Criei um chat usando o Amazon Bedrock e percebi que Guardrails não bastam para limitar o escopo. Conto como usei o system prompt da Converse API, em Java, para manter o chat focado...
Inside the Astrocyte-Neuron architecture: Combining Ampere CUDA Tensor Cores, SymPy exact math, AST syntax self-repair, and 4-tier persistent SQLite memory on an NVIDIA RTX 2050.
A devcontainer, a default-deny iptables allowlist for your registry and model API, read-only secrets, and a test that proves curl to an unknown host fails.
Other professions worked out what a signature has to mean. We're about to need their answer. A few...
If you've built an AI agent that uses web search, you've probably run into this. You ask it a simple...
"Rewrite these two bars, then let me hear them." That is a reasonable request to make while working...
Handling webhooks at scale presents a unique set of engineering challenges. When a third-party...
The FDE Mindset Shift: From Code Craftsmanship to Organizational Rewiring TLDR: The...
Construct an external security gateway in Flask to inspect incoming prompts, enforce guardrails, and...
vLLM 0.33 ships FLy, an opt-in lossy speculative decoding verifier. Speedups, why the accuracy tables prove little, and a paired gate you can run.
Every codebase has rules nobody wrote down. One package always checks rows.Err() after iterating....
Four coding agents in one repository is not four times the work. What actually breaks (shared checkouts, invented progress, no independent check) and the three things that fix it.
Originally published on the Cloud ex Machina engineering blog. We run our AI coding agents on a...
TL;DR LLMJacking is the theft of access to a commercial language model, through a cloud...
Originally published at cchinchilla.dev. Part 10 of From code to weights, a 12-part series on ML...
Three weeks ago I started a desktop app. Since then: 169 commits, about 48,000 lines in src/, and I...
AI coding only started paying off for my team when we stopped treating it as a tool everyone uses...
Every Claude Code user has the same file, and nobody reads it. settings.json accumulates permission...
Arguments about which AI coding CLI is "best" usually rest on vibes or on synthetic leaderboards. So...
If you design board games, you know the problem. A bad rule can hide for months, because getting...
During a Mainnet test, I paid 0.001 SUI for an API response that contained nothing useful. The API...
I thought handing work to Claude Code would make my days lighter. I build and sell WordPress plugins...
I've been teaching coding for quite a few years now. Since I'm also trying to transition into a...
A commercial cleaning company with 28 staff and one very tired ops manager found this out on a...