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jamilxt

Simply simple person with lots of passion.

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Software Engineer

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The Viral agent.md That Fixes AI Code Quality, Translated for Java and Spring Boot

The Viral agent.md That Fixes AI Code Quality, Translated for Java and Spring Boot

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8 min read

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GLM-5.3-Flash: Z.ai Reveals Ox Alpha Was Its Open Multimodal Model

GLM-5.3-Flash: Z.ai Reveals Ox Alpha Was Its Open Multimodal Model

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7 min read
Spring AI Is About to Deprecate ChatMemory - Here Is How to Move to the New Session API

Spring AI Is About to Deprecate ChatMemory - Here Is How to Move to the New Session API

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8 min read
Mac Studio M5 Ultra vs NVIDIA DGX Spark: The $5,500 Local AI Bet

Mac Studio M5 Ultra vs NVIDIA DGX Spark: The $5,500 Local AI Bet

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7 min read
Spring AI vs LangChain4j in 2026 - The Choice Got Harder, Here Is How to Decide

Spring AI vs LangChain4j in 2026 - The Choice Got Harder, Here Is How to Decide

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8 min read
AI Agents Are Flooding Public Services - Build Your Spring Boot Defenses Before They Reach Your API

AI Agents Are Flooding Public Services - Build Your Spring Boot Defenses Before They Reach Your API

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9 min read
Junie Local: JetBrains' Free On-Device AI Coding Agent Runs Qwen3.6-27B Entirely on Your Mac

Junie Local: JetBrains' Free On-Device AI Coding Agent Runs Qwen3.6-27B Entirely on Your Mac

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5 min read
MS Paint Stamps a Tracking ID Into Your Local AI Images

MS Paint Stamps a Tracking ID Into Your Local AI Images

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8 min read
Codex vs Claude Code: The Differences That Only Show Up After a Week of Real Work

Codex vs Claude Code: The Differences That Only Show Up After a Week of Real Work

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8 min read
NVIDIA Turned a 30% Model Into a 100% Agent. Here's How to Build the Same Harness in Java

NVIDIA Turned a 30% Model Into a 100% Agent. Here's How to Build the Same Harness in Java

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8 min read
Claude Code Overtakes GitHub Copilot: What JetBrains' Survey of 15,000 Developers Says About AI Coding Agents in 2026

Claude Code Overtakes GitHub Copilot: What JetBrains' Survey of 15,000 Developers Says About AI Coding Agents in 2026

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4 min read
MCP's New Roadmap Means Your Java Agent Stack Changes Again: 5 Shifts and What To Do About Each

MCP's New Roadmap Means Your Java Agent Stack Changes Again: 5 Shifts and What To Do About Each

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7 min read
BF16 vs FP8 vs INT4: The Quantization Bakeoff That Explains Why Your Local AI Agent Breaks

BF16 vs FP8 vs INT4: The Quantization Bakeoff That Explains Why Your Local AI Agent Breaks

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7 min read
AI Agents Can Now Optimize Your Slow Java Code: A Spring Boot Workflow That Used to Need a Specialist

AI Agents Can Now Optimize Your Slow Java Code: A Spring Boot Workflow That Used to Need a Specialist

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9 min read
Spring AI 2.0.1 Fixed 7 CVEs. One of Them Lets a Prompt Call Tools You Never Advertised

Spring AI 2.0.1 Fixed 7 CVEs. One of Them Lets a Prompt Call Tools You Never Advertised

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8 min read
Anthropic Rewrote Bun in Rust With 64 Claude Agents for $165K. The Real Bill Is Higher

Anthropic Rewrote Bun in Rust With 64 Claude Agents for $165K. The Real Bill Is Higher

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7 min read
A 9.8 Critical CVE That Never Existed: How to Filter Fake Vulnerabilities Out of Your Java Pipeline

A 9.8 Critical CVE That Never Existed: How to Filter Fake Vulnerabilities Out of Your Java Pipeline

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8 min read
Mojo vs Python: What Qualcomm's Open Source Release Actually Changes for Developers

Mojo vs Python: What Qualcomm's Open Source Release Actually Changes for Developers

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8 min read
Managed Cloud Databases with Aiven: Multi-Cloud Resilience, Infrastructure as Code, and Cost Optimization

Managed Cloud Databases with Aiven: Multi-Cloud Resilience, Infrastructure as Code, and Cost Optimization

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5 min read
GitHub's Copilot SDK for Java: Run AI Agents in Spring Boot Without Spring AI or LangChain4j

GitHub's Copilot SDK for Java: Run AI Agents in Spring Boot Without Spring AI or LangChain4j

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9 min read
Spring Boot 4 vs Quarkus 3.27: Which Java Framework Should Run Your Next Service?

Spring Boot 4 vs Quarkus 3.27: Which Java Framework Should Run Your Next Service?

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7 min read
Java 25 for Spring Boot Services: What to Turn On, What to Skip

Java 25 for Spring Boot Services: What to Turn On, What to Skip

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8 min read
Before You Add Kafka, Redis, and Elasticsearch: Try One Postgres First

Before You Add Kafka, Redis, and Elasticsearch: Try One Postgres First

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8 min read
Google Checks Is Shutting Down: What the Privacy Compliance Platform Deprecation Means for Developers

Google Checks Is Shutting Down: What the Privacy Compliance Platform Deprecation Means for Developers

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5 min read
Cerebras CS-4 vs NVIDIA GB300 NVL72: What the 30x Inference Speed Claim Means for Your Agents

Cerebras CS-4 vs NVIDIA GB300 NVL72: What the 30x Inference Speed Claim Means for Your Agents

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7 min read
Turn Your Spring Boot App Into an MCP Server: A Hands-On Guide

Turn Your Spring Boot App Into an MCP Server: A Hands-On Guide

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8 min read
REST API Best Practices in 2026: What Actually Changed, With Spring Boot Code

REST API Best Practices in 2026: What Actually Changed, With Spring Boot Code

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8 min read
DuckDB v2.0 Is Becoming a Real Database Server. Here Is How to Use It in Spring Boot Today

DuckDB v2.0 Is Becoming a Real Database Server. Here Is How to Use It in Spring Boot Today

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8 min read
Anthropic's Watermarking Controversy: Who Owns Your AI-Edited Words

Anthropic's Watermarking Controversy: Who Owns Your AI-Edited Words

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6 min read
Copilot Autofix Introduced a Critical CI/CD Bug at Snowflake. Here's How to Harden GitHub Actions

Copilot Autofix Introduced a Critical CI/CD Bug at Snowflake. Here's How to Harden GitHub Actions

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7 min read
GitHub Is Down: The August 17, 2026 Outage in Detail

GitHub Is Down: The August 17, 2026 Outage in Detail

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7 min read
OpenRouter vs Direct AI APIs: What Stripe's $7 Billion Acquisition Means for Developers

OpenRouter vs Direct AI APIs: What Stripe's $7 Billion Acquisition Means for Developers

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9 min read
Claude's System Prompt Grew From 358 to 3,235 Words. Here's What It Teaches Production AI Teams

Claude's System Prompt Grew From 358 to 3,235 Words. Here's What It Teaches Production AI Teams

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7 min read
The Ad Blocker With 40 Million Users Now Runs in Exactly One Major Browser: Firefox

The Ad Blocker With 40 Million Users Now Runs in Exactly One Major Browser: Firefox

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8 min read
Cursor vs Claude Code vs GitHub Copilot: What SpaceX's $60 Billion Deal Changes

Cursor vs Claude Code vs GitHub Copilot: What SpaceX's $60 Billion Deal Changes

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9 min read
DeepSeek Now Prices Tokens Like Electricity: 50% Off-Peak Discount and a Spring Boot Pattern to Profit From It

DeepSeek Now Prices Tokens Like Electricity: 50% Off-Peak Discount and a Spring Boot Pattern to Profit From It

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8 min read
Qwen 3.8 27B vs Qwen 3.6 27B: Same Architecture, 4 Months Apart, and a Different Kind of Upgrade

Qwen 3.8 27B vs Qwen 3.6 27B: Same Architecture, 4 Months Apart, and a Different Kind of Upgrade

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9 min read
OpenJDK Banned AI-Generated Code. Then Two Java Veterans Let Claude Code Build a Whole Runtime

OpenJDK Banned AI-Generated Code. Then Two Java Veterans Let Claude Code Build a Whole Runtime

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8 min read
Qwen 3.8 27B Topped Hacker News in a Day. Here's How to Run It Locally From Spring Boot

Qwen 3.8 27B Topped Hacker News in a Day. Here's How to Run It Locally From Spring Boot

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8 min read
Claude Opus 5 Wins Every Benchmark, So Why Do Developers Want Opus 4.8 Back?

Claude Opus 5 Wins Every Benchmark, So Why Do Developers Want Opus 4.8 Back?

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8 min read
GLM 5.3: Zhipu's Open-Weight Model Excels at Coding and Cyber

GLM 5.3: Zhipu's Open-Weight Model Excels at Coding and Cyber

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7 min read
Stealing Reasoning Traces from LLM APIs: How It Works and What to Audit

Stealing Reasoning Traces from LLM APIs: How It Works and What to Audit

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8 min read
Tailscale's 6-Month Hunt for a 16-Year-Old SQLite Bug: A Debugging Playbook for Java Teams

Tailscale's 6-Month Hunt for a 16-Year-Old SQLite Bug: A Debugging Playbook for Java Teams

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10 min read
DeepSeek V4 Pro Is Out. Here's How to Wire It Into Spring Boot With Spring AI

DeepSeek V4 Pro Is Out. Here's How to Wire It Into Spring Boot With Spring AI

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8 min read
Google Says Go Is Ideal for AI Coding. I Build With Java. Here Is My Honest Rebuttal

Google Says Go Is Ideal for AI Coding. I Build With Java. Here Is My Honest Rebuttal

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6 min read
The 40-Minute Supply Chain Attack That Leaked Microsoft, Amazon and Cisco Secrets

The 40-Minute Supply Chain Attack That Leaked Microsoft, Amazon and Cisco Secrets

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7 min read
Building a Production AI Agent in Spring Boot: The Append-Only Audit Trail (Part 13)

Building a Production AI Agent in Spring Boot: The Append-Only Audit Trail (Part 13)

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8 min read
Building a Production AI Agent in Spring Boot: Tenant Isolation (Part 12)

Building a Production AI Agent in Spring Boot: Tenant Isolation (Part 12)

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9 min read
Grok 4.6 Released: Benchmarks, Pricing, and What It Means for Agent Builders

Grok 4.6 Released: Benchmarks, Pricing, and What It Means for Agent Builders

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5 min read
Building a Production AI Agent in Spring Boot: The Sandbox Rule (Part 11)

Building a Production AI Agent in Spring Boot: The Sandbox Rule (Part 11)

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10 min read
Building a Production AI Agent in Spring Boot: Canary Releases, Model Fallback, and Cost Caps (Part 10)

Building a Production AI Agent in Spring Boot: Canary Releases, Model Fallback, and Cost Caps (Part 10)

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10 min read
Command Code vs Claude Code: The Read Tool That Saves Billions of Tokens

Command Code vs Claude Code: The Read Tool That Saves Billions of Tokens

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3 min read
Meta's Muse Glimmer: A 30B Open-Weight Model Built for Local AI Agents

Meta's Muse Glimmer: A 30B Open-Weight Model Built for Local AI Agents

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8 min read
Building a Production AI Agent in Spring Boot: A/B Testing Prompts With an LLM Judge (Part 9)

Building a Production AI Agent in Spring Boot: A/B Testing Prompts With an LLM Judge (Part 9)

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10 min read
Building a Production AI Agent in Spring Boot: The LLM Judge That Scores Your Agent (Part 8)

Building a Production AI Agent in Spring Boot: The LLM Judge That Scores Your Agent (Part 8)

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10 min read
Building a Production AI Agent in Spring Boot: The One Approval That Matters (Part 7)

Building a Production AI Agent in Spring Boot: The One Approval That Matters (Part 7)

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10 min read
Building a Production AI Agent in Spring Boot: Testing the Agent Loop Without an LLM (Part 6)

Building a Production AI Agent in Spring Boot: Testing the Agent Loop Without an LLM (Part 6)

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9 min read
Building a Production AI Agent in Spring Boot: The Supervisor Pattern with Specialist Agents (Part 5)

Building a Production AI Agent in Spring Boot: The Supervisor Pattern with Specialist Agents (Part 5)

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10 min read
MCP Goes Stateless: Building AI Agent Servers with Spring AI 2.0

MCP Goes Stateless: Building AI Agent Servers with Spring AI 2.0

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8 min read
Building a Production AI Agent in Spring Boot: Observability for Tool Calls and Latency (Part 4)

Building a Production AI Agent in Spring Boot: Observability for Tool Calls and Latency (Part 4)

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9 min read
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