AI Intelligence Archive

Why standard RAG fails agentic workflows, and how we built Knowledge Fabric using...

When building production-grade Generative AI platforms, engineering teams face two core architectural...

Someone replied to a post today calling StareBrain something that "forces receipts." I liked the...

Let's be honest. Our AI coding agents can inspect our code, understand the project structure, and...

The most confident optimization suggestions were not always the useful ones. An 8 by 8 register...

What a Fractional Integrator does when AI creates more tools but not better execution. AI adoption...

I love coding agents. I also got tired of being their night-shift project manager. The loop looks...

Every time GRPO comes up I see the same slip — someone says it "gets rid of the reward model". It...

A few months ago, I passed the AWS Certified AI Practitioner exam. Naturally, I thought: “Okay…...

Most "RAG tutorials" hand you a framework and a .from_documents() one-liner, and you never actually...

Meu PM colou uma query no ChatGPT pra entender um bug de produção. O modelo respondeu com uma tabela...

You change the AI. Or you open a fresh session. The files are still there. The repository is...

We wrote a writing rule for our agent in July. It read well, it was correct, and for sixty-eight...

llama.cpp vs Ollama: Ollama wraps llama.cpp for convenience, raw llama.cpp wins on speed and control. Benchmarks, GPU offload flags, and when each wins.

The best local LLM for coding by VRAM bracket: Qwen3 Coder vs DeepSeek at 8, 12, 16 and 24 GB, the right quant per card, plus a runnable Ollama setup.

The bottleneck moved, and most teams haven't noticed. It isn't writing anymore. It's proving. I...

Every MCP demo looks the same. Someone spins up a local server, points a client at it, watches a tool...

Your API doesn't need to know who's calling. It needs to know if a human is behind the call. The...

Ok, so, maybe you're a software developer or data scientist who just heard about the new, massive...

The "best self-hosted AI code review tool" question gets searched constantly, and almost everything...

Most chat interfaces have three states: empty, loading, and finished. Agent workflows have many...

I gave my Actor a GitHub MCP connector. It could see 44 tools and use 4. I publish 22...

I connected my audit Actor to Claude, and it audited three packages nobody asked for I...

Explore how diffusion models are revolutionizing AI code generation. Learn the technical architecture, latent space strategies, and engineering challenges of moving beyond autoregression.

Anthropic and Adaptyv Bio have launched a co-sponsored protein design competition that will...

Toda semana alguém me pergunta: "qual IDE com IA você usa?". A resposta curta é "Cursor". A resposta...

Anthropic’s public work on AI R&D automation points to a more demanding way to track advanced AI...

OpenAI has announced Astra for Law, a legal AI foundation that combines its GPT-6 Astra flagship...

Giving an OpenCode Coding Agent Persistent, Editable Memory AI coding agents are good at...

An AI model wrote 69 tests for a Python module. Every one passed. Together they caught zero of the...

Diogo Almeida, who co-invented RLHF and InstructGPT at OpenAI, spent two years building Jev: a System One model that cannot generate text, only typed decisions with calibrated confidence. TypeSafe AI prices input at $0.042/MTok, output fre…

What separates a workflow engine from an orchestrator skill, what that one inversion buys, and how little of what is sold as an engine actually qualifies.

I have a small agent that handles one piece of routine work at a time. It looks at what needs doing,...

A 27B model on my own GPU audited my Splunk and Sysmon install with zero cloud: 10 real findings, and it fixed some of them itself, including two false positives from its own earlier audits.

Debug algorithmic trading backtests with Python: catch look-ahead bias, compare complex models fairly, and test execution costs and order failures.

I started this experiment for a slightly different reason. I was playing with a system that could...

Everybody's shipping AI agents. Nobody's auditing their toolchains. The MCP (Model Context Protocol)...

A model predicts a 92% risk of hospital readmission. The SHAP values show age, prior admissions, and...

Large language models have become remarkably capable. With enough parameters, data, and training,...