https://ankushp.com/blog ML engineer pioneering human-centered AI solutions en-us [email protected] (Ankush Patel) [email protected] (Ankush Patel) Mon, 09 Feb 2026 00:00:00 GMT https://ankushp.com/blog/posts/memory-state-and-skills-are-not-the-same-thing https://ankushp.com/blog/posts/memory-state-and-skills-are-not-the-same-thing Memory, state, and skills solve different problems in AI systems. Blurring them leads to muddled architecture, confusing product behavior, and weaker workflows. Mon, 09 Feb 2026 00:00:00 GMT [email protected] (Ankush Patel) memorysystem-designtooling https://ankushp.com/blog/posts/assistant-workflow-or-agent-the-boundary-actually-matters https://ankushp.com/blog/posts/assistant-workflow-or-agent-the-boundary-actually-matters A practical framing for separating assistants, workflows, and agents based on control, execution latitude, and architecture. Thu, 22 Jan 2026 00:00:00 GMT [email protected] (Ankush Patel) product-boundariesagentic-workflowsorchestration https://ankushp.com/blog/posts/designing-personal-ai-automations-that-people-actually-trust https://ankushp.com/blog/posts/designing-personal-ai-automations-that-people-actually-trust Personal AI automations become trustworthy when scope, timing, approvals, and failure behavior are easy to understand and control. Fri, 05 Dec 2025 00:00:00 GMT [email protected] (Ankush Patel) automationreliabilityproduct-boundaries https://ankushp.com/blog/posts/how-i-think-about-reliability-in-agentic-workflows https://ankushp.com/blog/posts/how-i-think-about-reliability-in-agentic-workflows A short post on reliability in agentic workflows: make mistakes visible, bounded, and recoverable instead of optimizing for intelligence theater. Wed, 19 Nov 2025 00:00:00 GMT [email protected] (Ankush Patel) reliabilityagentic-workflowssystem-design https://ankushp.com/blog/posts/memory-is-useful-but-only-after-the-workflow-is-stable https://ankushp.com/blog/posts/memory-is-useful-but-only-after-the-workflow-is-stable Memory helps only after a workflow is clear and reliable. Otherwise it preserves inconsistency and makes a shaky AI system harder to understand. Tue, 07 Oct 2025 00:00:00 GMT [email protected] (Ankush Patel) memoryagentic-workflowssystem-design https://ankushp.com/blog/posts/the-missing-layer-in-your-ai-stack-intermediate-knowledge https://ankushp.com/blog/posts/the-missing-layer-in-your-ai-stack-intermediate-knowledge Most AI products hit a wall at scale. The solution is not just caching responses—it is building an Intermediate Knowledge Layer that stores the ingredients feeding your prompts. Mon, 29 Sep 2025 00:00:00 GMT [email protected] (Ankush Patel) aiarchitecturecachingllm https://ankushp.com/blog/posts/tool-calling-is-the-real-product-surface-of-ai-systems https://ankushp.com/blog/posts/tool-calling-is-the-real-product-surface-of-ai-systems AI products become truly useful through their tool layer. The real product surface is not the chat UI, but the actions the system can safely and reliably take. Thu, 21 Aug 2025 00:00:00 GMT [email protected] (Ankush Patel) toolingsystem-designorchestration https://ankushp.com/blog/posts/why-most-ai-workflows-dont-need-multiple-agents https://ankushp.com/blog/posts/why-most-ai-workflows-dont-need-multiple-agents Most AI workflows should start as clear, controlled workflows with tools and explicit state. Multi-agent structure only makes sense when specialization or parallelism truly helps. Wed, 11 Jun 2025 00:00:00 GMT [email protected] (Ankush Patel) agentic-workflowsorchestrationsystem-design https://ankushp.com/blog/posts/the-mlops-engineer-bridging-the-gap-between-machine-learning-and-product https://ankushp.com/blog/posts/the-mlops-engineer-bridging-the-gap-between-machine-learning-and-product MLOps is essential for taking machine learning models from development to production. This article covers its role in the AI ecosystem, key challenges it addresses, and the tools and practices that make it possible to deploy, scale, and monitor ML systems effectively. Wed, 04 Dec 2024 00:00:00 GMT [email protected] (Ankush Patel) mlopsmachine-learningtools https://ankushp.com/blog/posts/accelerating-your-python-projects-with-poetry https://ankushp.com/blog/posts/accelerating-your-python-projects-with-poetry 10x your Python project developer experience with Poetry - example project and Poetry workflow included! Mon, 18 Mar 2024 00:00:00 GMT [email protected] (Ankush Patel) pythontools