ScopeShield AI: Open-Source Local Tool Helps Freelancers Guard Against Scope Creep

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Developer Naeemk10 has built ScopeShield AI, a local-first micro-SaaS aimed at freelancers, independent designers, and small agencies. The tool addresses scope creep, where vague client requests expand fixed-price projects into unpaid extra work, and cuts the hours spent writing formal statements of work. It runs entirely on a user's laptop using open-weight models such as Gemma 2 via Ollama, so client data never leaves the machine. The project is released under the MIT License and is priced at $29 one-time or $15 per month for its proposed commercial model.

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Decoupling Laravel Telegram Webhooks with Queues and Redis Locks to Prevent Timeouts

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ProgrammingDEV Community ·

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ProgrammingDEV Community ·

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