Insights & Articles

A look at the last 30 releases of Gem Team — output contracts, fast path, verification boundaries, critic mode, anti-slop, and the shift from agent framework to engineering process.

A complete guide to deploying Laravel backend and Nuxt frontend using Dokploy, covering Docker Compose, domains, environment variables, DNS, HTTPS, and Traefik routing.

gem-team v1.75.0 introduces pre-flight verification steps, visual diff thresholds, accessibility audit levels, and major agent workflow improvements including Devil's Advocate, Differential Diagnosis, and Hypothesis-driven planning.

A look at the last 30 releases of Gem Team — output contracts, fast path, verification boundaries, critic mode, anti-slop, and the shift from agent framework to engineering process.

A complete guide to deploying Laravel backend and Nuxt frontend using Dokploy, covering Docker Compose, domains, environment variables, DNS, HTTPS, and Traefik routing.

gem-team v1.75.0 introduces pre-flight verification steps, visual diff thresholds, accessibility audit levels, and major agent workflow improvements including Devil's Advocate, Differential Diagnosis, and Hypothesis-driven planning.

Laravel as the orchestration backend for AI agents - queue-driven execution, API gateway for LLM systems, and real-world SaaS architecture patterns.

Memory is the hardest part of AI systems - not reasoning. Here's what actually works for multi-agent memory in production: structured state, controlled injection, lifecycle management.

Senior engineering work is increasingly async-first. Written specs, GitHub workflows, and structured delivery beat discovery calls and sync meetings.