https://www.axionalytics.com/blog.html Architecture writing on enterprise agentic AI: deployment topology, execution isolation, human approval gates, data provenance, and analytics governance. en Fri, 14 Aug 2026 00:00:00 +0000 _build/scripts/make-feeds.py https://www.axionalytics.com/databricks-unity-catalog-agentic-deployment.html https://www.axionalytics.com/databricks-unity-catalog-agentic-deployment.html Schema injection collapses somewhere past a few hundred tables. A narrow probing tool set, retrieval-driven discovery, a pointer pattern for bulk results — and the three failure modes that only appear once a real catalog is behind it. Playbook Enterprise Agentic AI Wed, 29 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/azure-devops-ai-test-case-deployment.html https://www.axionalytics.com/azure-devops-ai-test-case-deployment.html Tools split by consequence rather than by endpoint, a credential the sandbox never sees, and the two operations — pipeline triggers and stale approvals — that break a naive integration. Playbook Agentic Test Engineering Wed, 29 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/cloud-warehouse-governed-bi-deployment.html https://www.axionalytics.com/cloud-warehouse-governed-bi-deployment.html Role-scoped visibility breaks more dashboards than any other single cause. What the warehouses share, what they do not, and why the profiling step decides your deployment topology. Playbook Agentic Business Intelligence Wed, 29 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/langgraph-langchain-enterprise-deployment.html https://www.axionalytics.com/langgraph-langchain-enterprise-deployment.html An orchestration library is not an alternative to a governed system — it is a component inside one. Twelve decisions the library leaves to you, and when owning them is the right call. Comparison Enterprise Agentic AI Tue, 28 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/bedrock-vertex-managed-agent-runtimes.html https://www.axionalytics.com/bedrock-vertex-managed-agent-runtimes.html Four architectural decisions you inherit with a managed agent runtime, the one written commitment that rules it out, and why the switching cost is not where people look for it. Comparison Zero-Trust AI Governance Mon, 27 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/microsoft-copilot-vs-governed-agents.html https://www.axionalytics.com/microsoft-copilot-vs-governed-agents.html An assistant and a governed execution substrate are not competing for the same budget line. The boundary sits exactly where an action stops being reversible — and inheriting a permission set is not the same as intersecting one. Comparison Enterprise Agentic AI Fri, 14 Aug 2026 00:00:00 +0000 https://www.axionalytics.com/build-vs-buy-enterprise-agentic-ai.html https://www.axionalytics.com/build-vs-buy-enterprise-agentic-ai.html Many organisations should build this, and the ones who should not are identifiable by one property of the work. The demo is the first fifth; the substrate is the rest, and it cannot be retrofitted onto a prototype that already works. Comparison Enterprise Agentic AI Fri, 14 Aug 2026 00:00:00 +0000 https://www.axionalytics.com/warehouse-native-agents-vs-governed-platform.html https://www.axionalytics.com/warehouse-native-agents-vs-governed-platform.html They inherit governance rather than asserting it, which is why they win for analytical work inside one platform. They also stop where the warehouse stops, and most enterprise workflows do not. Comparison Agentic Business Intelligence Fri, 14 Aug 2026 00:00:00 +0000 https://www.axionalytics.com/crewai-autogen-multi-agent-frameworks.html https://www.axionalytics.com/crewai-autogen-multi-agent-frameworks.html Coordination frameworks solve delegation well. Delegation is also how an injected instruction escalates privilege, and agent count is a design cost rather than a capability. Comparison Enterprise Agentic AI Sun, 26 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/two-plane-execution-architecture.html https://www.axionalytics.com/two-plane-execution-architecture.html A control plane that holds no customer data, an execution plane inside your VPC, and a hypervisor boundary between agent-generated code and everything else. What each layer defends against, and what the shape costs. Teardown Zero-Trust AI Governance Tue, 28 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/write-gate-architecture.html https://www.axionalytics.com/write-gate-architecture.html Policy the model cannot read, a tool roster compiled per turn, and a rendered blast-radius diff pinned to a version token. Three checks in the execution path, and the throughput ceiling they buy. Teardown Enterprise Agentic AI Mon, 27 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/citation-provenance-architecture.html https://www.axionalytics.com/citation-provenance-architecture.html The model writes the answer; the backend decides what it may point at. A grounding critic, marker resolution against the execution record, and why rendering a citation is a security boundary. Teardown Enterprise Agentic AI Sun, 26 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/why-ai-pilots-fail-security-review.html https://www.axionalytics.com/why-ai-pilots-fail-security-review.html The pilot worked. Eighteen months later it still is not in production. Five architectural questions decide that outcome, and all five are settled before the first line of code. Security Zero-Trust AI Governance Mon, 20 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/prompt-injection-tool-abuse-defense.html https://www.axionalytics.com/prompt-injection-tool-abuse-defense.html The defence and the attack share a channel, so no instruction closes the class. Four named attacks, and the architectural layers that make a successful one harmless. Security Zero-Trust AI Governance Fri, 17 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/outbound-research-not-volume.html https://www.axionalytics.com/outbound-research-not-volume.html Research and volume trade against each other, and every team eventually picks the losing side. The way out is to automate the research and leave the send alone. Revenue Agentic Revenue Development Fri, 24 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/email-deliverability-firewall.html https://www.axionalytics.com/email-deliverability-firewall.html Guessed addresses cost more than the campaign that produced them. Three escalating verification tiers, and the design decision that matters most when none of them can answer. Revenue Agentic Revenue Development Fri, 10 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/byoc-vs-saas-enterprise-ai.html https://www.axionalytics.com/byoc-vs-saas-enterprise-ai.html Deployment topology is not an infrastructure detail you settle later. It determines which data the system may touch, and it is the hardest decision to reverse. Architecture Zero-Trust AI Governance Tue, 14 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/human-in-the-loop-ai-architecture.html https://www.axionalytics.com/human-in-the-loop-ai-architecture.html Most human-in-the-loop is a confirmation dialog. Three properties separate a real approval gate from a checkbox that manufactures consent. Architecture Enterprise Agentic AI Tue, 07 Jul 2026 00:00:00 +0000 https://www.axionalytics.com/agentic-data-exploration-at-scale.html https://www.axionalytics.com/agentic-data-exploration-at-scale.html Every demo works against twelve tables. Real catalogs have tens of thousands, and the standard approach collapses on cost, latency, and accuracy at the same time. Engineering Enterprise Agentic AI Tue, 30 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/requirements-traceability-automation.html https://www.axionalytics.com/requirements-traceability-automation.html The traceability matrix is accurate the day it is written and wrong within a sprint. Generating the link at authoring time is what makes it survive. Verification Agentic Test Engineering Tue, 23 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/coverage-gap-analysis.html https://www.axionalytics.com/coverage-gap-analysis.html Most organisations can report line coverage to two decimals and cannot say which implemented behaviour nobody has written a test for. Those are different numbers. Verification Agentic Test Engineering Fri, 26 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/legacy-test-suite-modernization.html https://www.axionalytics.com/legacy-test-suite-modernization.html The assertions in a decade-old suite are usually fine. What is missing is everything around them — and retrofitting that is tractable in a way rewriting is not. Verification Agentic Test Engineering Fri, 19 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/bi-backlog-bottleneck.html https://www.axionalytics.com/bi-backlog-bottleneck.html Adding analysts to a forty-item queue buys a quarter of relief. The queue is long because the same dashboard is being hand-built for the eleventh time. Analytics Agentic Business Intelligence Tue, 16 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/excel-vs-power-bi.html https://www.axionalytics.com/excel-vs-power-bi.html The question is not which tool is better. It is which numbers the board sees when four departments each maintain their own version of revenue. Analytics Agentic Business Intelligence Tue, 09 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/data-analytics-roi.html https://www.axionalytics.com/data-analytics-roi.html Finance rejects AI business cases for predictable reasons. Understated loaded cost, unfalsifiable benefits, and an automation rate nobody believes. Strategy Agentic Business Intelligence Tue, 02 Jun 2026 00:00:00 +0000 https://www.axionalytics.com/business-dashboard-guide.html https://www.axionalytics.com/business-dashboard-guide.html A dashboard nobody opens is not a design failure. It is a specification failure — it was built from the data that existed rather than the decision it serves. Analytics Agentic Business Intelligence Tue, 26 May 2026 00:00:00 +0000 https://www.axionalytics.com/ai-tools-for-business.html https://www.axionalytics.com/ai-tools-for-business.html The build-versus-buy framing hides the option most enterprises actually need, and the three constraints that decide it have nothing to do with engineering capacity. Strategy Enterprise Agentic AI Tue, 19 May 2026 00:00:00 +0000