Extend without entropy
Grow from a few pages and features into larger workflows without losing architectural shape.
Agentic engineering for vibe-coded products
Cyber Agent 2077
Extend tiny AI-built apps into durable platforms. Cyber Agent 2077 keeps generated code coherent, lean, testable, and ready to scale beyond the first impressive demo.
System
From vibe-coded MVP to production-grade platform
Keep the codebase coherent
Preserve naming, boundaries, patterns, and intent as AI agents add, revise, and refactor.
Cut the cleanup tax
Detect verbose output, duplicate logic, dead branches, fragile abstractions, and synthetic slop early.
Guardrails
AI-native development needs codebase governance
The next wave of coding agents is not just about generating more code. It is about keeping human intent, product context, security posture, and long-term maintainability in the loop.
- Context
- Project memory, conventions, and dependency awareness
- Quality
- Lean diffs, fewer duplicates, fewer dead paths
- Control
- Reviewable changes, traceable decisions, production discipline
Three focus areas for serious AI-built software
Scale the first spark
Turn a small vibe-coded prototype into a navigable product system with clear modules, explicit boundaries, and room for real users.
Maintain coherence over time
Keep agentic changes aligned with project memory, existing conventions, lean diffs, reviewable decisions, and durable architecture.
Suppress code slop
Push back on verbose output, duplicated logic, dead branches, brittle abstractions, and cleanup debt before they calcify.