One vague prompt, seven upgrades, all eight prompts in full. Four add information; three change the process — and only one of those failures is easy to spot.
About 21 min
- spring12
- java11
- spring boot9
- k8s9
- CKA9
- certification9
- docker7
- agentic ai7
- ai6
- sdlc5
- container5
- claude5
- workshop4
- intellij4
- benchmark3
- practice3
- governance2
- traceability2
- workflow2
- devops2
- git2
- mcp2
- prompt engineering2
- google2
- software engineering1
- human-ai collaboration1
- requirements1
- software architecture1
- context engineering1
- development1
- testing1
- quality assurance1
- failure analysis1
- code review1
- database1
- ec21
- aws1
- spring security1
- kafka1
- oracle1
- microservice1
- conventional1
- oop1
- coding1
- obsidian1
- knowledge management1
- codex1
- openai1
- automation1
- long horizon autonomy1
- system prompt1
- gemini1
- cost1
- antigravity1
- permissions1
- productivity1
- digital products1
- seo1
- ubersuggest1
- gateway-api1
- autoscaling1
- hpa1
- kubeadm1
- gcp1
- kubectl1
- vim1
- helm1
- kustomize1
- ingress1
- networking1
- operators1
- CRD1
- cert-manager1