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Insights on AI code generation, compiler architecture, and building production-ready software from design files.
Every AI code generator copies Figma's raw pixel values literally — 17px padding, 13px gap, 284px width. CodeFlow Lab's IR canonicalisation converts those artifacts into token-aligned, responsive layout declarations before a single line of React is emitted. Here's exactly how, with real before/after JSON and component output.
Marcello Cultrera
Founder, CodeFlow Lab
Every serious conversation about global challenges eventually becomes a conversation about software. The binding constraint on applying AI and data science to the world's hard problems is rarely the intelligence of the models — it is the capacity to turn intent into working, trustworthy, maintainable software.
Marcello Cultrera
Founder, CodeFlow Lab
Large language models are locally fluent and globally inconsistent. Every team building with AI agents in 2026 has hit this failure without naming it. Here's how we solved it architecturally.
Marcello Cultrera
Founder, CodeFlow Lab
We keep blaming complex UIs. But the real problem isn't sophistication — it's that most tools flatten your Figma file into pixels and lose everything that matters: hierarchy, tokens, constraints, intent.
Marcello Cultrera
Founder, CodeFlow Lab
Every Figma-to-code conversion at CodeFlow Lab now runs through a self-correcting loop — the system checks its own output, fixes issues autonomously, and confirms quality before you ever see the result.
Marcello Cultrera
Founder, CodeFlow Lab
The brutal truth about modern development: You're spending 80% of your time on 20% of the creative work. Here's how deterministic compilation changes everything.
CodeFlow Team
Product
Traditional AI code generators treat LLMs as autonomous agents. We treat them as compilers. Here's why that distinction matters for production software.
CodeFlow Team
Engineering
We analyzed 50+ design-to-code conversions across popular tools. Here's what we found about the fidelity gap—and how to close it.
CodeFlow Team
Product
Most AI coding tools treat each framework as a separate black-box generation task. We took a different approach with our Intermediate Representation.
CodeFlow Team
Engineering
Convert your Figma designs with 85% fidelity. Start free today.