent-article/articles/026-agent-memory-forget-durable-effectsMemory：从保存、召回到安全遗忘：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:48:12 GMT https://hpoenixf.com/eff-agent-article/articles/mcp-host-from-discovery-to-consumptionhttps://hpoenixf.com/eff-agent-article/articles/mcp-host-from-discovery-to-consumption从接上 MCP 到真正用上工具：Agent 的接入链路怎样构建：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:48:12 GMT https://hpoenixf.com/eff-agent-article/articles/agent-runtime-refactor-one-day-blockedhttps://hpoenixf.com/eff-agent-article/articles/agent-runtime-refactor-one-day-blocked一个 Subagent 改动，为什么拖住了我们整整一天？：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:37:48 GMT https://hpoenixf.com/eff-agent-article/articles/agent-temporal-semantics-market-calendarhttps://hpoenixf.com/eff-agent-article/articles/agent-temporal-semantics-market-calendarAgent 说“今天”时，到底是哪一天：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-provider-admission-capacity-leasehttps://hpoenixf.com/eff-agent-article/articles/agent-provider-admission-capacity-lease模型返回 HTTP 200，为什么下一次还要排队：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-model-capability-presentation-tool-surfacehttps://hpoenixf.com/eff-agent-article/articles/agent-model-capability-presentation-tool-surfaceTool Surface：Agent 有工具，模型为什么看不到：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-content-trust-prompt-injectionhttps://hpoenixf.com/eff-agent-article/articles/agent-content-trust-prompt-injectionA35 内容信任：Prompt Injection 不只是恶意文本：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-multi-ecosystem-hook-executionhttps://hpoenixf.com/eff-agent-article/articles/agent-multi-ecosystem-hook-execution多生态 Hook：Claude、Pi 与 Codex：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-personal-credits-shadow-accountinghttps://hpoenixf.com/eff-agent-article/articles/agent-personal-credits-shadow-accountingAgent 的请求数、Token 与 Credits 记账：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-asynchronous-research-time-bound-deliveryhttps://hpoenixf.com/eff-agent-article/articles/agent-asynchronous-research-time-bound-delivery异步研究：离开页面后怎样按时交付：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-durable-human-interaction-response-adoptionhttps://hpoenixf.com/eff-agent-article/articles/agent-durable-human-interaction-response-adoptionAgent 问完用户之后：持久人机交互：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/agent-veto-authority-and-run-terminationhttps://hpoenixf.com/eff-agent-article/articles/agent-veto-authority-and-run-terminationRun 终结权、阶段预算与安全恢复：讨论实现机制、工程取舍与证据边界，记录 Agent 系统可复核的演进过程。Tue, 27 Oct 2026 01:00:59 GMT https://hpoenixf.com/eff-agent-article/articles/017-prompt-to-answer-six-layer-panorama-v3https://hpoenixf.com/eff-agent-article/articles/017-prompt-to-answer-six-layer-panorama-v3沿用户请求理解六层处理环节、Main/Subagent、多轮工具调用、Direct/Research/Coord、异步交付，以及跨层 Owner 的真实职责。Tue, 27 Oct 2026 01:00:59 GMT