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⚡ AI Lessons

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
2w ago
Stop Infinite ReAct Loops: Deterministic Cycle Detection in Spring AI with Java 21 Record Patterns
Stop Infinite ReAct Loops: Deterministic Cycle Detection in Spring AI with Java 21 Record...

Dev.to · Machine coding Master
🏗️ Systems Design & Architecture
⚡ AI Lesson
2w ago
Mastering the Producer-Consumer Pattern in Java LLD: The Restaurant Kitchen
Mastering the Producer-Consumer Pattern in Java LLD: The Restaurant Kitchen The...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
2w ago
Ditch Vavr: Native Java 21 Sealed Result Pattern Matching Is All You Need
Ditch Vavr: Native Java 21 Sealed Result Pattern Matching Is All You Need Stop bloating...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
3w ago
Stop Burning CPU on Continuous JFR: Trigger Ephemeral Snapshots with Micrometer in JDK 26
Stop Burning CPU on Continuous JFR: Trigger Ephemeral Snapshots with Micrometer in JDK...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
3w ago
Stop Reflection-Based DTO Mappers: Native Data Transformation with Java 21 Record Patterns and Switch Guards
Stop Reflection-Based DTO Mappers: Native Data Transformation with Java 21 Record Patterns...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
3w ago
Java CompletableFuture: Mastering Async Pipelines in Machine Coding
Java CompletableFuture: Mastering Async Pipelines in Machine Coding Handling asynchronous...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
3w ago
Ditch Hibernate Validator: Enforce Domain Invariants with Java 21 Record Patterns and Guard Clauses
Ditch Hibernate Validator: Enforce Domain Invariants with Java 21 Record Patterns and Guard...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
3w ago
Clean State Machines in Java 22+: Stop Polluting Scope with JEP 456 Unnamed Patterns
Clean State Machines in Java 22+: Stop Polluting Scope with JEP 456 Unnamed...

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
4w ago
Stop Single-Agent Hallucinations: Multi-Agent Deliberation Loops with Spring AI & JEP 480
Stop Single-Agent Hallucinations: Multi-Agent Deliberation Loops with Spring AI & JEP...

Dev.to · Machine coding Master
📰 AI News & Updates
⚡ AI Lesson
4w ago
Stop Burning Claude Tokens: Propagate SSE Disconnects in Spring Boot
Stop Burning Claude Tokens: Propagate SSE Disconnects in Spring Boot If a user closes...

Dev.to · Machine coding Master
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Stop Thread-Pooling Your Resiliency: Adaptive Semaphore Bulkheads for Java Virtual Thread Microservices
Stop Thread-Pooling Your Resiliency: Adaptive Semaphore Bulkheads for Java Virtual Thread...

Dev.to · Machine coding Master
🔍 RAG & Vector Search
⚡ AI Lesson
1mo ago
Ditch Naive Chunking: Late Chunking RAG in Spring AI
Ditch Naive Chunking: Late Chunking RAG in Spring AI Naive text chunking breaks your RAG...

Dev.to · Machine coding Master
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Stop Claude Code Interface Blindness: Hook Eclipse JDT LS via MCP for AST-Aware Java Refactoring
Stop Claude Code Interface Blindness: Hook Eclipse JDT LS via MCP for AST-Aware Java...

Dev.to · Machine coding Master
📰 AI News & Updates
⚡ AI Lesson
1mo ago
Stop Guessing SIMD Acceleration: Debugging JEP 489 Vector API Fallbacks with JDK 26 JFR
Stop Guessing SIMD Acceleration: Debugging JEP 489 Vector API Fallbacks with JDK 26...

Dev.to · Machine coding Master
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Stop Claude Code Token Burn: Constrain CLI Agent Loops with Gradle Test Filters
Stop Claude Code Token Burn: Constrain CLI Agent Loops with Gradle Test Filters If you are...

Dev.to · Machine coding Master
💻 AI-Assisted Coding
⚡ AI Lesson
1mo ago
Stop Guessing JVM Bugs: Connect Claude Code to Spring Boot via Local MCP Actuator Servers
Stop Guessing JVM Bugs: Connect Claude Code to Spring Boot via Local MCP Actuator...

Dev.to · Machine coding Master
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Java & AI: What Developers Need to Know
Beyond ReAct: Orchestrating LLM-Guided MCTS Agent Planning with Java Virtual Threads Naive...

Dev.to · Machine coding Master
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Stop Paying Full Price: Orchestrate Claude's 50% Off Batch API with Spring Batch and Virtual Threads
Stop Paying Full Price: Orchestrate Claude's 50% Off Batch API with Spring Batch and Virtual...

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Java & AI: What Developers Need to Know
Stop Relying on Pure Vector Similarity: Build Self-Querying Retrievers with Spring AI Filter...

Dev.to · Machine coding Master
🏗️ Systems Design & Architecture
⚡ AI Lesson
1mo ago
Java Concurrency LLD: Master ReentrantLock and Condition for Precise Thread Signaling
Java Concurrency LLD: Master ReentrantLock and Condition for Precise Thread Signaling In...

Dev.to · Machine coding Master
🧠 Large Language Models
⚡ AI Lesson
1mo ago
Taming LLM Tail Latency: Dynamic Request Hedging with Java's JEP 480 Structured Concurrency
Taming LLM Tail Latency: Dynamic Request Hedging with Java's JEP 480 Structured...

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Java & AI: What Developers Need to Know
Stop the ReAct Chaos: Building Deterministic Multi-Agent Cycles with Spring AI Graph If...

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Your Agent Loop Just Cost $1,000: Instrumenting Spring AI with OpenTelemetry GenAI Conventions
Your Agent Loop Just Cost $1,000: Instrumenting Spring AI with OpenTelemetry GenAI...

Dev.to · Machine coding Master
🤖 AI Agents & Automation
⚡ AI Lesson
1mo ago
Securing Spring AI Tool Calls: Stop Letting AI Agents Bypass Authorization with ScopedValue
Securing Spring AI Tool Calls: Stop Letting AI Agents Bypass Authorization with...
DeepCamp AI