Blog

An honest Laya AI review: the open-source 421M decision model is genuinely fast and calibrated, but the headline accuracy hides a fine-tuning caveat. Here is where it wins, where it does not, and who should use it.

Laya AI is Convai's open-source, 421M System 1 decision model: 33ms typed answers with calibrated confidence, no text generation, and an honest zero-shot caveat.

TypeSafe calls Jev an ultrafast System One model at 70-500ms a decision. Here is what the speed claim really means, where it holds up, and where it does not.

Claude Code now reads AGENTS.md natively. Here's how AGENTS.md and CLAUDE.md relate, which file wins, and how to write one that agents actually follow.

TypeSafe Jev isn't the only way to get fast, schema-safe AI decisions. Here are 8 alternatives, from managed structured-output APIs to open-source libraries and trained classifiers, and where each one actually fits.

TypeSafe Jev pricing broken down: $0.042 per million input tokens, output free, no plan tiers yet, and what a System One model actually costs to run in production.

Grok Bot ships a Bug Reproduction role, and driving an app's UI to reproduce a reported bug is one job it's actually shaped for. Here's how to set it up, and the one thing to keep out of it.

Grok Bot can open your help center and edit articles by driving a browser, but knowledge base management you can trust needs versioning, gap detection, and a source of truth it doesn't hold. Here's the honest read.

Grok Bot can read closed tickets and score them, but support QA you can trust needs a consistent rubric, full coverage, and an audit trail it doesn't have. Here's the honest read.