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Your Agent Needs a Schema, Not a Better Prompt
AI Tutorials & Practice · DEV Community · 2026-11-11
The failure nobody demos The agent demo always works. The customer asks for a refund, the...
How To Review Pull Requests with Kiro CLI and GitHub Actions
AI Tutorials & Practice · DEV Community · 2026-11-11
Review Pull Requests with Kiro CLI and GitHub Actions Kiro CLI has a headless mode. Give...
GPU memory: why Nvidia's mining card hides more HBM
AI Tutorials & Practice · DEV Community · 2026-11-11
GPU memory can be installed yet restricted. Kate's CMP 170HX research separates effective configuration, intact HBM and a scoped arithmetic benchmark.
Use your eval as a CI gate with Agents CLI
AI Tutorials & Practice · DEV Community · 2026-11-11
How to make a quality drop fail your build with agents-cli eval run and one threshold, for anyone who ships an agent from a pipeline.
How emulators might catch what you might miss
AI Tutorials & Practice · DEV Community · 2026-11-11
I build plenty of apps due to the nature of my job. I use coding agents extensively. I decide what...
I Had the Same AI Tools as Everyone Else. Here’s why my projects shipped faster anyway.
AI Tutorials & Practice · DEV Community · 2026-11-11
How did I build and deploy 3 fully functional apps while still in college, before I even landed my...
AI Reduced the Cost of Coding. Did It Increase the Cost of Thinking?
AI Tutorials & Practice · DEV Community · 2026-11-11
A few years ago, writing code was one of the hardest parts of being a software developer. Today, AI...
AI Code Is Unmaintainable? So Is Ours.
AI Tutorials & Practice · DEV Community · 2026-11-11
If you’ve been in the software industry for any length of time, you’ve probably heard people talking...
I Replaced 10 Apps With One I Host Myself — Meet Orbit 🪐
AI Tutorials & Practice · DEV Community · 2026-11-11
My life used to live in ten different apps. A to-do app. A calendar. A budget spreadsheet. A notes...
What does a 30-second AI video cost in 2026?
AI Tutorials & Practice · DEV Community · 2026-11-11
Answer: a thirty-second AI video costs between about $0.30 and $6.30 depending on model and...
Temporal & AI: Agent Memory & Execution State
AI Tutorials & Practice · DEV Community · 2026-11-11
Memory is what the agent knows: the context the model sees right now, plus anything you carry across...
n8n Labs Launches Nod With Local Browser Login Handover for Personal Automation
AI Tutorials & Practice · DEV Community · 2026-11-11
n8n Labs has introduced Nod, a standalone personal agent that runs on a user's own computer and can...
n8n Nod Uses an Isolated Browser and Vault to Protect Agent Logins
AI Tutorials & Practice · DEV Community · 2026-11-11
n8n has released Nod, a standalone personal agent designed to run on a user's computer rather than...
AI Agent Sessions Are a Data Store Nobody Designed
AI Tutorials & Practice · DEV Community · 2026-11-11
Genkit and ADK save every turn of your agent's conversation, tool responses included, in a store you never designed. What ends up in there, why you can't sanitize your way out, and why fixing it is the framework's job.
Is LiteLLM Rust Really 7x Faster? A Closer Look at the Numbers
AI Tutorials & Practice · DEV Community · 2026-11-11
Benchmark headlines are easy to share and hard to check. In July, LiteLLM published benchmarks for...
Running Claude Code, Codex and Cursor Side by Side: How I Work With Them
AI Tutorials & Practice · DEV Community · 2026-11-11
My MacBook Air started restarting by itself. The 512 GB disk was full, and most of what filled it...
From idea to the App Store in a weekend: a medication reminder built in November 2026
AI Tutorials & Practice · DEV Community · 2026-11-11
No medication app fit how I take my pills, so I built one. Vzato went from an empty folder to App Store review in about 20 hours and was approved two days later, for iPhone, iPad and Mac. What the AI did, what I did, and what went wrong.
Stop Patching by CVSS. Patch What Attackers Actually Use. 🚀
AI Tutorials & Practice · DEV Community · 2026-11-11
TL;DR: Global Hack Map is a free, MIT-licensed live map of publicly reported cyberattacks, data...
AI Weekly: Fable 5.2, Muse Ember, and TPU 8i Max
AI Tutorials & Practice · DEV Community · 2026-11-11
Anthropic shipped Claude Fable 5.2 and cut its price by 20%. Meta launched Muse Ember, a tiny-priced...
The 90% AI Code Quota: Why Big Tech Is Manufacturing Fragile Codebases
AI Tutorials & Practice · DEV Community · 2026-11-11
The 90% AI Code Quota: Why Big Tech Is Manufacturing Fragile Codebases Imagine being a...
38,000 AI-found vulnerabilities, 217 fixed: auditing Glasswing, Anthropic's bug-discovery machine
AI Tutorials & Practice · DEV Community · 2026-11-11
Seven months ago Anthropic claimed thousands of high-severity AI-discovered bugs. The independent audit is in: 37,966 findings, 7,349 public, 217 fixed, and an October scanner that emails maintainers fully model-generated reports with no human review. curl's …
An AI Reviewer Said PASS. Could the Implementer Have Written the Receipt?
AI Tutorials & Practice · DEV Community · 2026-11-11
An executable synthetic test for a subtle failure in AI-agent review evidence. Two AI agents can...
PHP2Shell to Node2Shell: Five Supply Chain Security Controls
AI Tutorials & Practice · DEV Community · 2026-11-11
PHP2Shell, Node2Shell, LiteLLM, and Shai-Hulud expose gaps in software trust. Apply five SIP controls to reduce exposure and contain damage.
Backprop for Systems, Not Models
AI Tutorials & Practice · DEV Community · 2026-11-11
Your agent system does not learn. It just runs. Most multi-agent systems I see have the...
SLayer: a semantic layer that stops agents guessing SQL
AI Tutorials & Practice · DEV Community · 2026-11-11
SLayer Text to SQL fails quietly. The model guesses a join, invents a revenue definition,...
We Keep Hearing About AI Productivity. The QA Group Chat Told a Different Story.
AI Tutorials & Practice · DEV Community · 2026-11-11
An anonymous poll, a debate about multimodal testing, and some uncomfortable questions about who...
Best Tool Calling Platforms for AI Agents
AI Tutorials & Practice · DEV Community · 2026-11-11
Wiring a tool takes an afternoon. Running it for real users doesn't. Getting a model to...
Google AI Classroom Part 8: AI Project Supervision — Streamlined Mobile 720p Demo, 2-Stage Diarization & Fake-Log Auditing with Gemini 4
AI Tutorials & Practice · DEV Community · 2026-11-11
Measuring authentic student performance in capstone projects with a mobile 720p demo studio, 2-stage diarization, and fake-log auditing using Gemini 4.
How to Build an AI Agent That Fixes Bugs Reliably: Practice in Sharkly
AI Tutorials & Practice · DEV Community · 2026-11-11
At Sharkly, people rarely fix routine bugs by hand. Most bugs go directly to an AI agent. Sharkly is...
How a Privacy-First Online Image Editor Works Without Uploading Your Photos (WebAssembly + On-Device AI)
AI Tutorials & Practice · DEV Community · 2026-11-11
Most online image editors follow the same pattern. You pick a file, the browser uploads it, a server...
How to Turn a Slack Thread into a Tracked Task (and Get a PR Back)
AI Tutorials & Practice · DEV Community · 2026-11-11
A lot of engineering work starts the same way: someone drops a message in Slack. "The export button...
Part 5: The Control That Protected an Empty Bucket
AI Tutorials & Practice · DEV Community · 2026-11-11
This is Part 5 of a series building an HL7 v2 to FHIR R4 interoperability service in public. The...
Day 18/90: Your AI Agent Has a Step Limit—But Does It Have a Budget?
AI Tutorials & Practice · DEV Community · 2026-11-11
An AI agent can stay within its step limit and still exceed an acceptable response time or consume...
Claude Code Output Validation Hooks in 2026: Linting Agent-Written Code Before It Touches Your Repo
AI Tutorials & Practice · DEV Community · 2026-11-11
Deterministic validation hooks for AI-generated code. Stop type errors, security holes, and test failures before Claude commits them to your repository.
A Small Laptop Is a Full Build Kit: Bootstrapping with a Chromebook, Claude, and GitHub
AI Tutorials & Practice · DEV Community · 2026-11-11
A small laptop is a full build kit. Here's how far mine went. TL;DR: A reader suggested I publish...
Reverse Engineering Nvidia
AI Tutorials & Practice · DEV Community · 2026-11-11
NVIDIA's GPU Is Closed Hardware With a Compiler Inside It. Here's What Reverse Engineering...
When Is an AI Rewrite Finished?
AI Tutorials & Practice · DEV Community · 2026-11-11
AI makes it easier to attempt a replacement. The harder question is what the new software still owes...
Give Your Agent a Fast Path
AI Tutorials & Practice · DEV Community · 2026-11-11
Small decision models offer a way to handle routine judgments quickly, provided we are clear about...
The Rise of the Agentic Server
AI Tutorials & Practice · DEV Community · 2026-11-11
We have let go of the wheel. The era of agents is here, and we are long past the point of no return....
Your agent isn't hallucinating — your rules never defined "I don't know"
AI Tutorials & Practice · DEV Community · 2026-11-11
Picture an internal expense agent. Someone asks whether a flight change fee is reimbursable....
Should You Rewrite It With AI? Aaron Beals on What Breaks
AI Tutorials & Practice · DEV Community · 2026-11-11
The decision to rewrite For years, rewriting an existing codebase from scratch was...
When the Coding Agent Says It Is Done
AI Tutorials & Practice · DEV Community · 2026-11-11
The work should be easy to verify and continue after the conversation ends. An agent changes the...
Ask More of Your UI
AI Tutorials & Practice · DEV Community · 2026-11-11
In my last post, I wrote about moving Forem’s performance and maintenance work into autonomous loops...
The Fastest LLM Call Is The One You Never Make
AI Tutorials & Practice · DEV Community · 2026-11-11
At Glean, we tested a model that does not write text. It only makes decisions. In our tests, it...
Kent C. Dodds Hasn't Looked at His Code All Year
AI Tutorials & Practice · DEV Community · 2026-11-11
At the start of this year, Kent C. Dodds gave a coding agent a link to a GitHub issue he had been...
Software Engineering Is Becoming Factory Engineering
AI Tutorials & Practice · DEV Community · 2026-11-11
Most developers working with coding agents still interact with them directly. They open a terminal,...
How We Review 4x More AI Code Without Reading Every Line
AI Tutorials & Practice · DEV Community · 2026-11-11
Do you need to read every line of AI-generated code to trust it? Not necessarily. You need to check...
Does Human Involvement Actually Make Agent Code Worse?
AI Tutorials & Practice · DEV Community · 2026-11-11
Whether you’re trying to build a software factory or already running one, you’ve probably heard some...
Use Docker Sandboxes as Your Development Environment
AI Tutorials & Practice · DEV Community · 2026-11-11
Set up your development tools in Docker Sandboxes, control network access, and reuse your environment with snapshots and Dockerfile-based templates.
Who Governs the Governor? — Stored Prompt Injection Through the API Gateway
AI Tutorials & Practice · DEV Community · 2026-11-10
When AI agents write to and read from your database through legitimate API calls, the attack lives in...