Insights That Matter Today
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Your LLM Stack Is Leaking More Than You Think
Why this matters this week If you’re running LLMs against production data and you don’t have clear answers to: What data is sent to which model, stored where, and for how long? Who can reconstruct prompts, responses, and embeddings? How you’d prove to an auditor that you’re doing what your policy claims? …then you don’t…
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Your Serverless Bill Is Lying to You: The Hidden Cost Centers on AWS
Why this matters this week If you’re running on AWS and using Lambda, Fargate, or EventBridge in production, you’re probably looking at the wrong numbers. What’s changed lately is not a single feature launch, but the emergent behavior of modern AWS stacks: More services per workload (Lambdas, Step Functions, SQS, EventBridge, DynamoDB, Kinesis, API Gateway)….
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Cybersecurity By Design: Turning “We’ll Fix It Later” Into “We Don’t Ship It Broken”
Why this matters this week If you watch incident reports closely, there’s a recurring pattern: The root cause is almost never a novel zero-day. It’s the same four things, over and over: Identity abuse (phished admin / over-privileged role) Secrets leakage (hard‑coded tokens, exposed S3 buckets, unmanaged vaults) Misconfigured cloud security posture (wide-open security groups,…
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Your Fintech Stack Is Probably Violating Your Own Risk Appetite
Why this matters this week Fintech infra used to be “good enough if it passes an audit once a year.” That is no longer true. Three things collided over the last quarter: Card networks and major acquirers quietly tightened controls and monitoring around risk, chargebacks, and KYC. Several regional banks and sponsor banks have started…
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Your ML Model Is Not a Rock: A Pragmatic Guide to Evaluation, Drift, and Cost in Production
Why this matters this week If you own a production ML system, you’re likely facing at least one of these right now: Latency or cloud bills creeping up as traffic grows. Silent model quality regressions because labels arrive late—or never. A “quick” model refresh that broke downstream metrics. Feature pipelines that are now more complex…
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Stop Calling It an “Agent” If It’s Just a Script with LLM Glue
Why this matters this week The “AI agent” pitch has shifted from slides to purchase orders. In the last 60 days, I’ve seen: A B2B SaaS company ship an LLM-based ticket triage copilot that quietly replaced 40% of their manual routing and tagging (with better SLA adherence than their old rules engine). A logistics firm…
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