https://www.ilmoratechnologies.in/blog Technical writing from Ilmora's engineers and researchers: agentic AI, generative AI, MLOps, data engineering, cloud, and enterprise automation. en-us Tue, 30 Jun 2026 00:00:00 GMT https://www.ilmoratechnologies.in/blog/designing-guardrails-for-production-agentic-ai https://www.ilmoratechnologies.in/blog/designing-guardrails-for-production-agentic-ai A layered architecture for constraining autonomous agents in production: tool permissioning, plan validation, budget enforcement, human checkpoints, and post-hoc audit — with concrete failure modes each layer prevents. Tue, 30 Jun 2026 00:00:00 GMT Agentic AI Daniel Reyes https://www.ilmoratechnologies.in/blog/rag-vs-fine-tuning-enterprise-decision-framework https://www.ilmoratechnologies.in/blog/rag-vs-fine-tuning-enterprise-decision-framework When to retrieve, when to fine-tune, and when to do both — a decision framework based on knowledge volatility, behavior specificity, latency budgets, and total cost of ownership, with numbers from production deployments. Tue, 09 Jun 2026 00:00:00 GMT Generative AI Lena Vogel https://www.ilmoratechnologies.in/blog/llm-observability-evals-in-production https://www.ilmoratechnologies.in/blog/llm-observability-evals-in-production A practical observability stack for LLM applications: structured traces, online quality signals, drift detection, and evaluation suites that catch regressions before deployment — with the specific metrics that matter. Tue, 19 May 2026 00:00:00 GMT LLMs Lena Vogel https://www.ilmoratechnologies.in/blog/from-rpa-to-agentic-automation https://www.ilmoratechnologies.in/blog/from-rpa-to-agentic-automation How to evolve a brittle RPA estate into agentic automation without a risky rewrite: triaging bots by failure economics, an API-first interception layer, and where LLM agents genuinely outperform deterministic scripts. Tue, 28 Apr 2026 00:00:00 GMT Automation Sanjay Mehta https://www.ilmoratechnologies.in/blog/cloud-architecture-for-ai-workloads-cost https://www.ilmoratechnologies.in/blog/cloud-architecture-for-ai-workloads-cost Why AI workloads break traditional cloud cost models, and the architecture decisions that fix it: serving-tier design, GPU capacity strategy, caching layers that cut inference spend 40-70%, and a FinOps model for tokens. Tue, 31 Mar 2026 00:00:00 GMT Cloud Sanjay Mehta https://www.ilmoratechnologies.in/blog/ml-models-that-survive-production https://www.ilmoratechnologies.in/blog/ml-models-that-survive-production Why most ML value is lost after deployment, not before — training-serving skew, feature stores, shadow deployment, drift monitoring, and retraining triggers, drawn from operating models in regulated enterprises. Tue, 10 Mar 2026 00:00:00 GMT Machine Learning Lena Vogel https://www.ilmoratechnologies.in/blog/data-contracts-for-reliable-ai-pipelines https://www.ilmoratechnologies.in/blog/data-contracts-for-reliable-ai-pipelines AI systems fail at the data layer more than the model layer. How data contracts — schema, semantics, SLAs, and enforcement — stop upstream changes from silently corrupting features, RAG corpora, and training sets. Tue, 17 Feb 2026 00:00:00 GMT Data Engineering Sanjay Mehta https://www.ilmoratechnologies.in/blog/event-driven-architecture-enterprise-integration https://www.ilmoratechnologies.in/blog/event-driven-architecture-enterprise-integration A field guide to event-driven integration at enterprise scale: event design and versioning, outbox and saga patterns, exactly-once myths, and why your event backbone is becoming the substrate for AI and agentic systems. Tue, 27 Jan 2026 00:00:00 GMT Software Engineering Daniel Reyes