AI
Posts in the AI category.
Building an Agentic RAG Application with Apache Camel and LangChain4j
Explore how Apache Camel components connect LangChain4j agents, Milvus vector search, and web search to build an Agentic RAG application for historical incident investigation.
Round 4: making Camel work for any AI model, now with intermediate examples
The fourth round of our work to make Camel easy to use for any AI model, and especially for models small enough to run on a laptop or a mini PC. We moved on to intermediate …
Talk to Your CRM: Connecting Local AI to Business Systems with Apache Camel and MCP
What if looking up customer history and recording follow-ups were as easy as a conversation? See how Apache Camel exposes three CRM operations to a local LLM through MCP.
Round 3: making Kamelets AI-ready
A local model knows Camel's components from memory, but hardly knows Kamelets. Once Camel's catalog tools and validator knew them too, Kamelets went from 1 of 15 steps to 47 of 50, …
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 …