The industry obsession with "perfect data" is wasteful. Storing 800TB of user logs when a few GB of estimates tells the same story is bad engineering. Probabilistic data structures like Count-Min Sketch aren't shortcuts. They are how we build sustainable systems at scale.

https://zhach.news/counting-things/ #GreenTech #EngineeringEfficiency

🚀 Build faster. Release smarter.

Aisa-X transforms your software development lifecycle — from specs and architecture to code, testing, and deployment.

• Automate repetitive tasks like code reviews and QA.
• Cut release cycles by up to 50%.
• Integrate with your existing tools.

Empower your engineers to focus on innovation — let Aisa-X handle the routine.

👉 Discover how: https://aisa-x.ai/ai-software-development/

#SoftwareDevelopment #DevOps #AI #AisaX #EngineeringEfficiency

Ever wondered why, despite having well-written specs and productive sprint planning meetings, you’re not seeing the expected results? It might be because you’re protecting engineering’s time too much and you may be leaving crucial value on the table. Check out my latest article 👇 for a quick look into this paradox and what you should aim for instead.

https://vickysnewsletter.substack.com/p/why-protecting-engineerings-time

#EmpoweredTeams #EngineeringEfficiency #ProductTeams #MissionaryNotMercenary