Paul Crinigan

paul-crinigan.bsky.social

05 October 2026 22:36

A 4 bit 8B model needs about 5 to 6 GB of memory. That fits most laptops sold in the last three years. Install Ollama, run one command, and you are chatting with it offline. No account, no API key. www.autolearningagents.com/run-ai-local... #LocalAI

Paul Crinigan

paul-crinigan.bsky.social

05 October 2026 18:39

Most AI hallucinations are not random. They are the most likely answer for a generic user, handed to a specific one. The fix: before every call, retrieve what the system has verified about this user or project, ranked by confidence. www.adaptiverecall.com/ai-hallucina... #LLM

Paul Crinigan

paul-crinigan.bsky.social

05 October 2026 15:38

A $100,000 dropshipping month usually ends up near $20,000 in profit. About $40k goes to ads, $35k to product cost, $3k to apps and fees, $2k to refunds. A solid business at a 20% margin, not the 80% the screenshots imply. www.afcommerce.com/dropshipping/ #Dropshipping

Paul Crinigan

paul-crinigan.bsky.social

05 October 2026 12:42

Most AI support bots fail at the handoff, not the answers. Let the bot take order status, FAQs and policy questions. Billing, complaints and anything sensitive go to a person with the full chat, email and SMS history. www.aiappsapi.com/articles/aic... #CustomerService

Paul Crinigan

paul-crinigan.bsky.social

04 October 2026 22:39

Pick the task before you pick the AI agent. Fastest payback: sales lead qualification (about 3.4 months) and support (about 4.2). Slowest: low volume work, 10 runs a month never covers the build. Use cases by industry, with ROI: www.autolearningagents.com/ai-agent-use... #AIagents