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Knowledge Base
Why AI “forgets”: context, tokens, and what’s really happening
Dec 19, 2025 | Artificial Intelligence
You tell an AI your situation. It nails the answer. Then 20 messages later it acts like it never heard half of it. That’s not mood swings. That’s context. LLMs don’t have “memory” the way people imagine. They have something closer to a temporary workspace: whatever...
What Really Happened During Cloudflare’s November 18, 2025 Outage?
Nov 19, 2025 | Random
On November 18, 2025, a big chunk of the internet suddenly started throwing 5xx errors. Services like X (Twitter), ChatGPT, Shopify, League of Legends, Canva, and even some financial and public-sector sites were either unusable or very flaky for several hours. All of...
MCP server program in a modern company
Oct 27, 2025 | Artificial Intelligence
Mission Standardize how AI apps (ChatGPT, Claude, in-house agents) safely act on your systems: files, tickets, code, dashboards, calendars, DBs. One interface, permissioned actions, full audit. Think “USB-C for AI tools.” Model Context Protocol+1 What the MCP layer...
Ilya Sutskever’s Warning From Toronto: Digital Minds Are Coming—Architect the Brakes Now
Oct 25, 2025 | Artificial Intelligence
1) Who is Ilya Sutskever? (3 sentences) Ilya Sutskever co-founded OpenAI and helped steer the deep-learning wave that produced GPT-class systems. In 2024 he launched Safe Superintelligence Inc. (SSI), a lab organized around a single objective: build superintelligence...
Splunk for Non‑Tech — Illustrated Example
Oct 24, 2025 | Infrastructure
One‑liner Splunk is like a smart security camera + librarian for your digital business: it watches what happens (logs), stores it neatly (indexes), and lets you ask quick questions (SPL) to find problems fast. Everyday analogy Imagine a busy coffee shop: Every order...
Grafana vs Power BI: Pragmatic Comparison for Engineers
Oct 24, 2025 | Data Science
Target reader: data engineers, SRE/DevOps, analytics engineers, architects, CTOs evaluating monitoring/BI stacks. TL;DR (executive summary) Grafana → observability-first, real‑time dashboards on top of existing data stores; excels at time‑series, infra metrics, logs,...
Redis vs SQL — two core differences (and when to keep data in Redis with TTL)
Oct 22, 2025 | SQL
Audience: business/tech readers. Short, straight. 1) Speed vs. Structure Redis: in‑memory key/value + simple data structures. Micro‑ to millisecond latency. Great when you read/write by key and need to go fast.SQL: durable relational store (PostgreSQL/MySQL, etc.)....
KOB App Logs → PLX → Splunk (simple, non‑technical)
Oct 22, 2025 | Infrastructure
Goal: explain how app logs from KOB end up in Splunk, in plain language, no configs. One‑sentence summary Apps in KOB write their logs as usual → the PLX agent collects them on each node, adds Kubernetes context (service, pod, namespace), converts them into a clean...
Observability in KOB — short guide for managers
Oct 21, 2025 | Infrastructure
Target: clear, short, tool‑agnostic. Stack examples: Dynatrace, Grafana/Prometheus/Loki, Splunk, OpenTelemetry. Purpose Know what’s broken, why, and how to fix it before users notice. Tie signals to business SLOs (availability, latency) and make teams accountable....
KOB vs VMware — Manager’s Plain‑Migration Guide
Oct 21, 2025 | Infrastructure
A practical, non‑fluffy explainer for managers planning a move from VMware to KOB (Kubernetes‑on‑Bare‑metal / your Kubernetes platform). Keep it simple, keep it actionable. TL;DR (1 minute) VMware = runs full virtual machines. Great for legacy apps, Windows workloads,...