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Hey there,
Scale exposes gaps fast- this issue covers four places they show up: multi-cloud 5G, thin training data, identity sprawl, and cloud-native cost creep.
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Event Highlights
32 innovators. 9 teams. One mission: turn Gen AI ideas into real-world solutions.
From AI-powered documentation to network risk prediction and log analysis, Calsoft teams built practical solutions to complex engineering challenges. Document Rangers emerged as the winner with a corrective RAG engine for creating structured, auditable enterprise design documents.
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Case Study
Most 5G rollouts fail not on the network, but where AWS, GCP, edge, and operator infrastructure fail to align. Calsoft built one automation layer across all of it—faster rollouts, one view instead of four.
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Use Case
Most enterprise AI teams lack the labeled data a production model needs. This use case shows how few-shot learning closes that gap — inside a workflow built for repeatable deployment, not one-off experiments.
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Industry Report
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Every new SaaS tool and hybrid access point is another identity to govern—usually with policies built for a smaller footprint. Inside: automated identity lifecycle management, adaptive authentication, privileged access controls, and continuous compliance monitoring.
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Featured Blog
Cost, complexity, and architectural fragility rarely appear overnight—they build as you scale. Five decisions that separate scale from expense: serverless adoption, microservices boundaries, maintainable runtimes, CI/CD security, and embedded SRE.
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At Calsoft
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That's a wrap for July!
Working through a similar technology challenge? Talk to Our Experts. See you in the next edition of Hyphen.
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