
Certification Compliance Guide for Voice AI Products
What You Need and How to Get Certified
What You Need and How to Get Certified
• SaaS growth is slowing down hard: ARR is down 30% YoY, churn is at record highs, and half of all licenses go unused. • AI tools + low-code platforms are collapsing the friction of building software. MVPs that once took months can now be done in days. • This shift means the future is Output-as-a-Service — custom, on-demand software built fast, cheap, and tailored. • The SaaS market we know today shrinks. The market for custom AI-built tools expands.
We’ve all been there asking AI for advice and hoping it makes life easier.But does it actually help, or just confuse us more?In this quick blog, I break down the real problem with taking AI’s advice at face value… and what happens when you zoom out to millions of chats happening every day. 👉 Drop your take in the comments: Has AI ever saved you time, or just left you more confused?
OpenAI released GPT-OSS — two open-weight reasoning models you can run yourself: gpt-oss-20b and gpt-oss-120b. • 120b is close to o4-mini on reasoning, runs on a single 80GB GPU • 20b runs on a 16GB consumer GPU • You can run them via Transformers, vLLM, or Ollama • It’s not just a model drop — you get tooling, support, and agentic abilities • But: You’re responsible for safety, logging, and ops
Browser acts as ai agent
Briefly learn about the open source license, and apply the license to your source code uploaded on github 🙂