Anthropic的工程哲学：预设失败，系统管控
Anthropic的工程实践揭示了一种务实的技术观：与其乐观地期待agent实现全能，不如审慎地假设它必然会出现偏差，进而构建系统性的容错管理机制。
即便是Anthropic这样具备顶级模型、完善agent基础设施与成熟工程体系的企业，在自身的非编码业务领域内，也尚未达成完全自动化的闭环。那些笃信搭建好agent研发流水线便能化解所有业务痛点的组织，理应反思自身的期望是否建立在虚幻的参照基准之上。
Anthropic官方工程博客与文档
[1]Building effective agents https://www.anthropic.com/engineering/building-effective-agents
[2]Effective context engineering for AI agents https://www.anthropic.com/engineering/effective-context-engineering-for-ai-agents
[3]Writing effective tools for agents — with agents https://www.anthropic.com/engineering/writing-tools-for-agents
[4]Effective harnesses for long-running agents https://www.anthropic.com/engineering/effective-harnesses-for-long-running-agents
[5]Best practices for Claude Code https://code.claude.com/docs/en/best-practices
[7]How we built our multi-agent research system https://www.anthropic.com/engineering/multi-agent-research-system
[8]How we contain Claude across products https://www.anthropic.com/engineering/how-we-contain-claude-across-products
[9]Scaling Managed Agents https://www.anthropic.com/engineering/managed-agents
[10]Demystifying evals for AI agents https://www.anthropic.com/engineering/demystifying-evals
[11]Quantifying infrastructure noise in agentic coding https://www.anthropic.com/engineering/infrastructure-noise
[18]How Anthropic teams use Claude Code https://www.anthropic.com/news/how-anthropic-teams-use-claude-code
[19]How AI Is Transforming Work at Anthropic https://www.anthropic.com/research/how-ai-is-transforming-work-at-anthropic
[25]An update on recent Claude Code quality reports (April 23 postmortem) https://www.anthropic.com/engineering/april-23-postmortem
[28]When AI builds itself https://www.anthropic.com/institute/recursive-self-improvement
Anthropic安全与合规
[20]Constitutional Classifiers: Defending against universal jailbreaks https://www.anthropic.com/research/constitutional-classifiers
[21]Next-generation Constitutional Classifiers https://www.anthropic.com/research/next-generation-constitutional-classifiers
[22]Detecting and countering malicious uses of Claude: March 2025 https://www.anthropic.com/news/detecting-and-countering-malicious-uses-of-claude-march-2025
[23]Responsible Scaling Policy https://www.anthropic.com/responsible-scaling-policy
[24]Building safeguards for Claude https://www.anthropic.com/news/building-safeguards-for-claude
Anthropic产品与医疗
[13]Introducing Anthropic Labs https://www.anthropic.com/news/introducing-anthropic-labs
[17]Anthropic Careers https://www.anthropic.com/careers
[26]Advancing Claude in healthcare and the life sciences https://www.anthropic.com/news/healthcare-life-sciences
[27]Qualified Health case study https://claude.com/customers/qualified-health
Anthropic产品与生态
Introducing the Model Context Protocol https://www.anthropic.com/news/model-context-protocol
New capabilities for building agents on the Anthropic API https://www.anthropic.com/news/agent-capabilities-api
Claude's Constitution https://www.anthropic.com/constitution
高管访谈
[6]Dario Amodei, CEO Speaker Series, Council on Foreign Relations https://www.cfr.org/event/ceo-speaker-series-dario-amodei-anthropic
[12]Mike Krieger on Lenny's Podcast, "Anthropic's CPO on what comes next" https://www.lennysnewsletter.com/p/anthropics-cpo-heres-what-comes-next
[14]Dario Amodei on Dwarkesh Podcast, "We are near the end of the exponential" https://www.dwarkesh.com/p/dario-amodei-2
[15]Daniela Amodei on Vanta Frameworks for Growth https://www.vanta.com/resources/hiring-10x-engineers-at-anthropic
[16]Daniela Amodei on Sixth Street, It's Not Magic https://sixthstreet.com/podcasts/a-conversation-with-daniela-amodei-co-founder-and-president-of-anthropic/
[29]Boris Cherny & Cat Wu, "Reflecting on a year of Claude Code" https://www.youtube.com/watch?v=Hth_tLaC2j8