Agentic coding has unlocked unprecedented speed, but speed without architectural rigor is a liability. We apply 60 years of combined engineering experience to harden your AI-generated prototypes into bulletproof, enterprise-ready systems.
"AI-generated code frequently prioritizes immediate 'UI magic' over hidden security layers and long-term modularity, leading to documented data corruption and production outages."
— From Prototype to Production Risk (2026)
We don't just fix code; we modernize your entire infrastructure philosophy. Following the Daylight Resilience model, we strip away the cost and complexity of modern cloud dependency.
How we transition "Vibe" prototypes to Production assets:
Isolating LLM-generated modules and identifying structural flaws.
Hardening schemas and ensuring absolute data integrity.
Applying zero-trust security to prompt-generated endpoints.
Merging high-velocity features into a resilient core.
Lessons from Building a Production Energy Dashboard with Daylight + AI.
Failure modes in AI-generated software and the 4-phase remediation framework.
Architectural philosophies for maintaining independence in the AI Era.
A deep-dive review of your agentic codebase. We identify critical security risks, schema bottlenecks, and structural debt before they stall your growth.
$5,000FIXED FEE
Secure Your AuditWe step in as your "Shadow CTO" to design core logic, secure API layers, and normalize your data. We build the engine so your AI tools can scale safely.
From $10k/ WEEK
Scale Your TeamStrategic technical leadership for funded startups. Roadmap governance, hiring oversight, and ensuring your "vibe" matures into an acquisition-ready asset.
From $15k/ MONTH
Contact Us
Chief Software Engineer with 30 years of experience. From a $100M+ exit to architecting federal systems, I specialize in hardening early-stage prototypes into bulletproof production assets.
Senior Consultant and inventor of the Daylight architecture. My career is focused on delivering lean, resilient infrastructure for Fortune 500 firms and sovereign systems.