Development & platform
Quality, security, and ownership
AI-assisted development needs the same ownership bar as any other production change — with clearer logs and rollback because models can surprise you.
How we approach it
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1
Review gates
Checklists for security, performance, and data handling — applied consistently, not when someone remembers.
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2
Logging & observability
Signals that distinguish model drift from integration failure — so on-call is not guessing.
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3
Rollout patterns
Feature flags, canaries, and kill switches appropriate to revenue impact.
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4
Ownership
Named Titan engineers accountable — not anonymous generated commits.
Best practices
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Treat prompts and model choices as config
Version them, review them, and roll them back like code.
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Red-team obvious abuse cases
Prompt injection and data exfil paths belong in threat modeling.
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Keep customer data out of prompts by default
Minimize retention and scope what leaves your boundary.
Irish Titan’s methodology starts with business first, online second — partnerships over transactions, then the platforms and marketing that ship outcomes. As a full-service agency we bring UX, design, and business process consulting alongside engineering and launch in the same delivery thread when your program needs it. We operate a Titan-only delivery model: the people doing the work are direct Irish Titan employees from our headquarters, not contractors or outsourced pods.
Read full approach on irishtitan.comContact us
Questions about Quality, security, and ownership or your broader program? We read every message and respond quickly—your note goes to the same Titan-only team: Irish Titan employees from our headquarters, not contractors.
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