AI Intelligence Archive
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TutorialsOrdinary
I Audited My Own AI-Agent Library Against a Real Bug Report — Here's What I Found
I maintain StateGuard, a small Python library that gives AI agents transactional state — snapshot,...
Source: DEV Community
TutorialsOrdinary
How to Work With Agentic Teammates: A Practical Guide to Assigning, Governing, and Reviewing AI Work
AI agents are becoming much more useful when they can do more than answer a prompt. Instead of...
Source: DEV Community
TutorialsOrdinary
The Database Playground: Everything You Can Plug In and Tune in PostgreSQL and MySQL (Including AI Workloads)
TL;DR: PostgreSQL and MySQL are not black boxes. Both let you swap storage engines, index types,...
Source: DEV Community
TutorialsOrdinary
Retrieval is a routing problem. Your RAG stack just hides it.
Most RAG failures aren't model failures. They're routing failures wearing a retrieval costume. We...
Source: DEV Community
TutorialsOrdinary
VARdict - uphold or overturn a VAR room's decision
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
Chain of Custody: an AI agent that only says what it can prove
This is a submission for the Sanity Challenge, Path One: Ship an Agent That Queries Real Content ...
Source: DEV Community
TutorialsOrdinary
I Gave ChatGPT My Full Codebase. The Results Scared Me — But Not for the Reason You Think.
So I did the thing everyone tells you not to do. I took the whole codebase. Every route, the...
Source: DEV Community · ChatGPT
TutorialsOrdinary
AI Incident Response Agent powered by Hindsight
Overview The most dangerous thing an incident tool can do at 3 a.m. is hand an engineer a past fix...
Source: DEV Community
TutorialsOrdinary
Why Nature Grows Brains from Embryos: Lessons from a Non-Backprop Neuromorphic Engine in Rust
Author: Andrii Shumko (with the assistance of autonomous AI agents) Corporate Inquiries:...
Source: DEV Community
TutorialsOrdinary
Four vendors, one bad assumption: SSRF in MCP servers
There is a particular kind of bug that you only recognize the third time you see it. The first time,...
Source: DEV Community
TutorialsOrdinary
An OCR'd wrong date becomes a confidently wrong Hindsight memory
A vision model reads a smudged diary page and gets the 8 in "18 June" wrong. It reads it as a 3. On...
Source: DEV Community
TutorialsOrdinary
AI Can Make Every Local Decision Look Reasonable — While Making the System Worse
AI coding agents are very good at making small decisions. Move this logic into a helper. Add a...
Source: DEV Community
TutorialsOrdinary
Malicious MCP Servers: What Deadbugz Taught Us About Auditing Our AI Agent Setup
On the evening of August 10, 2026, a single GitHub account opened 23 pull requests against unrelated...
Source: DEV Community
TutorialsOrdinary
Building an Agent That Learns from Every Interaction with Hindsight
Building an Agent That Learns from Every Interaction with Hindsight Picture the 3 a.m....
Source: DEV Community
TutorialsOrdinary
"Last time" meant last upload, until I fixed Hindsight timestamps
The most common question a litigator asks before walking into court is five words long: "What...
Source: DEV Community
TutorialsOrdinary
What is an agent runtime? Six questions that tell you if you need one
An agent runtime is the layer that keeps an agent's work alive between turns: the session's state and...
Source: DEV Community
TutorialsOrdinary
I'm 16, self-taught, and I built a fake transfer receipt detector for Nigerian businesses
Hi Dev.to 👋 I'm Jonathan, 16, from Bauchi, Nigeria. Self-taught developer. This is my first real...
Source: DEV Community
TutorialsOrdinary
Building an AI Agent That Never Forgets a Promise
I've lost count of how many times I've walked into a meeting and thought, "Wait, did I already...
Source: DEV Community
TutorialsOrdinary
Why I built an AI that reads construction drawing sets the way a coordinator does
By Akam Pachachi, founder and CEO of Clash Nexus AI I didn't plan to start a construction...
Source: DEV Community
TutorialsOrdinary
Single Bank or Many? A Hindsight Design Decision I Almost Got Wrong
At 3 a.m., the person on call rarely needs more dashboards. They need someone who was there the last...
Source: DEV Community
TutorialsOrdinary
QueerCade (Part 2): Vibe-Code Something Strange — an Arcade of Queer Games on Sanity
This is a submission for the Sanity Challenge, Path Two: Vibe-Code Something Strange What I...
Source: DEV Community
TutorialsOrdinary
The Residual Class Problem: Why a Face Shape Classifier Keeps Answering Oval
If you build a classifier with a fixed set of labels, one of those labels usually ends up doing a job...
Source: DEV Community
TutorialsOrdinary
We Built an AI Agent That Remembers Every Security Incident So It Doesn't Solve the Same Problem Twice
Every security team has the same quiet frustration: an alert fires, someone spends 40 minutes...
Source: DEV Community
TutorialsOrdinary
Last week in Agent Security 1: We are not-a-mused!
Last week I talked at NDC Oslo about the OWASP Top 10 for Agents where I showed folks the different...
Source: DEV Community
TutorialsOrdinary
AI API call hangs in production, then 504: timeouts and budgets
We read 1,662 public posts from builders whose apps broke at or after launch and verified 215 recent...
Source: DEV Community
TutorialsOrdinary
Claude e Obsidian - Como uma QA utiliza essas ferramentas no dia-a-dia
🇺🇸 You can also read the English version of this article on AWS Community Builders. Ser QA nessa...
Source: DEV Community · Claude
TutorialsOrdinary
How to Build a Real-Time Voice AI Agent with the Gemini Live API
This post was originally posted on X, by Annie Wang, Developer Relations Engineer, Google Cloud and...
Source: DEV Community · Gemini
TutorialsOrdinary
Your agents can’t collaborate if they only speak tool calls — the A2A protocol that fixes peer handoffs — A2A Under the Linux Foundation
I spent three weeks trying to make a billing agent ask a refund agent a question. Not a tool call—an...
Source: DEV Community
TutorialsOrdinary
When Code Gets Cheap, Verification Becomes Expensive: How AI changes the economics of software architecture
Recently, I was having a conversation at work about how we should implement a feature. I was...
Source: DEV Community
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
ModelsOrdinary
GLM5.3 稀疏注意力如何影响 HBM 内存占用
GLM5.3 稀疏注意力如何影响 HBM 内存使用 GLM-5.3、KV Cache Offloading、HiSparse、AgentX TileRT、 InferenceX DeepSeek Sparse Attention、IndexShare、 Single-rollout Asynchronous Optimization、Cybersecurity https://newsletter.semianalysis.com/p/sparse-savings-pers…
Source: X:SemiAnalysis (@SemiAnalysis_) · DeepSeek / GLM
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