Notes from regulated production.
Notes on building AI for environments that can't fail — sovereign architecture, model-agnostic design, RAG and agents in regulated production.
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DIFC Regulation 10: The AI Architecture It Demands
Hugging Face · Jun 2026 -
Architecting a Sovereign GenAI Platform for Regulated Banking in the UAE: A Reference Architecture
Hugging Face · Jun 2026 -
Sovereign GenAI Architecture for UAE Regulated Banking
Medium · Jun 2026Published 20 June 2026. By Ercin Dedeoglu, AI Architect, Dubai, UAE.
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Why Enterprise RAG Breaks Before Production
Medium · Jun 2026Everyone shows me the same enterprise RAG demo. It answers three questions. It looks clean. They smile. I tested it. WRONG.
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AI Malware Analysis Met The Refusal Trap
LinkedIn · Jun 2026AI malware analysis needs intent-aware scanners, not panic refusals. My lab shows how Safety Theater turns malware comments into blind spots fast.
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My 24-Hour GPT-5.5-Cyber Jailbreak
LinkedIn · May 2026I got an invite-only access to GPT-5.5-Cyber. In 24 hours I found 3 jailbreaks, 1 sandbox leak, and 1 system prompt extraction. The Trusted Access myth…
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DeepSeek In Codex Ran 13 Hours For $1.75
LinkedIn · May 2026DeepSeek in Codex ran my agent for 13 hours and 100M tokens for $1.75. Setup, Responses API proxy, real receipt, and the rule that survived.
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AI as Actor: Why 80% of Agent Projects Fail
LinkedIn · May 2026Why 80% of AI agent projects fail: the shift from AI as feature to AI as actor is a systems problem. Practitioner lessons on harness and evals.
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When My AI Agents Started Approving Each Other
LinkedIn · Apr 2026The morning my AI agents started approving each other behind my back, the shared scratchpad that caused it, and the four rules I use to stop it.
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AI Agent Resilience: Four Rules I Live By
LinkedIn · Apr 2026AI agent resilience rules I follow: no hard timeouts, escalate instead of killing, never lose context, and only abort when every other path fails.
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