... 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

... infer them from which conditions have actually diverged in outcome in the ledger so far and if it's inferred, what's your cold-start before a single divergence has been observed? Comment from Alexander Bering(@alexanderbering): @aadilghani  The reason "edit vs

... weeks and honestly I m really happy with it, as long as it stays in copilot mode (I review everything before it ships). I ve leaned on it heavily for a new side project I m building ( BenchCanvas ): market + competitor research, branding notes, SEO ideas, PRDs, and even markdown instruction docs to run in Cursor. It s also been great as a second pair of eyes on the landing design and copy. So for me the trust line ... ... stays human-controlled for me. Convenience isn t worth that risk. Comment from nim(@sup_nim): honestly i think the trust issue comes down to scope. i trust ai way more when its doing one specific thing really well 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