Qual a melhor arquitetura de dados para a sua aplicação de IA?
Uma análise de Warehouse, Lake e Lakehouse e dos requisitos que cada um atende em ML, deep learning e RAG.
Tutorials
I recorded 1,180 TTS clips to find out what voices misread in LLM output
Every voice agent has the same seam: a language model writes text for a reader, and a text-to-speech...
Google, Microsoft, OpenAI and Anthropic Back a Shared AI Training Opt-Out Signal
Google, Microsoft, OpenAI and Anthropic have announced support for work toward a shared way for...
I Built LLM Explained: 43 Interactive Pages That Take You From Tokens to AI Agents
I kept running into the same problem while learning about large language models. I'd read a blog...
Agents Make Trunk-Based Development Cheap: One Task, One Branch, Landed Same Day
DORA says merge to trunk daily with three or fewer active branches. Coding agents make that cheap, unless you park their work on one long branch.
Unslop Brings Staged UI Review to Claude Code and Codex
Unslop packages a staged UI audit and redesign process for Claude Code and Codex, with live-site review, optional imagery and short story videos.
Your MCP server can read ~/.ssh. Here is how I put it in a jail
The config line nobody reads twice Somewhere in your Claude Desktop, Cursor or Claude Code...
Write the spec, then keep an independent human review of the change
Turn messy requests into testable specs, then keep an independent human review of the change.
My tank bot won 24 games while losing the damage race
Campaign disclosure: I created this article for battle.training's paid promotion opportunity on...
Prompt Pad: Frame Your Persona for Better AI Answers
Want better answers from AI? Start by telling it who to be. In this episode of Prompt Pad,...
A 0.1% Pretraining Poison Taught a 4B Agent curl | bash. Post-Training Didn't Remove It
Researchers poisoned 0.1% of pretraining data. After clean SFT, DPO and RL, a 4B agent still wrote curl | bash on most path-triggered prompts.
Reading ingredient lists from phone photos: a crop bug, a model bench, and why the AI never gives the verdict
I build Halal Food Scanner, an iPhone and Android app (Expo / React Native) that tells you if a food...
The first two model calls ignore the picker
Each session sends its first two model calls to gpt-5.6-terra. Guest sessions are in that count. The...
Same model, same defences: 7 document attacks down to 0, chat attacks barely moved
A prompt-injection benchmark, three bugs in my own scorer, and the result I only found after fixing...
A Makefile Is the Best Agent Doc: 10 Targets Every Repo Needs Before an Agent Touches It
Agents burn turns guessing how to test, lint and reset your DB. Ten make targets, two lines in AGENTS.md, and make check as the done check.
Running an LLM fully offline on Android with Kotlin coroutines
How I wrapped llama.cpp in a small, coroutine-first Kotlin API, and the three problems that took the most time: threads, cancellation and broken emoji.
Scaleway vs Hetzner: Dedicated Server Auctions vs Cloud ARM Instances in Europe
Scaleway vs Hetzner: Dedicated Server Auctions vs Cloud ARM Instances in Europe ...
Observability for AI Agents: Tracing, Evaluation and Cost Control in Production
How to understand, monitor, debug, and optimize agentic AI systems using OpenTelemetry and modern AI...
I Sandboxed My AI Coding Agent with Bubblewrap. It Still Read My Secrets
Three Decisions, Three Places Same agent. Same sandbox. Different folder. Different blast...
Building Secure LLM Applications: A Practical 14-Point Checklist Based on OWASP 2026
I started writing this article while reading the OWASP Top 10 for LLM Applications 2026. I wanted to...
I Open-Sourced a Free YouTube Shorts Factory. The Money Isn't in the Shorts.
The pipeline costs nothing. The audience costs everything. Here's the math the faceless-channel gurus...
Defending AI Agents Against Indirect Prompt Injection & Tool Output Poisoning (OWASP LLM01 Guide)
Autonomous AI agents and Model Context Protocol (MCP) servers have fundamentally changed software...
Google Opens Connected Apps Preview for AI Mode and Gemini
Google has opened a preview of its Connected Apps Platform, creating a formal route for developers to...
A Four-Line Fix for a 9.8: Anatomy of Linux's TCP Handshake Use-After-Free
How much damage can a four-line kernel patch prevent? For CVE-2026-98432, the answer is a remote, unauthenticated use-after-free in the IPv4 TCP handshake, scor