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Local AI in Quarkus Needs a Visible Memory Budget
A practical pattern for making chat-memory pressure, eviction, and trace signals visible before local-model demos turn into opaque production behavior.
Jun 27
•
Markus Eisele
3
1
Build a Local AI Jury in Quarkus with Ollama
A hands-on guide to parallel model calls, Quarkus Signals, and a judge step that can return UNCERTAIN when the text stays messy.
Jun 25
•
Markus Eisele
1
1
Model Routing in Quarkus LangChain4j with Ollama
Build a two-lane Quarkus service that classifies prompts, routes cheap questions to a fast local model, and keeps routing decisions testable and…
Jun 3
•
Markus Eisele
1
1
Trace a Quarkus LangChain4j App in LangSmith
Build a small Quarkus assistant, send its OpenTelemetry traces to LangSmith, and learn how plain chat, tool calls, and failures show up in one trace…
May 30
•
Markus Eisele
3
1
Separate AI Helpdesk Triage from Remediation Without a Shared Deploy
A practical Java architecture walkthrough for teams that need different ownership, release cadence, and operational boundaries around AI support…
May 17
•
Markus Eisele
1
1
Build Hybrid MCP Tool Agents in Quarkus
A hands-on walkthrough that shows where MCP tools belong, where the model belongs, and how the full LangChain4j flow fits together.
May 12
•
Markus Eisele
4
2
Make Agent Workflows Inspectable Before Production
A small Quarkus service exposes live topology and recent executions, which makes agent systems easier to review, debug, and operationalize.
May 9
•
Markus Eisele
6
1
Managing AI Tool Sprawl with LangChain4j, Quarkus, and Ollama
A practical walkthrough of how tool search reduces prompt overhead and keeps larger internal assistants easier to reason about as catalogs grow.
May 7
•
Markus Eisele
5
2
The LangChain4j Proficiency Exam: 50 Questions for Senior Java Devs (2026 Edition)
Here is a straight checklist of what shows up in interviews when teams hire for LangChain4j and JVM LLM work—for the interviewer and for you if you are…
Feb 1
•
Markus Eisele
8
1
Building a Secure Hybrid RAG Pipeline in Java with Quarkus and JWT
Protect enterprise data by enforcing user-scoped SQL and vector retrieval with LangChain4j.
Jan 6
•
Markus Eisele
9
3
High-Throughput AI Video Processing with Quarkus and LangChain4j
A practical Java guide to mixing JavaCV face detection and multimodal LLM sentiment in one real-time pipeline.
Dec 2, 2025
•
Markus Eisele
6
2
How to Build a Stateful AI Chat System in Java with Quarkus and LangChain4j
Learn how to implement sliding-window memory, JPA persistence, and multi-session chat for reliable LLM applications.
Dec 1, 2025
•
Markus Eisele
1
1
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