--- title: "Building a Multifaceted Agentic AI Evaluation Framework for Helix" url: https://daily.dev/posts/building-a-multifaceted-agentic-ai-evaluation-framework-for-helix-ylejxf1u7 source_url: https://twosixtech.com/blog/building-a-multifaceted-agentic-ai-evaluation-framework-for-helix type: article source: "Two Six Technologies" published: 2026-08-18T00:25:06.224Z updated: 2026-08-18T00:25:30.107Z tags: ["llm", "cicd", "observability", "agentic-ai"] reading_time: 5 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. # Building a Multifaceted Agentic AI Evaluation Framework for Helix **[Two Six Technologies](https://daily.dev/sources/twosixtech)** · 5 min read · 0 upvotes · 0 comments ## Summary Two Six Technologies describes building an evaluation framework for Helix, its agentic AI orchestrator used in national security settings. The framework combines a trace-and-check test harness (originally built for a system called Sentr) with a domain-specific evaluation suite that benchmarks LLMs, workflows, and prompt strategies. Rather than simple pass/fail checks, it tracks latency, token usage, cost, citation quality, and tool-call behavior over time to detect performance drift. Future plans include integrating these checks into CI/CD pipelines and adding live monitoring via Langfuse and Kibana to catch degradation before it affects users. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Evaluating AI agents: Real-world lessons from building agentic systems at Amazon](https://daily.dev/posts/evaluating-ai-agents-real-world-lessons-from-building-agentic-systems-at-amazon-lkttxw05m) · AWS · 2 upvotes · 0 comments - [Building an Evaluation Harness for Production AI Agents: A 12-Metric Framework From 100\+ Deployments](https://daily.dev/posts/building-an-evaluation-harness-for-production-ai-agents-a-12-metric-framework-from-100-deployments-2f5afv6v6) · Towards Data Science · 0 upvotes · 0 comments - [Evaluating AI Agents in Practice: Benchmarks, Frameworks, and Lessons Learned](https://daily.dev/posts/evaluating-ai-agents-in-practice-benchmarks-frameworks-and-lessons-learned-tohpewvfd) · InfoQ · 2 upvotes · 0 comments --- Tags: [#llm](https://daily.dev/tags/llm), [#cicd](https://daily.dev/tags/cicd), [#observability](https://daily.dev/tags/observability), [#agentic-ai](https://daily.dev/tags/agentic-ai) [View this post on daily.dev](https://daily.dev/posts/building-a-multifaceted-agentic-ai-evaluation-framework-for-helix-ylejxf1u7)