AI
Posts in the AI category.
One request, several agents: semantic routing with Apache Camel and Jev
Bring agent coordination into small, readable Camel routes: semantic decisions, parallel A2A calls, and bounded retries using familiar EIPs.
Thirty years of command-line tools, and nobody knew them all
A Friday thought: my Mac mini ran warm, and an AI found the cause with Unix tools that have been around for most of my career. Nobody ever knew all those tools. Nobody knows all of …
TypeSafe Jev meets Apache Camel: semantic decisions in Camel routes
Use Camel's Semantic language with Jev to classify messages, score ticket severity, validate actions, group related feedback, and review outgoing messages in camel routes.
B.Y.O.A. — Bring Your Own Agent to Camel TUI and Build Integrations with Camel Kit
Camel 4.23 brings ACP coding agents into Camel TUI. Bring your agent's skills and prompts, then use Camel Kit to design and build integrations from the same terminal.
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, …