... headed browser that can be controlled through a browser automation protocol while still being visible and interactive. The test runner can connect to the browser, drive the page, take screenshots, and preserve a realistic session, while the team can observe what is actually happening. That combination is especially useful for agentic testing: - The agent can operate against a real headed browser session. - The harness can capture screenshots at meaningful checkpoints. - Developers can watch the run instead of reading only logs ... ... worker. For UI testing, a remote headed browser is not just a convenience. It changes the debugging loop. Instead of asking "what did the script think happened?", you can ask "what did the user actually see?" ### Harness Code vs

... doorbell. It rings the same whether it's a package or a fire. That's basically the gap Pushary fills, same hook idea you've already wired, but the event carries a real handoff (done vs blocked vs

... taught me this the hard way: an AI that gives a confident-sounding answer when it's actually guessing is more dangerous than one that says it isn't sure yet. We ended up building explicit confidence grading (Verified vs Needs Review vs

... seen a wave of AI tools for building workflows but what about the actual frameworks that developers rely on? A good framework should feel like infrastructure: Reliable under scale Fast and efficient Observable when things break Easy to use without fighting the API The truth is most frameworks today feel great in a demo but don t hold up in production. That s why we re building @GraphBit - a developer-first, enterprise-grade Agentic AI framework. Built with Rust performance ... ... Python simplicity, GraphBit gives devs: Multi-LLM orchestration RAG-ready primitives State, retries, guards, and concurrency built-in Observability