AI Architect and Distinguished Engineer in AI at Trimble. I set the technical direction for how AI is built into enterprise products, and I lead the platform that makes it possible.https://dineshkumars.dev/en-ushttps://dineshkumars.dev/blog/2026/10/f-divergences/https://dineshkumars.dev/blog/2026/10/f-divergences/One convex function f turns a density ratio into a divergence. Forward KL, reverse KL, Jensen–Shannon, and total variation are four choices of f.Mon, 12 Oct 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/10/general-principle/https://dineshkumars.dev/blog/2026/10/general-principle/Pick a parametric family, define a divergence, and minimise it using only samples.Sun, 11 Oct 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/10/math-behind-generative-ai/https://dineshkumars.dev/blog/2026/10/math-behind-generative-ai/The hidden distribution, the dataset I actually get, and why generative modeling starts there.Sat, 10 Oct 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/10/mcp-apps-interactive-agent-uis/https://dineshkumars.dev/blog/2026/10/mcp-apps-interactive-agent-uis/Why conversational AI needs rich visual components, and how to embed sandboxed interactive widgets into agent chat using MCP.Sun, 04 Oct 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/09/iso-42001-ai-management-system-architecture/https://dineshkumars.dev/blog/2026/09/iso-42001-ai-management-system-architecture/What the ISO/IEC 42001 standard means when systems move from passive text generation to autonomous, tool-using agents.Thu, 24 Sep 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/09/issueops-gitops-self-service-ai-workloads/https://dineshkumars.dev/blog/2026/09/issueops-gitops-self-service-ai-workloads/How platform engineering eliminates infrastructure bottlenecks while automating enterprise security, compliance, and cloud onboarding through issue-driven GitOps.Sat, 12 Sep 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/08/running-ai-jobs-eks-auto-mode-karpenter/https://dineshkumars.dev/blog/2026/08/running-ai-jobs-eks-auto-mode-karpenter/Why platform engineers building agentic AI systems choose Amazon EKS Auto Mode over Fargate and ECS, and the real-world trade-offs to watch out for.Sun, 16 Aug 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/07/measure-once-distribute-everywhere-genai-telemetry/https://dineshkumars.dev/blog/2026/07/measure-once-distribute-everywhere-genai-telemetry/How to handle high-cardinality GenAI traces by ingesting once with OpenTelemetry and forking into APM, billing, and ClickHouse.Wed, 22 Jul 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/07/continuous-compliance-as-code-soc2-iso27001/https://dineshkumars.dev/blog/2026/07/continuous-compliance-as-code-soc2-iso27001/How to eliminate audit spreadsheets by automating branch protections, code ownership validation, and continuous audit evidence collection.Wed, 08 Jul 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2026/06/token-vault-oauth-delegation-ai-agents/https://dineshkumars.dev/blog/2026/06/token-vault-oauth-delegation-ai-agents/Why AI agents need their own first-class cryptographic identity alongside user delegation, and how a Token Vault enables secure tool execution.Thu, 18 Jun 2026 00:00:00 GMThttps://dineshkumars.dev/blog/2025/12/multi-cloud-model-gateway/https://dineshkumars.dev/blog/2025/12/multi-cloud-model-gateway/How to design a production model gateway that handles provider outages, rate limits, and latency spikes across multiple cloud providers.Thu, 18 Dec 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/10/segmenting-ai-platform-networks/https://dineshkumars.dev/blog/2025/10/segmenting-ai-platform-networks/Why flat virtual networks are dangerous for AI systems, and how to design isolated network zones to prevent SSRF and data exfiltration.Wed, 15 Oct 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/08/why-api-gateways-fail-for-genai/https://dineshkumars.dev/blog/2025/08/why-api-gateways-fail-for-genai/How streaming tokens, minute-long connections, and token-based rate limits break standard enterprise API proxies.Thu, 28 Aug 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/08/responsible-ai-principles-for-autonomous-agents/https://dineshkumars.dev/blog/2025/08/responsible-ai-principles-for-autonomous-agents/Why safety frameworks must shift from regulating text output to constraining real-world actions when agents use tools.Tue, 05 Aug 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/06/enterprise-mcp-tool-broker/https://dineshkumars.dev/blog/2025/06/enterprise-mcp-tool-broker/How to connect AI agents to hundreds of existing internal APIs dynamically using the Model Context Protocol.Fri, 20 Jun 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/05/02/solve-for-x-part-2/https://dineshkumars.dev/blog/2025/05/02/solve-for-x-part-2/Tackling underdetermined and overdetermined linear systems in data science with practical Python code, rank analysis, and least squares solutions.Sat, 03 May 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/05/02/solving-for-x/https://dineshkumars.dev/blog/2025/05/02/solving-for-x/How to formulate and solve systems of linear equations in data science using matrix representations and the fundamental AX = B formulation.Fri, 02 May 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/05/01/linear-algebra-part-1/https://dineshkumars.dev/blog/2025/05/01/linear-algebra-part-1/A practical guide to linear algebra fundamentals for data science, covering matrices, data organization, and finding linear relationships.Thu, 01 May 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/04/evaluation-of-ai-agents/https://dineshkumars.dev/blog/2025/04/evaluation-of-ai-agents/An in-depth analysis of evaluation frameworks for AI agents, covering conversational, autonomous, and multi-agent systems with practical insights and methodologies.Sun, 20 Apr 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/04/future-of-coding/https://dineshkumars.dev/blog/2025/04/future-of-coding/An exploration of how AI is transforming coding, with a focus on Cursor IDE and the changing landscape of software development.Wed, 02 Apr 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/04/building-scalable-ai-platform-part-2/https://dineshkumars.dev/blog/2025/04/building-scalable-ai-platform-part-2/An in-depth exploration of architectural patterns and best practices for building enterprise-grade AI platforms that scale.Sat, 22 Mar 2025 00:00:00 GMThttps://dineshkumars.dev/blog/2025/03/building-scalable-ai-platforms/https://dineshkumars.dev/blog/2025/03/building-scalable-ai-platforms/An in-depth exploration of architectural patterns and best practices for building enterprise-grade AI platforms that scale.Thu, 20 Mar 2025 00:00:00 GMT