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⚡ AI Lessons

Dev.to · Dextra Labs
4h ago
The AI Coding Tool Stack We Actually Use at a 15-Person Series B Startup in 2026 (With Cost Breakdown)
This isn't a "top 10 AI coding tools" listicle. This is the specific tools we use, on specific tasks,...

Dev.to · Dextra Labs
4h ago
Devin AI vs Claude Code vs Cursor Agent: Which One Actually Ships Production Code? (Benchmarks Inside)
"It writes code" is no longer impressive. The question in 2026 is whether it writes code you'd...

Dev.to · Dextra Labs
6d ago
AI Code Review Tools Are Missing 40% of Real Bugs, Here's What We Found After Testing 8 of Them
We planted 23 known bugs in a production-realistic codebase and ran eight AI code review tools...

Dev.to · Dextra Labs
💻 AI-Assisted Coding
⚡ AI Lesson
1w ago
On-Premise AI Code Review: How We Deployed Claude Locally in an Air-Gapped Environment (Setup Guide)
The security officer said no. Not "maybe with some modifications." Not "let us review the data...

Dev.to · Dextra Labs
🧠 Large Language Models
⚡ AI Lesson
1mo ago
RAG vs Agentic AI: A Developer's Decision Tree (With Code Examples for Both)
Two different problems wearing similar clothes. Here's how to tell them apart in thirty seconds, with...

Dev.to · Dextra Labs
1mo ago
Building an ERP Integration Layer for AI Agents: SAP, Oracle, NetSuite Architecture Patterns
Nobody writes about this because it's not glamorous. It's also where most enterprise AI projects...

Dev.to · Dextra Labs
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Building AI Agents for Compliance Monitoring in Finance: Architecture That Passes Auditors
The compliance AI that can't explain its decisions is worse than no compliance AI. Here's how to...

Dev.to · Dextra Labs
☁️ DevOps & Cloud
⚡ AI Lesson
2mo ago
How a 400-Engineer SaaS Company Cut PR-to-Production from 4.2 Days to 6.4 Hours with Claude Code Multi-Agent DevOps
This isn't a proof of concept. It's been running in production for seven months across a 400-person...

Dev.to · Dextra Labs
💻 AI-Assisted Coding
⚡ AI Lesson
2mo ago
What Is Vibe Coding? And Does It Actually Work for Production Code? (I Tested 10 Tools)
Everyone keeps saying it. Half the people saying it can't define it. I spent three weeks finding out...

Dev.to · Dextra Labs
🤖 AI Agents & Automation
⚡ AI Lesson
2mo ago
Top 10 Agentic AI Frameworks Compared: LangGraph vs CrewAI vs AutoGen vs... (Benchmarks Inside)
I spent six weeks running identical tasks through ten different frameworks so you don't have to argue...

Dev.to · Dextra Labs
2mo ago
Deploy an AI Agent to Azure AI Foundry in Under 10 Minutes Using AZD (Full Tutorial)
I'm going to save you the afternoon I lost the first time I tried to get an agent from my laptop to a...

Dev.to · Dextra Labs
✍️ Prompt Engineering
⚡ AI Lesson
2mo ago
Prompt Engineering Is a Real Skill, Here's the Enterprise Playbook (Not Just 'Be Specific')
System prompt architecture, few-shot design patterns, chain-of-thought for structured outputs,...

Dev.to · Dextra Labs
🤖 AI Agents & Automation
⚡ AI Lesson
3mo ago
Claude MCP Explained: Building Enterprise AI Integrations That Actually Scale
What the Model Context Protocol actually is, why it changes enterprise AI architecture and how to...

Dev.to · Dextra Labs
🧠 Large Language Models
⚡ AI Lesson
3mo ago
How to Fine-Tune Claude on Amazon Bedrock for Your Domain (Complete Guide with Code)
Dataset prep, Bedrock setup, training configuration, evaluation, deployment, with real cost estimates...

Dev.to · Dextra Labs
💻 AI-Assisted Coding
⚡ AI Lesson
3mo ago
Claude Code vs Cursor vs Windsurf: I Used All Three for 2 Weeks, Here's My Honest Take
Same tasks. Same codebase. Three tools. Two weeks. One developer who got increasingly opinionated. I...

Dev.to · Dextra Labs
4mo ago
5 Alternatives to OpenClaw If You Need Enterprise-Grade Security
OpenClaw is impressive. It's also not built for teams with SSO requirements, audit logs and data...

Dev.to · Dextra Labs
🤖 AI Agents & Automation
⚡ AI Lesson
4mo ago
PaperBanana: Automating Research Diagrams With an Agentic AI Framework
Google just shipped a framework that turns natural language into publication-ready figures. Here's...

Dev.to · Dextra Labs
💻 AI-Assisted Coding
⚡ AI Lesson
4mo ago
Claude Code vs Cursor vs GitHub Copilot: Honest Comparison After 30 Days
Claude Code vs Cursor vs GitHub Copilot: Honest Comparison After 30 Days I used each tool for real...

Dev.to · Dextra Labs
💻 AI-Assisted Coding
⚡ AI Lesson
5mo ago
Building AI Code Review Systems That Developers Trust
Because shipping AI reviewers is easy. Earning developer trust? That’s the real engineering...

Dev.to · Dextra Labs
🧠 Large Language Models
⚡ AI Lesson
5mo ago
How LLM Memory Actually Works in Production Systems
If you think LLMs "remember" things like humans do… you're about to discover what really happens...

Dev.to · Dextra Labs
🧠 Large Language Models
5mo ago
Production Lessons from Deploying LLMs in Regulated Environments
Shipping an LLM demo is easy. Shipping a compliant, auditable, production-grade LLM in a regulated...

Dev.to · Dextra Labs
🤖 AI Agents & Automation
5mo ago
Why Multi-Agent Systems Fail Without Orchestration
Multi agent systems (MAS) promise a future where autonomous AI agents collaborate like...

Dev.to · Dextra Labs
🧠 Large Language Models
6mo ago
Evaluating LLMs in CI/CD: What We Learned the Hard Way
“It worked in staging.” Famous last words, especially when Large Language Models (LLMs) are...

Dev.to · Dextra Labs
🔧 Backend Engineering
7mo ago
Production-Grade Generative AI in 2026: Patterns Dextralabs Use in Enterprise Deployments
A couple of years ago, “generative AI in production” often meant a clever demo glued to an API...
DeepCamp AI