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Every AI coding tool claims accuracy. At Devzy, we engineered for it in layers.
One check is an opinion. Five layers is a verdict.
Here’s how our validation stack works:
🔹 Static analysis — the proven foundation. Fast, deterministic, catches the known patterns.
🔹 LLM reasoning — goes where static checks can’t. Understands context, filters false positives, surfaces vulnerabilities that rules miss.
🔹 Expert skill layer — codified knowledge from senior engineers sits on top, adding another filter and another safeguard.
🔹 Defender Experts (coming soon) — real practitioners contributing validation skills across review, architecture, security, patterns, and compliance. Human expertise, embedded in the pipeline.
🔹 Live compliance intelligence (coming soon) — integrating tinyfish.ai’s search API to pull regulation, security, and vulnerability data from the open web, so coverage never goes stale.
Each layer catches what the previous one can’t. That’s not redundancy that’s defense in depth. [11:41 AM]And here’s the part I’m most excited about. 👇
AI is writing more of the world’s code every day. The most valuable skill of the next decade won’t be writing code — it will be validating it.
That’s why we’re opening Devzy to Defenders: senior engineers, security experts, architects, and compliance specialists who codify their expertise into our validation pipeline.
When your skill validates AI-generated code, you earn X% of the revenue it generates. Your expertise, working for you at scale across every codebase Devzy protects.
Don’t just review code. Defend it. And get paid every time your judgment runs.
Interested in becoming a Defender?
Please join the Defender Community
Whatsapp - https://chat.whatsapp.com/KCFAV48tI7bEVN3GGcdKHO?s=cl&p=i&ilr=2&amv=1
Discord - https://discord.gg/uuAVjYsQfS
AI can write code. But who validates the validator? At Devzy, the answer is: you.