Services

Practical AI adoption and senior engineering for professionals, teams, founders, and organizations.

AI training and coaching are led by Mamerto Fabian Jr., Codefrost founder and Claude Certified Architect - Foundations.

AI Training and Workshops

For organizations and teams that want practical, responsible AI adoption.

Customized, hands-on AI training built around how participants actually work, with practical guidance on prompting, productivity, research, data privacy, guardrails, and responsible AI use.

  • Customized training plan
  • Practical hands-on exercises
  • Prompting and context techniques
  • AI productivity workflows
  • Data privacy, safety, and guardrails

Relevant Experience

Manatal Coop AI Training Practical organizational AI training focused on day-to-day use, prompting, privacy awareness, responsible use, and guardrails.AI-Driven Coder Codefrost-owned education platform for practical AI-assisted development and workflow learning.
Discuss AI training

AI Coaching and Office Hours

For professionals and small teams who want hands-on help with their actual work.

Personalized one-on-one or small-group sessions for questions, tasks, and workflows that benefit from live AI guidance, without requiring another full seminar or workshop.

  • One-on-one or small-group coaching
  • Bring-your-own-work sessions
  • Prompt and workflow improvement
  • AI tool selection and usage guidance
  • Post-training follow-up and adoption support

Relevant Experience

AI-Driven Coder Practical AI education experience built around real tools, workflows, and applied learning.Manatal Coop AI adoption work Organizational AI enablement experience that informs follow-up coaching and adoption support.
Discuss AI coaching

AI-Built App Production Readiness

For founders preparing to accept users, payments, or private data.

Audit an AI-built application before launch, especially before accepting users, payments, or private data, then turn the risks that matter into a practical remediation path.

  • Production-readiness audit
  • Evidence-backed findings
  • Launch blockers and risk ranking
  • Remediation roadmap
  • Optional implementation

Relevant Experience

ADC Fix production-readiness methodology Structured review process for launch blockers, security risks, data handling, and remediation priorities.ADC Fix audit engine Codefrost-owned audit system for assessing AI-built application readiness before real users arrive.AI-built application remediation work Production-readiness review and remediation planning for AI-assisted application codebases.
Start with ADC Fix

AI-Assisted Development Workflow Engineering

For software teams adopting Claude Code, Codex, Cursor, or other agents.

Design repository-level instructions, validation loops, and review practices so coding agents accelerate delivery without weakening engineering control.

  • Repository agent instructions
  • MAID workflow integration
  • Behavioral tests and validation commands
  • Phase-specific skills
  • Independent review loops

Relevant Experience

MAID Runner Codefrost-owned workflow system for manifest-backed agent delivery.Adverio internal workflows AI-assisted workflow and internal tooling work for an advertising-technology partner.Codefrost product repositories Applied across Codefrost products and AI-native delivery practices.
Discuss your workflow

Custom Software and Modernization

For organizations needing production software rather than experiments.

Plan, build, modernize, and support production web applications, integrations, and internal systems with senior engineering ownership.

  • Discovery and architecture
  • Implementation
  • Deployment and ongoing support
  • Modernization and integrations
  • Operational handoff

Relevant Experience

Manatal Coop Member operations, registrations, integrations, communications, and support.HL7 Australia Health-interoperability membership system and workflow support.Hubb Digital / Vita Recurring SaaS product engineering and operational support.
Plan the work
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