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7 public problems currently available.
Cloud egress fees ($0.09/GB AWS, $0.087/GB Azure) are the visible symptom. Free switching programs (2024) proven ineffective — require full exit, not partial migration. Real lock-in is proprietary man...
View Problem →AI model providers retire model IDs on published schedules, but production systems hard-code model identifiers. When retired, API calls fail immediately. Replacement models differ in pricing (5× incre...
View Problem →GitHub Copilot switched from flat subscription to token-based metered billing overnight. Developers reported bills jumping 10-60x ($29 to $750, $50 to $3,000). Single agentic sessions consume $30-40 i...
View Problem →LLM API token billing models produce unpredictable cost explosions in production. 75% of enterprises exceed AI cost budgets. One organization exhausted its $1M budget in 3 months. Agent AI amplifies p...
View Problem →Meeting culture often defaults to 'just send a Calendly link' without considering the cumulative effect on calendar availability. Organizations struggle to set boundaries on meeting frequency while ma...
View Problem →AI automation platforms lack visibility into per-operation task consumption. For example, an 8-step Zap with AI components consumed 48 tasks where the user expected only 14, representing 3.4x inflatio...
View Problem →n8n version 2.0 removed MySQL and MariaDB support entirely as part of 'Secure by Default' strategy. Existing installations using these databases cannot upgrade without either: (1) migrating all data t...
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