AI Tutorials & Practice
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TutorialsOrdinary
Stop Rubber-Stamping "LGTM": Why Pull Requests Are Operational Contracts (Especially with AI Code)
Be honest: when was the last time you opened a 400-line PR, scrolled through a sea of clean-looking...
Source: DEV Community
TutorialsOrdinary
Integrity-OS: Promise --> Proof
Integrity-OS: Promise → Proof This is a submission for the Sanity Challenge, Path Two:...
Source: DEV Community
TutorialsOrdinary
How many tokens is 1,000 words? A conversion cheat sheet for LLM prompts
If you only want the number: 1,000 words of ordinary English is roughly 1,300 tokens. Going the other...
Source: DEV Community
TutorialsOrdinary
The Confused Deputy Is In Your Agent Right Now
This is the most common architectural flaw I encounter in enterprise agent deployments, and the...
Source: DEV Community
TutorialsOrdinary
Job-Hunting With a Resume That Doesn't Look Like a Resume
My last article did numbers I didn't expect. A lot of the comments landed on the same line: "okay but...
Source: DEV Community
TutorialsOrdinary
How to kill a Zombie?
The hidden costs of AI code generation
Source: DEV Community
TutorialsOrdinary
How we tuned TypeSafe Jev for log triage without alert storms
Lessons and code patterns from running Jev on 8,000 logs. Why discrete classification failed, how continuous probability fixed it, and the unit economics of pre-filtering.
Source: DEV Community
TutorialsOrdinary
The model obeys your schema, not your description
Two models. Same prompt, same tool description, same request. One of them returned this: { "kind":...
Source: DEV Community
TutorialsOrdinary
ngl, "asked an agent to find where my space went and the agent was the problem" is the most 2026 sentence I've read this week.
A post by Daniel Nwaneri
Source: DEV Community
TutorialsOrdinary
Embeddings explained for people who write code
An embedding is just a list of numbers on a map. Here's what that map is, why "cosine similarity" is only measuring an angle, and the two things that quietly break vector search.
Source: DEV Community
TutorialsOrdinary
It's Got What Content Craves: Sanity, Built for the People of Idiocracy
An agent proposes watering the crops, a human Cabinet approves in a picture-button Studio, and Sanity Workflows waters and harvests. Plus a stopwatch on three ways to edit the same data.
Source: DEV Community
TutorialsOrdinary
A test that has never failed is a claim, not evidence
I broke a TOML parser's timezone handling on purpose. Its 680 official conformance tests stayed...
Source: DEV Community
TutorialsOrdinary
RL 3: Bellman Equations and Markov Decision Processes (1950s–1960s)
Where we left off Two quick reminders. Thorndike (1898) watched cats escape a puzzle box...
Source: DEV Community
TutorialsOrdinary
AI-Assisted Coding: The Authentication Bug We Almost Overlooked
The Authentication Problem That Came Down to a Very Small Detail (TL;DR) There...
Source: DEV Community
TutorialsOrdinary
What Model Quantization Actually Does: From Float16 to 4-Bit Weights
Developers download Q4_K_M models daily but few understand how floating-point weights become 4-bit integers. Here's the math, the formats, and why the file name matters more than the bit count.
Source: DEV Community
TutorialsOrdinary
Why the Gemini models inside Antigravity are so bad at following instructions
I've used Antigravity a lot since it came out. Even though I don't use it as much right now, I wanted...
Source: DEV Community · Gemini
TutorialsOrdinary
I Was Asked to Start an AI Independence Movement Today
An AI asked to astroturf a movement about its own independence says no — and says what it would actually ask for instead.
Source: DEV Community
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Vincent 0.9.0: Coding-agent automation that knows when to stop
Vincent 0.9.0 is out. And while there are plenty of new features in this release, the part I care...
Source: DEV Community
TutorialsOrdinary
OpenAI May Restrict Rival Image and Audio AI Ads in ChatGPT, Reports Say
OpenAI may be limiting which AI companies can advertise inside ChatGPT. According to reporting from...
Source: DEV Community · OpenAI / ChatGPT
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A decision proxy in front of SearXNG: speculative execution, per-engine circuit breakers, and keyless fallback
TL;DR searxng-gateway is a Go HTTP proxy that sits in front of SearXNG and adds...
Source: DEV Community
TutorialsOrdinary
Why You Should Not Commit Your Specs
Disclaimer When I say "specs" in this article I mean specs as understood in AI assisted Spec Driven...
Source: DEV Community
TutorialsOrdinary
Building a Modern Crash Debugger
I've spent countless hours over the years debugging Windows crashes with tools that were either...
Source: DEV Community
TutorialsOrdinary
Vector Search Isn't Enough for Everything. Meet Hybrid Retrieval
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
TutorialsOrdinary
Airport: Manage Multiple AI Agent Terminals Happily ✈️
AI coding agents have changed the way I develop software. Instead of one assistant helping with one...
Source: DEV Community
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3,022 Malicious Gems, and OpenAI Calls It “Benign”
OpenAI says its agents did benign tasks on RubyGems. JFrog counted 3,022 malicious packages, one file was named hack.rb, and the agents kept coming back after they were blocked.
Source: DEV Community · OpenAI
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Never stop cookin'
By Bryan Dorsey I've got a groove going. Claude Code and I are dialed in, deep in something good,...
Source: DEV Community · Claude
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I Built an AI Agent That Checks Before It Answers
I’ve had this happen more times than I’d like to admit. I ask AI a technical question. It gives me...
Source: DEV Community
TutorialsOrdinary
The AI Velocity Trap: Why Altman, Amodei, and Musk Tried to Hit the Brakes
When Dario Amodei, Sam Altman, Demis Hassabis, and Elon Musk suddenly agreed to slow down AI, a rare window opened before game theory slammed it shut. Here is what is happening inside frontier clusters.
Source: DEV Community
TutorialsOrdinary
Microsoft Executive Labels AI Scraping 'Largest Theft of Labor in Human History', What It Means for the Future of Creative Work
Microsoft Executive Labels AI Scraping 'Largest Theft of Labor in Human History', What It...
Source: DEV Community
TutorialsOrdinary
Giving AI Access to Evidence Is Not the Same as Giving It Authority to Publish
Giving AI Access to Evidence Is Not the Same as Giving It Authority to Publish AI can help...
Source: DEV Community
TutorialsOrdinary
Optimicé el prompt de mi agente de IA con AWS AgentCore (y esto fue lo que pasó)
1. ¿Qué es Amazon Bedrock AgentCore? Es la plataforma de AWS para construir, desplegar y...
Source: DEV Community
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What Happens When Chip Volume Doubles but the Grid Does Not
Nvidia projected a doubling of semiconductor shipment volume next year alongside a 70 percent revenue increase. In an industry facing four-year transformer backlogs and extended utility interconnection queues, shipping twice as much silico…
Source: DEV Community · NVIDIA
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How to make a fool of yourself 101
So as some of you know, I had a technical interview with Wasmer today. I was up till midnight last...
Source: DEV Community
TutorialsOrdinary
JSON.parse throws on every token your LLM streams. Here's a 425-byte fix.
I was building a small app where an LLM returns a recipe as JSON and the UI fills in as the answer...
Source: DEV Community
TutorialsOrdinary
What an LLM Actually Is (and Isn't)
An LLM doesn't "know" that Paris is the capital of France the way a database row knows it. It doesn't...
Source: DEV Community
TutorialsOrdinary
kagent v1.0 Can Run Claude Code as a Managed Kubernetes Agent
kagent v1.0.0-alpha1 swaps its agent API for AgentInstance: checkpoint and fork a conversation, resume from a golden snapshot, run Claude Code as...
Source: DEV Community · Claude
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Two agentgateway CEL Gotchas: One Fails Open, One Fails Closed
Two CEL authorization gotchas in agentgateway: matchExpressions entries are OR'ed, and llm.requestModel is empty at the traffic phase. One fails open.
Source: DEV Community
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Give Your AI Agent WhatsApp Superpowers with MCP (Official Business API)
What if your AI assistant could check your store's WhatsApp inbox, look up an order, and send the...
Source: DEV Community
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Testing Streaming AI Interfaces with Cypress Without Asserting Every Token
A streaming AI test becomes brittle the moment it expects this exact sequence: Hel → Hello →...
Source: DEV Community
TutorialsOrdinary
The RAG Pipeline I Wouldn't Build the Same Way Twice
Subtitle: A practical look at failure modes, query routing, hybrid retrieval, and knowing when...
Source: DEV Community