This Week in Startups

SO MANY THINGS need to go right just so you can watch a TikTok! | E2215

46 snips
Nov 26, 2025
Gou Rao, CEO of Neubird, reveals the incredible layers involved in delivering a simple TikTok video and how their AI, Hawkeye, acts as an agentic system to streamline IT operations. He highlights the complexities engineers face and the efficiency gains from AI-driven diagnostics. Meanwhile, Michael Vilardo, CEO of Subject AI, discusses how gamification in educational tech engages students and personalizes learning, along with AI tools that ease teachers' workloads. It's a fascinating dive into the intersection of AI with tech and education!
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ADVICE

Reduce LLM Costs With Context Engineering

  • Use context engineering to narrow the problem before invoking large language models and avoid high inference costs and hallucinations.
  • Isolate the relevant logs, metrics and alerts so the LLM reasons on precise context rather than bulk data.
ADVICE

Track Success By Cutting MTTR Dramatically

  • Measure impact by time-to-incident and resolution reductions; aim for dramatic MTTR improvements.
  • Newbird reports ~90% reduction in meantime-to-incident-response and resolution in early deployments.
ADVICE

Gradually Automate Remediation With Approvals

  • Start with diagnostics and recommended remediations and then let customers grant automation gradually.
  • Offer PRs or low-risk feature-flag changes for human approval before enabling full autonomous fixes.
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