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Independent developer building practical AI agents, developer tools, and safety-first automation with Codex and GPT-5.6.
It never gives you the next step until reality proves the last one happened.
The zero-trust firewall that stops AI agents from acting on poisoned memory.
Turn UI bug screenshots into reproducible failures, minimal fixes, and auditable proof.