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TutorialsOrdinary2026-10-23 00:41

PHP2Shell Explained: How AI Found a PHP Bug Hiding Since 2012, and How It Was Fixed

On 21 October 2026 PHP shipped an emergency release for two bugs in the language itself:...

Source: DEV Community

TutorialsOrdinary2026-10-23 00:34

Why AI’s Perception of Your Brand Matters as Much as SEO

A potential customer already knows your name. Someone they trust recommended your business. They...

Source: DEV Community

TutorialsOrdinary2026-10-23 00:05

Scaling stateful Gemini 4 Argon agent sessions on GKE: Connection draining, startup boost, and session persistence

Architect GKE for long-running Gemini 4 Argon agent sessions using VPA CPU startup boost, GCPBackendPolicy connection draining, and session checkpointing.

Source: DEV Community · Gemini

TutorialsOrdinary2026-10-22 23:58

How to Customise DeepResearch for Teams with Brand Kits & Collections

Day 22 of 30 Days of Search TL;DR To personalise and customize Valyu DeepResearch for a...

Source: DEV Community

TutorialsOrdinary2026-10-22 23:58

Enterprise AI Governance in 2026

An enterprise AI governance stack is not a gateway feature. It is a sequence of decisions that has to...

Source: DEV Community

TutorialsOrdinary2026-10-22 23:53

Congrats to the Sanity Challenge Winners!

We are thrilled to announce the winners of the Sanity Challenge, our partnership with Sanity built...

Source: DEV Community

TutorialsOrdinary2026-10-22 23:41

"Build in Public" Is Everywhere. Does It Actually Get You Customers? 🤔

What founders report, what that evidence can't prove, and a four-week experiment you can run on your...

Source: DEV Community

TutorialsOrdinary2026-10-22 23:37

The bugs that look like success: quality checks for AI-generated learning content

How I test AI-generated example sentences in a vocabulary app: invented words, a refusal that shipped as a card, a checklist that measured the wrong thing, and what the checks still miss.

Source: DEV Community

TutorialsOrdinary2026-10-22 23:23

I built a desktop AI novel-writing system because ChatGPT forgets my protagonist by chapter five

If you have ever tried to write a long story with a general-purpose AI, you know the pattern. By...

Source: DEV Community · ChatGPT

TutorialsOrdinary2026-10-22 23:20

Ripe: put a task off, and a local Gemma grows it into a first draft while you're away

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

Source: DEV Community

TutorialsOrdinary2026-10-22 23:15

My verifier said "unknown" about a post that was live

Two days ago I left a comment on Dimitris Kyrkos's post about agent retries ("Your agent's retry bug...

Source: DEV Community

TutorialsOrdinary2026-10-22 23:01

Your web app has no public API. Your browser already knows how to talk to it.

You want your coding agent to look something up in a web app. The app has a search box and an orders...

Source: DEV Community

TutorialsOrdinary2026-10-22 22:32

Where did my coding agent's 49 minutes go?

I asked my coding agent to merge a branch and clean up the worktree. It took 49 minutes. That's a...

Source: DEV Community

TutorialsOrdinary2026-10-22 22:23

RepoGraph: Sub-0.1s Codebase Architecture Explorer Powered by Google Gemma

Submission for the **Hacktoberfest Open-Source AI Challenge: Week 3 (Slow and Steady / Sloth...

Source: DEV Community

TutorialsOrdinary2026-10-22 22:23

The App Worked. The Launch Wasn't Ready. So I Built LaunchLazy

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady. ...

Source: DEV Community

TutorialsOrdinary2026-10-22 22:10

Meet Ovis: a compiler that reads plain English

Everything starts with a small thought, what if I merge LLM & LLVM? Will I able to write...

Source: DEV Community

TutorialsOrdinary2026-10-22 22:04

Migrating AI Agents to AWS: 15 Bedrock and AgentCore Checks

A readiness assessment for AI teams moving agents from a prototype or another provider to Amazon...

Source: DEV Community

TutorialsOrdinary2026-10-22 21:55

Your AI Eraser Redraws the Whole Photo: Inside a Label-Then-Edit Object Remover

This week two of our own help pages contradicted each other. MagicRemover's passersby page promised...

Source: DEV Community

TutorialsOrdinary2026-10-22 21:45

I let Claude Code search for a trading strategy, but hid the last two years of data from it

I gave Claude Code ten years of USD/JPY daily bars and asked it to find a trading rule. It ran...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 21:34

Nothing Reported It

Five ways my own test harness lied to me, and the one that nearly got published The number...

Source: DEV Community

TutorialsOrdinary2026-10-22 21:27

Benchmarking 6 Open LLMs on a 2-Machine RPC Cluster (Consumer GPUs, ~96GB VRAM)

In the endless pursuit of "bigger, bigger, and even bigger," I finally reached this point: two...

Source: DEV Community

TutorialsOrdinary2026-10-22 21:14

Seedance 2.5 Camera Control: Block Out AI Film Shots in Blender First

Control the camera in Seedance 2.5 AI video: block the shot out in Blender with Blender AI (3D-Agent), then let the blockout drive the AI shot frame for frame.

Source: DEV Community

TutorialsOrdinary2026-10-22 21:12

OneGraph: grounding Gemma 4's code reviews in a real dependency graph instead of a guess

Graphify's tree-sitter dependency graph plus Gemma 4, wired live into PR-Agent as a /graph_risk command, verified against a real pull request.

Source: DEV Community

TutorialsOrdinary2026-10-22 21:12

An MCP security checklist for developers wiring agents to real tools

Connecting an agent to a tool through MCP takes about ten minutes. You add a server to a config file,...

Source: DEV Community

TutorialsOrdinary2026-10-22 20:25

Day 3 of Building HYNA-Stage: Launching "Hacker Stage" & KODA Code Jam Season 3! 🐯☁️

Yesterday, our Day 2 post hit 100 comments. 🤯 When you are a 12-year-old founder building cloud...

Source: DEV Community

TutorialsOrdinary2026-10-22 20:18

My AI-written plan went through every check I could think of. The gaps were in what I never said.

The plan was 22,000 words long. Twelve agents had worked on it for close to two hours. Among them,...

Source: DEV Community

TutorialsOrdinary2026-10-22 20:17

How many tokens does Blender MCP really use? 72 Claude Code runs, and a racing scene for $0.47

People say hooking Blender up to Claude through MCP eats tokens. I couldn't find a single...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 20:15

Anthropic Runs 30,000 Agents at Once. What Keeps Them Under Control?

In one of Anthropic's internal experiments, a group of Claude agents was supposed to solve math...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 20:07

Read the Logs Before You Rewrite the Prompt

For a while I tried to fix my orchestrator by writing to it. It runs on GPT-6.1 Sol, and it had...

Source: DEV Community · GPT

TutorialsOrdinary2026-10-22 19:48

How Do I Stop Prompt Injection From Reaching My Tools?

You can't stop untrusted text from reaching a model. If your agent reads public GitHub issues, anyone...

Source: DEV Community

TutorialsOrdinary2026-10-22 19:30

Advanced LLM Engineering

Advanced LLM Engineering A deep-dive walkthrough of what is under the hood of large...

Source: DEV Community

TutorialsOrdinary2026-10-22 19:19

Agents won't forgive your docs

I spent the last year in a black box. Maternity leave does that: the world keeps moving, and you only...

Source: DEV Community

TutorialsOrdinary2026-10-22 19:00

Hornet: A Local Coding Goal You Can Inspect, Pause, and Resume

A useful coding run should leave more than a convincing final message. It should leave changed files,...

Source: DEV Community

TutorialsOrdinary2026-10-22 18:40

HuskDesk: Stop Losing Your Flow to Tab Chaos | Week 3 Dev Challenge | Hacktoberfest 2026

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and Steady ...

Source: DEV Community

TutorialsOrdinary2026-10-22 18:19

I Let an LLM Art-Direct Lyric Videos. Then I Took Most of the Job Away.

I've been building LyricVideoGenerator, a tool that takes a song and its lyrics and renders a lyric...

Source: DEV Community

TutorialsOrdinary2026-10-22 18:09

Solution by Slot Inc

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 3: Slow and...

Source: DEV Community

TutorialsOrdinary2026-10-22 18:04

AI Agents in Production: Identity, Budgets, and Blast Radius

A demo agent has one user, one task, and a forgiving audience. A production agent has a queue, a bill, a security boundary, and a hostile network. The three si…

Source: DEV Community

TutorialsOrdinary2026-10-22 18:03

Don't trust the config: 6 tests that prove your self-hosted AI agent server is locked down

Disclosure: I wrote this with AI assistance and checked every command and number against my own test...

Source: DEV Community

TutorialsOrdinary2026-10-22 17:52

What it took to get our MCP server into Claude's connector directory

An automated review approved Privatrak for Anthropic's connector directory about an hour after we...

Source: DEV Community · Claude

TutorialsOrdinary2026-10-22 17:50

Your Vibe-Coded Site Works. AI Search Can't See It.

Last weekend someone shipped a full landing page — pricing section, testimonials, a working contact...

Source: DEV Community