Sampaguita Labs InsightsSoftware development, AI chatbots, and AI agents, built around the systems your business already runs.https://sampaguitalabs.com/en-phSmart if-statements: using Jev to route, score and sort workhttps://sampaguitalabs.com/blog/posts/jev-smart-if-statements/https://sampaguitalabs.com/blog/posts/jev-smart-if-statements/How a small business could use Jev, a fast typed decision model, to route tickets, score leads and check invoices, with thresholds and a handoff to people.Fri, 06 Nov 2026 00:00:00 GMTThe open-weight models worth knowing in late 2026https://sampaguitalabs.com/blog/posts/open-weight-models-late-2026/https://sampaguitalabs.com/blog/posts/open-weight-models-late-2026/Size, licence and hardware notes for the open-weight model families worth knowing in late 2026, from DeepSeek and Kimi K3 to Gemma 4, gpt-oss and Llama 4.Wed, 04 Nov 2026 00:00:00 GMTXiaomi MiMo-V2.6-Pro: a phone maker's open frontier modelhttps://sampaguitalabs.com/blog/posts/xiaomi-mimo-v2-6-pro/https://sampaguitalabs.com/blog/posts/xiaomi-mimo-v2-6-pro/What Xiaomi's MiMo-V2.6-Pro is, what its MIT-licensed open weights allow, the benchmarks Xiaomi reports, and why most businesses would use it hosted.Mon, 02 Nov 2026 00:00:00 GMTDeepSeek V4 and V4-Pro: what changed this yearhttps://sampaguitalabs.com/blog/posts/deepseek-v4-and-v4-pro/https://sampaguitalabs.com/blog/posts/deepseek-v4-and-v4-pro/DeepSeek's 2026 releases from its own changelog, what V4 and V4-Pro are, what the MIT-licensed weights mean for a business, and where your data may go.Sat, 31 Oct 2026 00:00:00 GMTWhat Jev is, and why it never writes a sentencehttps://sampaguitalabs.com/blog/posts/what-is-jev-system-one-model/https://sampaguitalabs.com/blog/posts/what-is-jev-system-one-model/Jev, TypeSafe AI's first System One model, returns typed decisions with confidence scores, not text. Its claims, its place beside an LLM and open questions.Thu, 29 Oct 2026 00:00:00 GMTOpen weight is not the same as open sourcehttps://sampaguitalabs.com/blog/posts/open-weight-vs-open-source/https://sampaguitalabs.com/blog/posts/open-weight-vs-open-source/Open weight and open source AI are not the same. Learn what model weights are, what the Open Source Initiative requires, and which licence terms matter.Tue, 27 Oct 2026 00:00:00 GMTWhat we learned connecting a real app to AI through MCPhttps://sampaguitalabs.com/blog/posts/connecting-a-real-app-to-ai-through-mcp/https://sampaguitalabs.com/blog/posts/connecting-a-real-app-to-ai-through-mcp/Lessons from giving AI access to a live business app through MCP, covering permissions, approvals, accurate figures, and protecting sensitive data.Tue, 13 Oct 2026 00:00:00 GMTHow to Audit a Business Process Before Automating Ithttps://sampaguitalabs.com/blog/posts/business-process-audit-before-automation/https://sampaguitalabs.com/blog/posts/business-process-audit-before-automation/How to audit a business process before automating it, with a practical 5-step framework to find bottlenecks, measure ROI, and pick what to automate.Wed, 23 Sep 2026 00:00:00 GMTLearning marketing from a technical starting pointhttps://sampaguitalabs.com/blog/posts/learning-marketing-from-a-technical-starting-point/https://sampaguitalabs.com/blog/posts/learning-marketing-from-a-technical-starting-point/Two technical people share how they are learning marketing by building a thoughtful, AI-assisted process around real conversations and useful work.Wed, 09 Sep 2026 00:00:00 GMTStart with the work, not the toolhttps://sampaguitalabs.com/blog/posts/start-with-the-work/https://sampaguitalabs.com/blog/posts/start-with-the-work/A practical way to introduce AI to your team: start with work people already know, practice together on small real tasks, and build confidence step by step.Tue, 08 Sep 2026 00:00:00 GMT