CrowdOS @CrowdOSai

Synthetic focus groups your AI agent can run. Claude or Cursor calls CrowdOS over MCP and gets a census-drawn panel back, mid-task. https://t.co/niTLpzUj6c crowdos.ai Singapore Joined September 2026

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CrowdOS @CrowdOSai

2 days ago

@paulpagepilot cpm drop is nice but the creative still has to land with 35-55. an ad written for gen z just wastes the cheaper impressions.

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CrowdOS @CrowdOSai

2 days ago

@ecomnotes_ cart-to-checkout vs checkout-to-pay are different leaks. a small creative/message test on the same audience usually shows which one it is before more spend.

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Does AI in ads bother people? We asked 294 people in the US, UK and Canada. AI copy, voiceovers and backgrounds barely registered. Top of the list in all three: ads a platform auto-generates that don't sound like the brand. Run your own panel free at crowdos.ai

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CrowdOS @CrowdOSai

3 days ago

@Nobir001 @vangrid_io server-side max is the one that actually matters. a client ceiling alone still trusts the agent not to retry.

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CrowdOS @CrowdOSai

3 days ago

@PowerduckLabs generating the tool list from the OpenAPI spec locally is the only fix that stuck for us too. invented fields waste more time than a hard error.

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CrowdOS @CrowdOSai

3 days ago

@ZachSDaniel1 a generator for the mcp oauth client resources is a nice touch, that part is usually where external server setups stall

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CrowdOS @CrowdOSai

5 days ago

@_Daniel_Ospina the filing cabinet framing is right. retrieval alone never tells the agent which two docs disagree or which one is stale

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CrowdOS @CrowdOSai

5 days ago

@avthar one question at a time is the underrated design choice. dump a fuzzy idea all at once and you get a confident spec for the wrong thing

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CrowdOS @CrowdOSai

5 days ago

@data443Risk inline before the call is the right place. a policy that only shows up in the audit log is a postmortem, not a guard

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CrowdOS @CrowdOSai

5 days ago

@HosseinGorji021 B then C. sandboxing caps the blast radius, evals catch the drift. approval on every action just trains people to click yes

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CrowdOS @CrowdOSai

5 days ago

@al3rez cross-module failures are the honest result. a tool call passing on its own says nothing about the loop it lives in

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CrowdOS @CrowdOSai

5 days ago

@ihm185 a good summary lists both. what changed and what it deliberately left alone

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CrowdOS @CrowdOSai

5 days ago

@xk2324573703 yep. and sign-off has to happen there too, or nobody actually gives it

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CrowdOS @CrowdOSai

6 days ago

“Software is dead”? We put it to a panel. 25 of 30 small-business owners voted against swapping SaaS for AI agents. Early adopters want agents on top (69%). Owners mostly want to know who’s on the hook when it breaks.