
Eight steps for rolling out an internal AI agent, in the order one large company's disclosed rollout suggests, with the conditions they assume.

Eight steps for rolling out an internal AI agent, in the order one large company's disclosed rollout suggests, with the conditions they assume.

Germany's 2026 EU Blue Card threshold is €45,934 for IT roles. Real numbers, real contract rules, and what a US-based developer actually needs to qualify.

We asked Perplexity two questions ixsoftum articles answer, in September and again in October. It never cited us. Here's what it cited, and the likely reasons.

A worked cost model for a five-turn agent session building one feature, priced on current Claude and OpenAI models, with and without prompt caching.

A December 2025 study of 470 real GitHub pull requests found AI-co-authored code carries 1.7x more issues, concentrated in logic and security findings.

A real database deleted mid-freeze, hallucinated packages with 30,000 downloads, a prompt-injected agent: four real failures, and the fix for each.
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