--- title: "How we secure Figma’s internal systems with agents" url: https://daily.dev/posts/how-we-secure-figma-s-internal-systems-with-agents-0csav3m0f source_url: https://www.figma.com/blog/how-we-secure-figmas-internal-systems-with-agents type: article source: "Figma" published: 2026-07-29T21:19:05.798Z updated: 2026-07-29T21:30:06.967Z tags: ["security", "ai-agents", "rag", "snowflake"] reading_time: 21 upvotes: 0 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. # How we secure Figma’s internal systems with agents **[Figma](https://daily.dev/sources/figma)** · 21 min read · 0 upvotes · 0 comments ## Summary Figma's security engineering team built an AI-powered agentic system to handle internal security alert triage, reducing time-to-resolution by 71% and on-call pages by 20%. The system layers a RAG-based alert memory (using AWS Bedrock and Amazon Kendra) with an agentic investigation layer (via Tines and Claude models) that can query a Snowflake security data lake, look up Okta/Wiz/Santa data, and automatically open PRs to fix false positives. Key design decisions include separating memory into case memory (historical alerts), steering memory (behavioral rules), and procedural memory (self-built schema knowledge), plus deterministic guardrails like auto-drafting all agent-created PRs. The agent now handles all initial security response, shifting on-call engineers from investigation to review and judgment. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [How Figma stays ahead of vulnerabilities with agents](https://daily.dev/posts/how-figma-stays-ahead-of-vulnerabilities-with-agents-uui6x4kvc) · Figma · 0 upvotes · 0 comments - [Streamlining Security Investigations with Agents](https://daily.dev/posts/streamlining-security-investigations-with-agents-kwhrrgs6l) · Slack engineering · 3 upvotes · 0 comments - [Alert triage in under 3 minutes with Elastic's agentic SOC — Elastic Security Labs](https://daily.dev/posts/alert-triage-in-under-3-minutes-with-elastic-s-agentic-soc-elastic-security-labs-tnairkmjv) · Elastic Security Labs · 2 upvotes · 0 comments --- Tags: [#security](https://daily.dev/tags/security), [#ai-agents](https://daily.dev/tags/ai-agents), [#rag](https://daily.dev/tags/rag), [#snowflake](https://daily.dev/tags/snowflake) [View this post on daily.dev](https://daily.dev/posts/how-we-secure-figma-s-internal-systems-with-agents-0csav3m0f)