--- title: "Streamlining Security Investigations with Agents" url: https://daily.dev/posts/streamlining-security-investigations-with-agents-kwhrrgs6l source_url: https://slack.engineering/streamlining-security-investigations-with-agents/ type: article source: "Slack engineering" published: 2025-12-01T16:06:47.768Z updated: 2025-12-01T16:07:11.111Z tags: ["ai", "security", "devops", "llm", "slack"] reading_time: 10 upvotes: 3 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Streamlining Security Investigations with Agents **[Slack engineering](https://daily.dev/sources/slack)** · 10 min read · 3 upvotes · 0 comments ## Summary Slack's Security Engineering team built an agentic AI system to automate security alert investigations. The system uses multiple AI personas (Director, Expert, and Critic agents) working collaboratively through structured outputs and defined phases (Discovery, Trace, Conclude). Over 7,500 investigations were performed in the first quarter, with agents making spontaneous discoveries like credential exposures that human analysts might miss. The architecture includes a Hub API, scalable Workers, and a real-time Dashboard, enabling security analysts to supervise investigations rather than manually gather evidence. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Agentic SOC alert triage: 60% to 92% AI accuracy — Elastic Security Labs](https://daily.dev/posts/agentic-soc-alert-triage-60-to-92-ai-accuracy-elastic-security-labs-dxwh13gmo) · Elastic Security Labs · 1 upvotes · 0 comments - [How we secure Figma’s internal systems with agents](https://daily.dev/posts/how-we-secure-figma-s-internal-systems-with-agents-0csav3m0f) · Figma · 0 upvotes · 0 comments - [From firefighting to building: How AI agents restored our team’s core productivity](https://daily.dev/posts/from-firefighting-to-building-how-ai-agents-restored-our-team-s-core-productivity-zfyvdslnl) · Grab Tech Blog · 2 upvotes · 0 comments --- Tags: [#ai](https://daily.dev/tags/ai), [#security](https://daily.dev/tags/security), [#devops](https://daily.dev/tags/devops), [#llm](https://daily.dev/tags/llm), [#slack](https://daily.dev/tags/slack) [View this post on daily.dev](https://daily.dev/posts/streamlining-security-investigations-with-agents-kwhrrgs6l)