My AI-native results are still lagging behind the marketing.

You see demos of someone one-shotting Minecraft

#buildinpublic #ai #aidevelopment #softwareengineering #vibecoding #llm #coding #developerworkflow #specdrivendevelopment #systemdesign #futureofcoding #buildinpublicjourney

Healthcare nominees share powerful stories of personal struggle and systemic flaws, advocating for equity and transparency in coverage.

Click to read more!

#OR #SystemDesign #PublicInput #HealthEquity

Mastering DR architecture separates script writers from Lead Cloud Architects.

​Check out the full in-depth breakdown:
📖 Medium: medium.com/@sriwworldof...
​#Azure #DataEngineering #CloudComputing #SystemDesign

✍️ New blog post by Amit Kayal

Beyond Static Subscriptions: How AI-Native Engine Architectures Stop E-Commerce Revenue Leakage

#ai #saas #systemdesign #aws

Building a production-grade AI chatbot requires moving past the standard HTTP request-response cycle. While REST APIs work for static data, managing multi-turn agentic updates -- tool calls, hidden reasoning, token streaming -- demands an event-driven architecture. #SystemDesign

Never give an autonomous AI agent unchecked permissions to run destructive tools (DB writes, refunds, email blasts).

Split tools into Read-Only (auto-executed) vs. Mutating (suspended until human approval).

Here is the HITL state pattern 👇

#AgenticAI #SystemDesign #SoftwareEngineering #AI