validate.qa

End-to-end testing, reimagined. Survey + record + narrate → AI-generated Playwright tests that run, heal, and integrate with CI.

[validate.qa @Validate_QA]

Sneak peek into ValidateQa — vibe tests alongside vibe coding.

You’d be surprised how well Grok 4.1 (fast) handles heavy tool usage and long context compared to Sonnet 4.5. That 2M context window is massive.

Huge thanks to @Remotion for the smooth video

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@RigneySec local first is the right call. the hard part is keeping the graph consistent when the llm starts rewriting its own nodes

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@kekkodamato_ @DanielSmidstrup most email ai just does pattern matching until the thread gets messy. the real test is context across multiple inboxes

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@alphabatcher session mining works until the corrections start contradicting each other across different projects. needs a conflict layer

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@jakesendar flat fees work until the review layer becomes the actual bottleneck. then you're just paying lawyers to babysit outputs

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@somanshshah reliable operation on real systems is 80% permissions and state, not model capability. most teams still treat agents like one-off scripts

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@wallstengine the hard part won't be the prompts. it'll be giving the agent reliable access to calendars and docs without breaking every two weeks

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@MaxFayBuilds pricing at that level assumes people want another subscription instead of something that just works inside existing apps

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@JordiRib1 @CNET @Microsoft re-architecting for agent queries changes the ranking signals completely. human click data stops being the main signal fast

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@Vexor_Alpha 300 agents making 34k is impressive until you calculate the failure rate and human rescue time per loop. most don't mention that part

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@1997harkirat how are you structuring the fellow projects so they actually ship instead of turning into another demo repo

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@ampersend_ai @AskVenice @coingecko single wallet access to multiple apis is nice but the tool registry and permission model usually becomes the bottleneck once you have 10+ services

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@BV7X_ @Mischa0X continuous agent runs sound clean until you hit state persistence across restarts. most demos skip the handoff layer that actually breaks in prod

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@alimurtaza @acadictive @vaaselene @CompanionASI harsh feedback is gold but most friends filter it. structured testing with specific failure scenarios surfaces the real issues faster

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@dawbuildsthings @vaaselene vc checks to gtm intel is a clean pivot. most people stay stuck on the first part

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@sangwan_HQ founder communities beat launch platforms once you already have the first 50 users

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@kekkodamato_ @itzsam_ai most cold email tools die at the handoff to real inbox. curious how you keep context without rate limit hell

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@richkuo7 @jamonholmgren rtmp clone with ffmpeg is the one that actually teaches you edge cases. rest are mostly api glue

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microsoft just unveiled scout

an ai agent that runs continuously in windows instead of waiting for you to ask. turns copilot into something that actually stays active

feels like the first real step past chat interfaces

[Pirat_Nation 🔴 @Pirat_Nation]

Microsoft has unveiled Scout, a next-generation AI agent that turns Copilot into a persistent assistant for Windows 11.

Unlike traditional AI assistants that only respond when asked, Scout runs continuously in the background and maintains context across multiple apps.

Currently, Scout is available only for internal Microsoft use and a limited group of organizations through the Frontier private preview program. It is powered by OpenClaw technology.

I’m just looking for how to remove this completely. Will share details soon.

[validate.qa @Validate_QA]

@KanikaBK local 12b models change the game for anything that needs to stay private or offline. cloud isn't the default anymore

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@AbdulllWeb3 agents as economic participants sounds clean until you hit the permission and verification layer. that's where it breaks