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    "title": "Hugo Nascimento \u2014 Enterprise Agent Architecture",
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    "description": "Essays and field notes on deterministic agent architectures, domain ontologies, and avoiding runtime failures in production.",
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            "title": "The BPO Replacement Matrix: Operational and Financial Impact of Production Agents",
            "content_html": "Quantitative framework analyzing unit economics, operational metrics, and margin impact of replacing legacy BPO contracts with autonomous software agents.",
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            "title": "The C-Suite Transition Playbook: Protecting Margins in the Agentic Economy",
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            "title": "The Death of Tier-1 Support: Why ERP Consultancies and IT Helpdesks Cannot Defend the Billable Hour",
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            "title": "How We Protect Enterprise Databases from AI Agents",
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            "title": "LATAM Airlines: Production Agents in a 3% Margin Business",
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            "url": "https://hsnlabs.ai/blog/post/llm-as-judge-fallacy/",
            "title": "Why LLM-as-a-Judge Fails in Banking",
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            "image": null,
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            "content_html": "Emergency incident audit and architectural remedy for unbounded agent API loops through finite state machines.",
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                "api-loops",
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            "url": "https://hsnlabs.ai/blog/post/why-rag-breaks-on-erp/",
            "title": "Why I Never Use Normal RAG on Financial ERPs",
            "content_html": "Why vector similarity retrieval corrupts arithmetic precision and ledger integrity in enterprise financial ERPs.",
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            "url": "https://hsnlabs.ai/blog/post/legacy-core-backing-engine/",
            "title": "Legacy Core Systems Will Not Die: They Are the Engine Behind Autonomous Agents",
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            "url": "https://hsnlabs.ai/blog/post/integration-drift/",
            "title": "The Integration Drift: When Prompts Break Production",
            "content_html": "How to detect and guard production agent workflows against silent runtime breaks caused by upstream schema and API drift.",
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            "date_modified": "2026-07-29T00:00:00+00:00",
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            "url": "https://hsnlabs.ai/blog/post/chatbot-vs-agent/",
            "title": "Chatbot vs Agent: Why Replacing BPOs Requires Production Guardrails",
            "content_html": "Critical architectural differences between conversational chatbots and production enterprise agents mutating live ERP state.",
            "image": null,
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            "title": "The Cost of Unbounded AI in Legacy IT",
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            "image": null,
            "date_modified": "2026-07-15T00:00:00+00:00",
            "date_published": "2026-07-15T00:00:00+00:00",
            "authors": [
                {
                    "name": "Hugo S. Nascimento"
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                "architecture",
                "legacy-it",
                "reliability"
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            "url": "https://hsnlabs.ai/blog/post/manifesto/",
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            "date_published": "2026-07-08T00:00:00+00:00",
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                    "name": "Hugo S. Nascimento"
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                "case-studies",
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}