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My Journey:Learn. Build. Share.

By IddiLabs

A Risk Manager's journey into AI. Articles, real experiments, practical tools and honest lessons from the compliance & operations frontline.

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How Tiny Teams Can Move Faster with Open-Source AI Than Big Banks
November 24, 2025•IddiLabs

The Small PSF Advantage: How Tiny Teams Can Move Faster with Open-Source AI Than Big Banks

Small PSFs can deploy AI in 30 days while big banks are still in procurement. Limited budgets force focus. Small teams move fast. Open-source models run locally. Constraints become advantages.

Compliance
Model Drift is the New Operational Risk: Why "Set It and Forget It" Fails
November 19, 2025•IddiLabs

Model Drift is the New Operational Risk: Why "Set It and Forget It" Fails

AI models drift over time and change via vendor updates. Risk managers need version-controlled, static models to ensure reproducible compliance reports—only possible with self-hosted open-source AI.

Compliance
The SaaS Trap: Why Your AI Strategy Needs an Exit Plan Before It Starts
November 17, 2025•IddiLabs

The SaaS Trap: Why Your AI Strategy Needs an Exit Plan Before It Starts.

AI SaaS lock-in is a compliance risk. When vendors change pricing or deprecate models, your workflows break. Open-source models eliminate dependency—you own the asset forever.

Compliance
Black Box Dependency vs Operational Resilience _ DORA
November 12, 2025•IddiLabs

The Risk Manager’s Memo: DORA and the Supply Chain

AI vendors are now critical ICT dependencies under DORA. Closed-model APIs create concentration, outage, and supply-chain risks. If you haven’t assessed your AI provider, you’re already exposed.

Compliance
Why Black Cox models are a compliance liability
November 10, 2025•IddiLabs

The EU AI Act Paradox: Why "Black Box" Models Are a Compliance Liability

Closed AI models can’t meet the EU AI Act’s transparency and documentation rules. If you can’t explain the model, you can’t deploy it—open-weights models are the only viable path for compliance.

Compliance
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