AI can rapidly produce 70% of a solution, but that final 30% – edge cases, security, production integration – remains as challenging as ever.
AI can rapidly produce 70% of a solution, but that final 30% – edge cases, security, production integration – remains as challenging as ever.
AI can blast through the first draft fast—but shipping production-grade software is still hard work.
🗣️ “AI can rapidly produce 70% of a solution, but that final 30% – edge cases, security, production integration – remains as challenging as ever.”--Markus Eisele, Java Champion
That last mile is where engineering earns its stripes:
🧩 Edge cases: correctness under weird inputs & failure modes
🔐 Security: authZ/authN, secrets, PII, model abuse, supply chain
🛠️ Production integration: SLAs, observability, rollouts, drift, Ops
🧪 Testing & QA: determinism, data quality, non-regression, guardrails
🧭 Risk & governance: bias, explainability, compliance, audit trails
AI accelerates—engineers make it reliable. Ship responsibly. 🚀
#AI #MLOps #SoftwareEngineering #Security #EdgeCases #Production #Observability #DevOps #SystemDesign #ResponsibleAI
src: https://www.linkedin.com/posts/markuseisele_ais-70-problem-zed-blog-activity-7395493636370632704-_Umc/