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Musah Abdulai
I take AI prototypes to production. ClearWIP founder.
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Accra, Ghana
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Accra, Ghana
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LLM Pre-Flight turns the last mile of an AI launch into a visible, shared readiness process. It helps teams document evidence and decisions around prompt injection, PII leakage, prompt extraction, access controls, observability and runaway cost. I designed and shipped the complete application on Replit, including Replit Auth, persistent production data, an authenticated project workspace, readiness scoring, evidence notes and an Autoscale production deployment. This is a functioning full-stack product rather than a static portfolio mockup. It demonstrates how I take an AI product from concept to a deployed system with authentication, persistence, production infrastructure and a clear operational workflow.
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What a 48-hour Controls Review looks like when it lands: findings with severity, evidence, fix path, owner and effort across IAM, logging, CI/CD, vulnerability, backup and AI workload controls. Demo data for a fictional company; the format and depth are the real deliverable.
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34 free, MIT-licensed templates for SOC 2 and customer security review evidence: access controls (MFA, IAM, offboarding), logging and retention, CI/CD, vulnerability management. Covers AWS, GCP, Azure and GitHub. Turns 'trust me' into artifacts an auditor or enterprise buyer can verify.
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A production-ready RAG starter where guardrails are part of the architecture: an input guard that blocks prompt injection and jailbreaks, an output guard that redacts PII (emails, SSNs, cards, API keys), and rate limiting. Qdrant semantic search, FastAPI, Next.js, PostgreSQL, plus a Terraform deploy repo.
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