Enterprise AI Transformation
Enterprise AI transformation and implementation leader focused on pilot-to-production playbooks, with a background in financial services. Writes the FactualMinds guides on serverless, CI/CD, and DevOps on AWS, the delivery plumbing production AI depends on.
On 12 May 2026 Scheduler added direct SDK targets. A Lambda whose handler is one API call on a clock is the wrapper to delete. Keep the function when the schedule must branch, read a database, or fan out.
One identity check, aws sts get-caller-identity, before any command that can create a billable resource. AWS CLI 2.37.12 on 11 October 2026.
Four inspections before you delete a failing container: ps, logs, inspect, and port. Docker client 29.8.2 and Compose v5.5.1 on 11 October 2026.
Five read-only checks before you keep an agent commit: status, diff, diff --cached, log -1, and show. Git 2.54.0 on 11 October 2026.
Six reads before you delete a crash-looping pod: context, namespace, get, describe, logs, and events. kubectl client v1.36.1 on 11 October 2026.
Eight reads before you restart a slow API: load, memory, disk, inodes, listeners, DNS, one request, and the log tail.
This Mac runs Zsh 5.9. Upstream published the next patch on 12 July 2026. A minimal zshrc took 48.2 ms median over 20 warm starts, against 4.2 ms with no rc files.
On 9 Sep 2026 AWS raised LMI async and ESM timeout from 15 to 90 minutes (5,400 s). A 90-minute SQS consumer needs at least 9 hours of visibility. Sync and classic on-demand Lambda stay at 15 minutes.
Our articles share what we know. Our consulting engagements apply that knowledge to your specific AWS environment.
We use cookies and similar technologies to analyze site traffic, personalize content, and provide social media features. By clicking “Accept,” you consent to our use of cookies. You can adjust your preferences at any time.
