Progressive Delivery Explained - Big Bang (Recreate), Blue-Green, Rolling Updates, CanariesKeep an old environment available during a controlled blue-green cutover. Deployment technique, not SaaS migration. Old environment does not recover changes made in new tool; retain data reconciliation and rollback rehearsal.
Open video
OpenAI API Tutorial: Tokenizers & Response Explained!Measure real request input/output tokens before estimating monthly cost. API-oriented, not seat or spending-control administration; apply current vendor prices, not recording-era prices.
Open video
Implementing Continuous Delivery with JetBrains TeamCity at the HelmPromote the same tested artifact through staging and production without rebuilding. 2016 TeamCity/Octopus/.NET, not Dokploy; no database rollback guarantee.
Open video
n8n Beginner Course (7/9) - Error handlingCreate an error workflow that alerts a colleague and links the failed execution. Slack not Teams; third-party transcript evidence, not fresh audiovisual check; not duplicate guards, safe retry or circuit breaker.
Open video
cellpose 2.0 tutorial: how to train your own cellular segmentation modelLoad folder images, run batch segmentation and save masks in Python. Historical Cellpose2, not copy-paste Cellpose4.2. Batch-inference section only; not TOML/fingerprints/CSV checks or handover; timestamp unverified.
Open video
Experimental Design: Variables, Groups, and ControlsUnderstand variables and controls behind fair baseline comparisons. Transferable biology experiment-design lesson, not AI selection; apply to identical inputs and total checking/repair time.
Open video
GitHub Secret Scanning - Deep DiveInspect secret-scanning findings and investigate active credentials. GitHub rather than gitleaks; entitlement varies; clean scan not proof of absence; exposed credentials need rotation.
Open video
I Built a RAG AI Agent in Make.com and PineconeInclude changes and deletions in connected-RAG synchronisation. Different stack, with course/affiliate promotion. Description establishes topic, not correctness or withdrawal timing; no canary/audit/handover verification.
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The RICE Scoring Framework - Overview, Example, and ExplanationMake prioritisation criteria explicit instead of ranking enthusiasm. RICE is not the book's scoring system; retain risk, keeper and capacity gates and decision log.
Open video
Build vs Buy: The New Software DilemmaUse opportunity cost and differentiation for build-versus-buy decisions. Vendor discussion and predictions, not independent product evaluation or internal reuse scan.
Open video
One-Page AI Policy: 5 Sections You Can Finish This WeekWrite short operational AI policy with data boundaries, checking and ownership. Philippine context, not EU legal advice. Paid accounts aren't automatically protected; preserve account approval and incident route.
Open video
Using Adult Learning Principles to Create Effective TrainingDesign instruction around adult learners' needs and practical interests. Long public-health webinar, not 30-minute AI coaching. Description-level evidence; no verified timestamps.
Open video
'Next steps to compliance: preparing for the EU AI Act' data.europa academyIdentify specialist questions in risk-based AI governance and data policy. Historical orientation only, not current legal advice; use current official texts and institutional legal office.
Open video
SICSS Istanbul 2026 | Reproducible AI: Replication, Prompt Stability in Social Science (ChrisBarrie)Test prompt stability and replication instead of assuming identical reruns. Social-science lecture, not Console/LM Studio or checksum walkthrough.
Open video
vLLM Office Hours #21 - vLLM Production Stack Deep Dive - March 6, 2025Understand runtime optimisations before choosing more hardware. Advanced production material, not current GuideLLM CLI, illustrative cost claims or own-workload measurement.
Open video
Build a private, self-hosted LLM server with Proxmox, PCle passthrough, Ollama, Open WebUI & NixOSProvide controlled private access to a shared model server. Proxmox/NixOS/Tailscale architecture, not Caddy/Compose/SSO implementation; don't replace approved stack.
Open video
Migrate Docker Volumes from one Host to another // backup and restoreBack up and restore named container volumes across hosts. Docker commands differ from Podman; doesn't prove application-consistent database backups.
Open video
Local ChatGPT AI Server with LM Studio + Open WebUIConnect an Open WebUI client to an LM Studio model server. 2024 Fedora/Python setup, not AI Desk/Podman; current auth and network defaults differ.
Open video