<![CDATA[Stories by Abul Kalam Azad on Medium]]> https://medium.com/@ronomahedi?source=rss-eb474bad891d------2 https://cdn-images-1.medium.com/fit/c/150/150/1*3D8r3d_EModUBqKJnpFT7w.jpeg Stories by Abul Kalam Azad on Medium https://medium.com/@ronomahedi?source=rss-eb474bad891d------2 Medium Thu, 05 Nov 2026 03:33:56 GMT <![CDATA[uWhy AI Agents Fail in Production: The Engineering Problems Beyond the LLM]]>

Building reliable AI agents requires more than better models. It requires orchestration, durable state, idempotency, observability…

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]]> https://medium.com/@ronomahedi/uwhy-ai-agents-fail-in-production-the-engineering-problems-beyond-the-llm-cbf0e7edece1?source=rss-eb474bad891d------2 https://medium.com/p/cbf0e7edece1 Wed, 04 Nov 2026 11:19:18 GMT 2026-11-04T11:20:08.809Z <![CDATA[Stop Just Using AI APIs. Learn to Engineer AI Systems in 2027]]>

A practical 12-month roadmap to mastering Python, machine learning, LLMs, RAG, and AI agents — and building reliable, production-ready AI…

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]]> https://medium.com/@ronomahedi/stop-just-using-ai-apis-learn-to-engineer-ai-systems-in-2027-1cbff9de0c2e?source=rss-eb474bad891d------2 https://medium.com/p/1cbff9de0c2e Tue, 03 Nov 2026 15:31:01 GMT 2026-11-03T15:31:01.883Z <![CDATA[Go Inside Next.js: When Developer Convenience Hides Architectural Complexity]]>

Why adding compiled languages to a React meta-framework raises important questions about runtime isolation, independent scaling, and…

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]]> https://medium.com/@ronomahedi/go-inside-next-js-when-developer-convenience-hides-architectural-complexity-33c5c8104aec?source=rss-eb474bad891d------2 https://medium.com/p/33c5c8104aec Sat, 31 Oct 2026 14:13:08 GMT 2026-10-31T14:13:08.125Z <![CDATA[The Vibe Coding Hangover: What Happens After AI Writes Your Codebase]]>

AI can build your MVP faster than ever. But without architectural ownership, the real cost shows up in production.

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]]> https://levelup.gitconnected.com/the-vibe-coding-hangover-what-happens-after-ai-writes-your-codebase-4623363d66ee?source=rss-eb474bad891d------2 https://medium.com/p/4623363d66ee Wed, 28 Oct 2026 16:34:48 GMT 2026-10-29T04:33:12.673Z <![CDATA[The Dirty Truth About Autonomous AI Agents: Why 100-Line Demos Break in Production]]>

An AI agent that can complete a task is not necessarily a system you can trust. Reliability comes from engineering, not autonomy alone.

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]]> https://levelup.gitconnected.com/the-dirty-truth-about-autonomous-ai-agents-why-100-line-demos-break-in-production-1aecc43d4227?source=rss-eb474bad891d------2 https://medium.com/p/1aecc43d4227 Mon, 26 Oct 2026 03:00:19 GMT 2026-10-26T03:00:19.654Z <![CDATA[The Architectural Guide to Distributed Data Consistency: Why Dual-Writes Break Microservices and…]]>

Handling partial failure across PostgreSQL, Apache Kafka, and external APIs using the Transactional Outbox Pattern and deterministic…

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]]> https://levelup.gitconnected.com/the-architectural-guide-to-distributed-data-consistency-why-dual-writes-break-microservices-and-b4b4a5f3b7b2?source=rss-eb474bad891d------2 https://medium.com/p/b4b4a5f3b7b2 Wed, 21 Oct 2026 21:25:26 GMT 2026-10-21T21:25:26.396Z <![CDATA[Coding Isn’t Dead — Typing Is: Why AI Can Write 10,000 Lines but Can’t Architect a Distributed…]]>

AI makes code generation cheap. Production reliability still depends on concurrency control, system invariants, and rigorous verification.

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]]> https://medium.com/@ronomahedi/coding-isnt-dead-typing-is-why-ai-can-write-10-000-lines-but-can-t-architect-a-distributed-aa9fa5863634?source=rss-eb474bad891d------2 https://medium.com/p/aa9fa5863634 Sun, 18 Oct 2026 13:01:02 GMT 2026-10-18T13:01:02.172Z <![CDATA[Beyond the Wrapper: How to Build an AI Micro-SaaS with Actual 80% Gross Margins]]>

Semantic caching, dynamic model routing, and defensive unit economics for engineers who want profit over hype.

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]]> https://medium.com/@ronomahedi/beyond-the-wrapper-how-to-build-an-ai-micro-saas-with-actual-80-gross-margins-12257ab271b8?source=rss-eb474bad891d------2 https://medium.com/p/12257ab271b8 Wed, 14 Oct 2026 13:01:03 GMT 2026-10-14T13:01:03.724Z <![CDATA[The Death of Synthetic Benchmarks: Why Production AI Engineering Cares About Steerability Over Raw…]]>

An architectural autopsy of modern model evaluation metrics — why brute-force reasoning fails inside autonomous state machines, and how to…

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]]> https://levelup.gitconnected.com/the-death-of-synthetic-benchmarks-why-production-ai-engineering-cares-about-steerability-over-raw-d627e26122c0?source=rss-eb474bad891d------2 https://medium.com/p/d627e26122c0 Mon, 12 Oct 2026 14:41:26 GMT 2026-10-12T14:41:26.569Z <![CDATA[The Observability Tax: Why High-Cardinality Traces Bleed Tech Budgets]]>

How naive OpenTelemetry pipelines turn monitoring into your single largest cloud line item — and the architectural patterns to slash…

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]]> https://medium.com/beyond-localhost/the-observability-tax-why-high-cardinality-traces-bleed-tech-budgets-690a31d03f10?source=rss-eb474bad891d------2 https://medium.com/p/690a31d03f10 Fri, 09 Oct 2026 13:31:02 GMT 2026-10-09T13:31:02.173Z