Sales-call analytics · MLOps
From Notebooks to Production in 15 Minutes
A modular MLOps pipeline replaced manual production runs, detected model degradation within days, and let the internal team ship models independently.
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Evidence from real AI and machine learning projects
Honest accounts of what worked, what failed, and how production evidence informed the next business decision.
Cloud infrastructure · AI agents
From Hundreds of API Methods to One Conversation
Domain-specific tools and on-premise models turned a complex cloud API into a secure agent that completed more than 90% of key test scenarios.
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Payment operations · Anomaly detection
From 30 Minutes to Five: Detecting Payment Incidents Faster with ML
Three production iterations helped a payment service provider reduce its 95th-percentile detection time while controlling false positives.
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