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Ahmad ammar

Ahmad Ammar — Founder & Managing Director at Alumar Aluminium & Glass (Kuwait). Building Genix ERP, a multi-tenant SaaS platform for aluminum fabrication companies (Next.js 15, Supabase, TypeScript, V

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My AI reviewer named the bug 9 of 10 times in a diff and 0 of 10 in raw source. Here is why that is weaker than it sounds.
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My AI reviewer named the bug 9 of 10 times in a diff and 0 of 10 in raw source. Here is why that is weaker than it sounds.

#ai #llm #codereview #testing
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4 min read
Small local models: what actually holds up when you re-run the measurement
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Small local models: what actually holds up when you re-run the measurement

#ai #llm #localai #agents
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4 min read
How parallel AI agents should talk to each other (and the bug that proved it)
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How parallel AI agents should talk to each other (and the bug that proved it)

#ai #agents #llm #architecture
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3 min read
Your AI agent's best-practices doc is a wish. So was the number I used to prove it.
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Your AI agent's best-practices doc is a wish. So was the number I used to prove it.

#ai #llm #agents #architecture
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4 min read
Multi-agent fleets burn ~15x the tokens — here's the budget layer the playbooks skip
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Multi-agent fleets burn ~15x the tokens — here's the budget layer the playbooks skip

#ai #llm #agents #architecture
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5 min read
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