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MLOps & Infrastructure
Batch Inference Is the Cheapest Optimisation Most Teams Skip
Work that does not need an immediate answer costs substantially less when submitted asynchronously, and much of a typical workload…
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LLMs & Generative AI
Constrained Decoding Beats Asking Nicely for JSON
Prompting for valid JSON gets you valid JSON most of the time. Constraining the decoder to a grammar gets it…
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MLOps & Infrastructure
Your GPU Is Idle: Why Inference Throughput Is Memory-Bound
Language model inference rarely saturates GPU compute. It saturates memory bandwidth, and understanding that changes every optimisation decision you make…
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MLOps & Infrastructure
Feature Stores Solve Training-Serving Skew, Not Data Access
Adopting one to organise features is overkill. Adopting one because training and serving compute features differently is addressing the real…
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E-commerce
Orderlek Ads: AI Customer Acquisition & Media Orchestration
Discover how Orderlek Ads leverages AI-driven media orchestration and cross-channel automation to lower CAC and maximize enterprise ROAS.
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Computer Vision
A Vision Model That Works on a Workstation May Not Fit on the Device
Accuracy measured on a GPU says nothing about whether the model runs at the frame rate the application needs on…
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Computer Vision
Vision Models Did Not Replace OCR
A multimodal model reads a document and understands it. A traditional OCR engine transcribes it precisely with coordinates. Those are…
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MLOps & Infrastructure
Deploy a New Model the Same Way You Deploy New Code
Swapping the production model in one step means every user meets the new version simultaneously, with no chance to catch…
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AI in Business
Shadow AI Adoption Means Your Real Exposure Is Larger Than Your Inventory
Employees adopted AI tools individually long before any governance process existed, and most organisations still cannot say where those tools…
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AI Ethics & Policy
Disclosing AI Involvement Is Becoming a Requirement, Not a Courtesy
Multiple jurisdictions now mandate telling people when they are interacting with a system rather than a person, or when content…
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