https://kinisys.in/insights Technical essays, architectural blueprints, and AI engineering insights from Kinisys on building enterprise software with AI-native delivery. en Fri, 16 Oct 2026 00:00:00 GMT https://kinisys.in/insights/model-context-protocol-production https://kinisys.in/insights/model-context-protocol-production Thu, 08 Oct 2026 00:00:00 GMT How the Model Context Protocol replaces brittle API wrappers with a unified, capability-based interface for enterprise databases, internal tools, and developer environments. https://kinisys.in/insights/contextual-retrieval-hybrid-search https://kinisys.in/insights/contextual-retrieval-hybrid-search Thu, 24 Sep 2026 00:00:00 GMT Why standard chunking loses critical meaning, and how combining contextual embeddings, BM25 full-text search, and reranking reduces retrieval failures by over 40%. https://kinisys.in/insights/multi-agent-orchestration-langgraph https://kinisys.in/insights/multi-agent-orchestration-langgraph Sun, 30 Aug 2026 00:00:00 GMT Why complex software workflows break when built on simple linear LLM chains, and how cyclical state graphs provide predictable recovery, branching, and human-in-the-loop control. https://kinisys.in/insights/ai-only-not-ai-assisted https://kinisys.in/insights/ai-only-not-ai-assisted Sat, 13 Jun 2026 00:00:00 GMT The difference between bolting a copilot onto an old pipeline and inverting who does the work. https://kinisys.in/insights/senior-review-non-negotiable https://kinisys.in/insights/senior-review-non-negotiable Sat, 13 Jun 2026 00:00:00 GMT How human review and CI controls keep AI-generated code production-grade. https://kinisys.in/insights/you-own-everything https://kinisys.in/insights/you-own-everything Sat, 13 Jun 2026 00:00:00 GMT Why vendor lock-in happens and what real code ownership means.