---
title: "Discussion on \"We instrumented Claude Code for our team. Here's what the data showed\" | Hashnode"
description: "Discussion on \"We instrumented Claude Code for our team. Here's what the data showed\". From ad hoc prompting to spec-driven agents, plus self-hosted Claude Code telemetry with OTel, Prometheus, Loki and Grafana."
url: "https://hashnode.com/posts/we-instrumented-claude-code-for-our-team-here-s-what-the-data-showed/6aeca0c660ca7335fcfaaf9c"
---

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Discussion

# [We instrumented Claude Code for our team. Here's what the data showed](https://rafagomes.hashnode.dev/we-instrumented-claude-code-for-our-team-here-s-what-the-data-showed?utm_source=hashnode&utm_medium=feed)

From ad hoc prompting to spec-driven agents, plus self-hosted Claude Code telemetry with OTel, Prometheus, Loki and Grafana.

6d ago · 8 min read · rafagomes.hashnode.dev  
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-   [#ai](https://hashnode.com/tag/ai)
-   [#ai-agents](https://hashnode.com/tag/ai-agents)
-   [#opentelemetry](https://hashnode.com/tag/opentelemetry)
-   [#devops](https://hashnode.com/tag/devops)

## Written by

[Rafa Gomes](https://hashnode.com/@rafagomes)

@rafagomes · Rio, Brazil

  
[View profile](https://hashnode.com/@rafagomes)

I lead engineering at Oak Network and build agentic AI systems that run in production, not in demos.

I lead engineering at Oak Network and build agentic AI systems that run in production, not in demos. 18+ years shipping software, the last several leading remote teams for US companies. My focus is agentic AI: multi-agent orchestration, LLM-powered tooling, and instrumenting agents for cost, observability and usage. • 4 AI agents in production at Oak, instrumented end to end • Agentic development culture measured by cost and usage per developer • 25-engineer team across US and LatAm • Engineering behind a protocol with 1M users • Open source: ai-workflow, spec-driven agentic development for Claude Code Stack: TypeScript, Go, Python, Rust, React/Next.js, AWS, Kubernetes, EVM/Solana. rafagomes.tech

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