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How an AI-Native Agency Scaled to $1.5M ARR in 6 Months
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How an AI-Native Agency Scaled to $1.5M ARR in 6 Months

GrowthSpree, a B2B marketing agency, rebuilt itself as an AI-native firm and hit $1.5M in annual recurring revenue in just six months. Their approach involved integrating AI deeply into their operations, not just as a tool. This strategy proved highly successful, demonstrating the power of AI in modern business.

via Hacker News AI#AI#Marketing#Business
Mnemosyne: Agentic Transaction Processing for Validating and Repairing AI-Generated Workflows
research

Mnemosyne: Agentic Transaction Processing for Validating and Repairing AI-Generated Workflows

Researchers introduced Agentic Transaction Processing (ATP), a transaction model that treats AI-generated workflow actions as untrusted proposals until they pass deterministic admission under a declared constraint set. This approach ensures actions are not just syntactically correct but also feasible, conflict-free, and non-destructive of the evidence that triggered a repair.