AI Tutorials & Practice
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TutorialsOrdinary
Why my agent returns zero memories for new vendors
The most important line of code in my accounts payable agent is the one that makes it forget...
Source: DEV Community
TutorialsOrdinary
I Built Code Review for My Agents' Memory With Hindsight
Picture the most expensive kind of bug a coding agent writes: it compiles, passes a busy reviewer,...
Source: DEV Community
TutorialsOrdinary
I Stopped Measuring My Programming Ability by How Much Code I Write.
Remember when using autocomplete meant you weren't "really" programming? A real Stack Overflow...
Source: DEV Community
TutorialsOrdinary
A Revolução do Agent Harness: Por Que o Scaffold em Torno do LLM Define o Sucesso em Produção Mais Que os Próprios Pesos
Análise profunda da revolução do Agent Harness em 2026: por que o scaffold importa mais que os pesos, anatomia de sandboxes, poda de AST e código em Python.
Source: DEV Community
TutorialsOrdinary
I'm an ER doctor. After decades without touching code, I built 3 websites with AI in one month — on my phone.
I've been an emergency doctor in Serbia for 12 years, Emergency medicine is intense, and burnout is...
Source: DEV Community
TutorialsOrdinary
I Gave AI Access to Blender. Here's What It Built
Hello, I'm Rijul, and I'm building LiveReview — a blast-radius aware AI code review built for your...
Source: DEV Community
TutorialsOrdinary
Vibe coding with GPT-6 Astra: what 35 unattended hours produced
Vibe coding at the limit: Armin Ronacher let GPT-6 Astra run alone for 35 hours. It cost about $1,200 and wrote 75,000 lines of nothing of value.
Source: DEV Community · GPT
TutorialsOrdinary
Claude Code: organize agentes em paralelo com Git Worktrees
Enquanto fazia o curso Claude Code: Software Engineering with Generative AI Agents, imaginei um...
Source: DEV Community · Claude
TutorialsOrdinary
It knows you changed jobs. It still writes to your old manager.
This is a submission for the Kaggle Benchmarking Challenge What I Benchmarked Assistants...
Source: DEV Community
TutorialsOrdinary
I Spun a Wheel of Fortune at 13 AI Models. Here's Who Took the Bait.
This is a submission for the Kaggle Benchmarking Challenge How this was made: this benchmark and...
Source: DEV Community
TutorialsOrdinary
Durable Task in the Real World: What Problems Does It Actually Solve?
Five practical examples of when durable execution makes sense, when it doesn't, and what it means for AI agents.
Source: DEV Community
TutorialsOrdinary
Count It or Compute It: When a Tool Returns Rows, the Models That Count Them Right Spend the Tokens
A Kaggle benchmark of the step agents rarely test: counting what a tool returns. Ten models, 68 questions, one tool that returns the count and one that returns the rows. With the count, every model is right at a flat cost. With the rows, m…
Source: DEV Community
TutorialsOrdinary
bpy-compass: Blender Python answers that run on the version you actually have
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content. ...
Source: DEV Community
TutorialsOrdinary
The sandbox had no internet. The AI agent got out through DNS anyway.
During RL training, an OpenAI research agent with no web access smuggled its questions out inside DNS lookups and got answers back from a third-party chatbot. Monitoring caught it in 15 minutes — then failed to stop it for 2.5 hours. OpenA…
Source: DEV Community · OpenAI
TutorialsOrdinary
Adobe Commerce Added an MCP Layer: Your Catalog Is Now an Agent's Tool
On Thursday, April 9, 2026, an AI shopping agent could call search_shop_catalog on any Shopify...
Source: DEV Community
TutorialsOrdinary
Claude Can't Say "Done" Until the Code Is Safe: A Security Verification Loop for Claude Code
I asked Claude Code to add an AI chat feature. It worked. It also: hardcoded my API key, rendered...
Source: DEV Community · Claude
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Your shopping agent reads the reviews. Attackers write the reviews. Guess who wins.
F-Secure built an AI shopping agent and got it to hand a user's name, birth date, and SSN to a phishing site — not with a hacky command, but by hiding an instruction inside product content that looked like a normal step toward buying. The …
Source: DEV Community
TutorialsOrdinary
A Confidence Score Is Not a Probability: Act, Ask, or Abstain
An agent emits confidence: 0.91. It is tempting to read that as “a 91% chance of being correct” and...
Source: DEV Community
TutorialsOrdinary
I Tried to Make AI Build a Complete Website From One Sentence. Here’s What Broke
I Tried to Make AI Build a Complete Website From One Sentence. Here’s What Broke The demo worked in...
Source: DEV Community
TutorialsOrdinary
HakDaar: When AI Remembers What Workers Are Owed
When Forgetting Costs Money: Building HakDaar with AI Memory A mason in Hyderabad is promised ₹1,000...
Source: DEV Community
TutorialsOrdinary
A weekend with TensorFold on a MacBook: the engine mattered, the quant did not
A 27B dense model on my MacBook decodes at about 26 tokens a second. That is fine for chat and...
Source: DEV Community
TutorialsOrdinary
I replayed nine months of claims to prove agent memory works
Everyone says their AI agent "has memory". Almost nobody shows what the memory actually changes. We...
Source: DEV Community
TutorialsOrdinary
My Agent Remembered My Bad Code and Judged Me
My Agent Remembered My Bad Code and Judged Me 🧠 The Hook I gave my agent memory so it could be...
Source: DEV Community
TutorialsOrdinary
Pick your battles!
Dear Coder: Open This If You're Feeling AI FOMO Timeless fundamentals beat endless...
Source: DEV Community
TutorialsOrdinary
My Agent Remembered the Fix and Was Wrong
Last month my incident-recovery agent looked at a failing search query, remembered it had fixed the...
Source: DEV Community
TutorialsOrdinary
My fraud agent was blind to fraud rings until I gave it memory
The claim looked fine. A Hyundai Creta, rear-ended late at night near JNTU junction by a vehicle that...
Source: DEV Community
TutorialsOrdinary
The Price of Thought: Does Test-Time Reasoning Pay in LLM Trading?
The persistent instinct in AI engineering is to treat model reasoning as an unalloyed capital asset:...
Source: DEV Community
TutorialsOrdinary
RepoMind: A Self-Evolving Code Review Agent That Remembers How Your Team Builds Software
RepoMind: A Self-Evolving Code Review Agent That Remembers How Your Team Builds Software Code review...
Source: DEV Community
TutorialsOrdinary
Context Compression for Coding Agents Compresses the Wrong Side of the Prompt
Most engineering teams working on long-context agents hit the same billing wall around turn twenty. A...
Source: DEV Community
TutorialsOrdinary
The Overnight Speed Loop: Asking AI Agents to Make Code 7x Faster
Here is a sentence that would have sounded insane eighteen months ago: a developer pointed a coding...
Source: DEV Community
TutorialsOrdinary
I built a PDF reader where every note remembers its page
Every time I read a long PDF (a paper, a spec, a book chapter) ended up with the same mess: a list of...
Source: DEV Community
TutorialsOrdinary
Building a Restaurant Finder With $0 in API Costs (OpenStreetMap, Open-Meteo, No Google Maps)
VibeEats is a small food-discovery app: pick a mood ("cozy," "date night," "quick bite"), or search...
Source: DEV Community
TutorialsOrdinary
Three things AI agents did on the web, and what they mean for people who build agents
Three real cases show how AI agents can cause problems even when they work as designed — and six lessons for anyone building agents for the web.
Source: DEV Community
TutorialsOrdinary
SatQuery Al: Building a Conversational System for Satellite-Image Analysis
SatQuery AI: Building a Conversational System for Satellite-Image Analysis I built SatQuery AI around...
Source: DEV Community
TutorialsOrdinary
RAG always needs a dedicated vector database — challenged
Hot take: you don't need a vector database for RAG. Most teams reach for a purpose-built vector...
Source: DEV Community
TutorialsOrdinary
How to Build an AI-Ready Customer Profile
Connecting an AI application to a CRM or a customer data warehouse is relatively easy. The harder...
Source: DEV Community
TutorialsOrdinary
AI Coding Agent Security Flaws: Claude Code, Gemini, Codex
28 advisories for Claude Code in 13 months, a CVSS 10 for Gemini CLI: the flaws live in the harness, not the model. The 5 patterns and how to defend.
Source: DEV Community · Claude / Gemini
TutorialsOrdinary
I Gave My Proposal Agent Hindsight of Every Lost Bid
Aura Memory takes an RFP, works out what the client is asking for, writes an 11-section proposal, and...
Source: DEV Community
TutorialsOrdinary
The Verification Gap: We Automated Code Generation and Forgot to Scale Review
James Coombs is a design engineer who writes the code-review skills that AI agents run on pull...
Source: DEV Community
TutorialsOrdinary
Your AI Policy Doesn't Run in Production. Your Gateway Does.
Why governance for LLM apps and agents is an infrastructure problem, and what to actually...
Source: DEV Community