We spent 9 years scanning enterprise code and cataloged 13M+ issues. AI-generated code fails in patterns: exposed keys, missing security headers, skipped validation. Norma runs deterministic checks inside your agent loop over MCP, in Cursor, Claude, or Lovable. Same input, same verdict.
Most SaaS builders finish everything except email - then a customer reply bounces. Here's why forwarding services and full office suites both fail, and how Mektup gives you real inboxes, auto-generated DNS records, and an API/MCP server, all on the domain you already own.
Atlarix is a desktop AI coding harness built for open-weight frontier models — DeepSeek, Qwen, Kimi, MiniMax — not bolted onto a Claude/GPT-first UX. Structural code retrieval (no embeddings), approval-first execution, and a 367MB install. Built solo in Nairobi.
Real-time chat and AI agents look simple and are quietly brutal to build. A founder's framework for the build-vs-buy decision in 2026: the true costs, where AI agents fit, and why self-hosting now lets you own your data without rewriting your stack.
See how VirtualText AI agents help small businesses capture more leads, answer customers 24/7, improve response times, and turn missed conversations into revenue.
A single Rust binary that coordinates AI agents through the filesystem. No framework to learn, no cloud dependency, no telemetry. Every write is audited, every conflict resolved automatically.
kAyphI's customer engagement platform powered by your knowledge base, helps businesses capture leads, book meetings, and answer customer questions 24/7 even while you're offline. Deploy kAyphI in minutes, not months.
