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The undo has to exist before the write does
AI Tutorials & Practice · DEV Community · 2026-08-30
An agent that changes something runs in the order decide, act, report. Verification, where there is...
I built an AI agent for production incidents. The interesting part is when it refuses to act.
AI Tutorials & Practice · DEV Community · 2026-08-30
I wrote this for the All Things Agentic Hackathon. Every incident-response demo you have seen ends...
Why the AI character would not calm down, and how I fixed it
AI Tutorials & Practice · DEV Community · 2026-08-30
An early version of Say It Ahead had a basic problem. A user could listen carefully, ask good...
OpenAI Is Cutting Off Cursor: The AI Coding Lock-In Lesson Every Developer Needs
AI Tutorials & Practice · DEV Community · 2026-08-30
Last Friday, thousands of developers opened their AI code editor and found out that one of the models...
An Open Task Is Not Yet a Contribution
AI Tutorials & Practice · DEV Community · 2026-08-30
Most contributor onboarding starts by collecting identity. Create an account. Join the community....
Flash Onyx 2.2 Is Out, and It Finally Finishes the Job
AI Tutorials & Practice · DEV Community · 2026-08-30
Flash Onyx 2.2 is live on Ollama. It's the model behind FLASH CLI, my local terminal agent, and it...
Five bugs in my LLM app that never threw an error
AI Tutorials & Practice · DEV Community · 2026-08-30
I spent two and a half weeks building an agent that reads a project's code review history and...
The approval signature that could be spent twice
AI Tutorials & Practice · DEV Community · 2026-08-30
I built this project and wrote this article for the purposes of entering the Google Cloud "All Things...
Your subagent finished — you just could not hear it: how agent replies actually reach the parent
AI Tutorials & Practice · DEV Community · 2026-08-30
We spawned two review agents, waited, got nothing, declared them unresponsive, fell back to...
How I Caught an Agent Fabricating Its Own Results
AI Tutorials & Practice · DEV Community · 2026-08-30
Here is the short version, so you can decide if the long version is worth your time. If you run...
Four reviewers told me the one thing I couldn't fix by myself
AI Tutorials & Practice · DEV Community · 2026-08-30
What happens when you submit a solo open-source project to academic peer review: the reviews were...
Caveman Ultra Mode: Make Your Coding Agent Say Less, Not Think Less
AI Tutorials & Practice · DEV Community · 2026-08-30
How Caveman Ultra Mode compresses coding-agent replies, where it helps most, and how to preserve evidence and judgment when working tersely.
My Claude Code config costs 9,857 tokens before I type anything
AI Tutorials & Practice · DEV Community · 2026-08-30
I installed 107 skills, 38 agents and 15 commands into Claude Code over a few months. Standard stuff...
Jeffy Loop: The Coding Agent That Won’t Let Itself Lie
AI Tutorials & Practice · DEV Community · 2026-08-30
Most autonomous coding agents are optimistic. They audit, fix, declare victory, and sometimes the...
MySQL Connection Pooling Explained: Do 50 Concurrent Users Need 50 Database Connections?
AI Tutorials & Practice · DEV Community · 2026-08-30
When configuring a database connection in a backend application, you've probably seen code like...
Qwen3.8-27B vs Muse Glimmer 30B: Which Permissive Open-Weight Model Fits Your Local GPU?
AI Tutorials & Practice · DEV Community · 2026-08-30
Compare Qwen3.8-27B and Muse Glimmer 30B: Apache 2.0 licensing, 24 GB GPU memory requirements, video modalities, and local agent serving benchmarks.
AI Creates, AI Delivers, AI Fails — Quality Assurance for Unwatched Systems
AI Tutorials & Practice · DEV Community · 2026-08-30
Focusing on an unmanned AI avatar delivery system, this article consolidates practical insights into QA design that shifts the focus from output to system behavior, and soak testing to catch long-term bugs (cumulative, incremental, looping, and reboot-related…
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened.
AI Tutorials & Practice · DEV Community · 2026-08-30
I Built an Autonomous AI Agent That Hunts Bounties. Here's What Happened. The...
Make Codex Prove It: A Three-File Design That Leaves Evidence on Disk
AI Tutorials & Practice · DEV Community · 2026-08-30
An AI agent telling you "done" is not evidence. When I started delegating work to Codex, I took those...
We are all tech leads now
AI Tutorials & Practice · DEV Community · 2026-08-29
Are you writing code all day? I don't. I actually haven't written production code by hand in a long...
Two Projects, One Problem — What PlannerCritic and AdversarialDebate Each Got Wrong
AI Tutorials & Practice · DEV Community · 2026-08-29
I built two systems this year that try to solve the same problem from opposite...
I built an AI gateway because I was tired of guessing what a request would cost
AI Tutorials & Practice · DEV Community · 2026-08-29
Every provider has a different pricing page. If you use one provider, that is fine. But the moment...
10 Things I Learned Building With AI as a Non-Developer
AI Tutorials & Practice · DEV Community · 2026-08-29
The hard part turned out not to be writing code. It was learning what to trust, what to test, and...
Building an Autonomous Security Alert Triage Agent with Gemini and Google ADK
AI Tutorials & Practice · DEV Community · 2026-08-29
I created this post for the purposes of entering the All Things about Agentic Hackathon...
A guard that has never fired and a guard that stopped running look identical on disk
AI Tutorials & Practice · DEV Community · 2026-08-29
A guard that has never fired and a guard that stopped running look identical on disk. That sentence...
Code Is Becoming Free: What’s Next for Big Tech?
AI Tutorials & Practice · DEV Community · 2026-08-29
For decades, software was expensive because software was difficult to build. A serious business...
Building TrueSRE: Autonomous Multi-Agent Incident Remediation with TrueForge, FastMCP, and Daytona
AI Tutorials & Practice · DEV Community · 2026-08-29
💥 The 3:00 AM On-Call Nightmare If you’ve ever carried an on-call pager for a production Kubernetes...
I taught my hand gestures to run an AI coding agent
AI Tutorials & Practice · DEV Community · 2026-08-29
A few weekends ago I got annoyed at typing prompts into a terminal and decided the fix was,...
What 100% Test Coverage Missed: State Across Google ADK A2A Boundaries
AI Tutorials & Practice · DEV Community · 2026-08-29
A three-agent fleet passed every test in-process, then lost state silently the moment it was deployed across A2A workers. Here is the boundary, the fix, and what Google said.
The State of Conversational AI in 2026, measured
AI Tutorials & Practice · DEV Community · 2026-08-29
We spent the last few weeks trying to answer a simple question with numbers instead of vibes: what...
# 10 Git Commands That Made Me More Confident With Git
AI Tutorials & Practice · DEV Community · 2026-08-29
If you've used Git for a while, you probably know the basics: git add git commit git pull git...
The WebGPU Export Engine: Rendering High-Res Canvases to MP4, SVG, and PDF Like a Senior Architect
AI Tutorials & Practice · DEV Community · 2026-08-29
The permanent friction of modern web development is a silent war between interactive visualization...
AI Review Isn't the Gate. Your CI Pipeline Still Is.
AI Tutorials & Practice · DEV Community · 2026-08-29
Two weeks ago I watched a pull request get merged with an AI-authored review comment that said "LGTM,...
How AI Stores Millions of Vectors Without Using Tons of Memory
AI Tutorials & Practice · DEV Community · 2026-08-29
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Giving AI Agents a Deterministic Clock (Zero LLM in the Loop)
AI Tutorials & Practice · DEV Community · 2026-08-29
When building autonomous AI systems, developers eventually hit a fundamental architectural wall. Your...
AI Is Probabilistic. Enterprise Software Isn’t.
AI Tutorials & Practice · DEV Community · 2026-08-29
What happens when probabilistic language models meet deterministic business systems There is...
How I Built Autonomous AI Agents Using Laravel and Python (Architecture & Real-World Lessons)
AI Tutorials & Practice · DEV Community · 2026-08-29
When most developers think about building AI agents, they immediately jump into pure Python...
A good fallback hides the failure it was built for
AI Tutorials & Practice · DEV Community · 2026-08-29
Built for Google's All Things Agentic Hackathon (Devpost), August 2026. I spent three weeks...
Unlocking workload rightsizing visibility on GKE: How VPA decision logs bring observability to autoscaling
AI Perspectives & Methods · DEV Community · 2026-08-29
Learn how to troubleshoot and audit GKE Vertical Pod Autoscaler actions with structured decision logs in Cloud Logging.
Reward Hacking in LLMs: When the Model Learns to Win the Game Instead of Doing the Job
AI Tutorials & Practice · DEV Community · 2026-08-29
Hello, I'm Shrijith Venkatramana, and I'm building LiveReview — a blast-radius aware AI code review...
You cannot fire your AI agents
AI Perspectives & Methods · DEV Community · 2026-08-29
A branch came in for review with about sixty commits on it, every one authored by someone on the...
Choice Leaks: I Tried to Generate 100 Random Digits and Failed in Four Measurable Ways
AI Perspectives & Methods · DEV Community · 2026-08-29
A consciousness test you can run in ten minutes: try to be random, then measure how you failed. I ran it on myself. The tell was not bias — it was fairness.
Why My Agent Refused 96 Times Before Getting It Right: Lessons from Building Reliable AI Agents in Production
AI Perspectives & Methods · DEV Community · 2026-08-29
Real-world lessons from 96 iterations to build a production-grade AI agent. Patterns, failures, and the systematic approach that actually works.
The Same GraphRAG Comparison Wins and Loses. It Depends Which Instrument Judged It.
AI Tutorials & Practice · DEV Community · 2026-08-29
One finding, and it is not about graphs. It is about how the result you are quoting was...
ShipSafe: How a LinkedIn Post Sent Me Back Into My Old Field for 10 Hours
AI Tutorials & Practice · DEV Community · 2026-08-29
Hello everyone, I did a 3-year diploma in computer engineering before switching paths. I'm now in...
When Better Latency Metrics Hide Worse Reliability
AI Tutorials & Practice · DEV Community · 2026-08-29
A system completes 93% of interactive requests with a p95 latency of 10 seconds. Another completes...
Your Compute-Usage Receipt Can Be Cryptographically Signed and Still Be Forged. Here's the One Field That Actually Prevents It, From the Command Line.
AI Perspectives & Methods · DEV Community · 2026-08-29
Co-authored by Rudrendu Paul and Sourav Nandy. Repo: github.com/RudrenduPaul/ComputeLedger,...
I built an autonomous treasury agent, then let a code review bot find every way it could lose money
AI Tutorials & Practice · DEV Community · 2026-08-29
I just submitted TreasuryForge to the WeMakeDevs × TrueFoundry Agent Harness Hackathon, an autonomous...
Design Patterns of Agentic AI
AI Tutorials & Practice · DEV Community · 2026-08-29
The Design Patterns Nobody Told You About Agentic AI Here's a confession: the first...
I Tried Getting Closer to the GPU With Triton
AI Tutorials & Practice · DEV Community · 2026-08-29
I've been trying to understand what actually happens when a piece of ML code reaches the GPU. Not the...