AI
Posts in the AI category.
Round 2: a real-world example set, a step-by-step benchmark, and 31 more Camel fixes
The second round of the local-model benchmark moved from thirteen beginner examples to a ladder of real-world ones with a web shop running through them, added a step-by-step mode …
Authorizing what an AI agent may do in Apache Camel
An AI agent decides which tools to call, and a tool can do real work: issue a refund, read a customer record, delete a file. The model is not a security boundary, so the decision …
We had a frontier AI coach a small local model through Camel. It found 99 things wrong for humans too
A frontier model ran the harness, a 22 GB local model on a laptop did the work, and Camel was what we changed between runs: from 0 to 12 of 13 beginner examples over twenty runs, …
GenAI Observability with Spring Boot and the Camel Observability Stack
Take Camel GenAI observability from CLI/TUI prototypes to production — Spring Boot, camel infra run observability, per-model Perses dashboards, and VictoriaTraces.
Observe Your Camel AI Routes with GenAI OpenTelemetry
Apache Camel 4.23 adds GenAI observability — OpenTelemetry spans and Micrometer metrics for LLM routes. Prototype it in minutes with the Camel CLI, Ollama, and the Camel TUI.
Camel Routes as AI Tools: Unified Tooling and MCP Server in Camel 4.22
Camel 4.22 introduces a unified AI tool abstraction and a built-in MCP server. Define a tool once as a Camel route, and it works with LangChain4j, Spring AI, and OpenAI. Tag it, …
Apache Camel Is Not Afraid of AI
The Apache Camel project pointed a frontier AI model at 19 years of code and asked it to find bugs. It found 165 for the upcoming 4.22 LTS release — concurrency races, silent data …
Hawtio AI: Utilizing AI in the Operational Phase of Camel Integrations
Hawtio AI is a new plugin that extends Hawtio's management and diagnostics console with AI-powered capabilities, enabling intelligent diagnosis of Camel application MBeans and …
Why AI Already Knows Apache Camel
AI coding assistants are remarkably good at Apache Camel — and it is not an accident. 19 years of stable APIs, 11,700+ Stack Overflow answers, 100,000+ public commits, and a …
Wanaku 0.1.1: Bringing Apache Camel Integration Capabilities to AI Agents via MCP
Wanaku 0.1.1: Service Catalogs and Service Templates bring Apache Camel's integration power to AI agents through the Model Context Protocol