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Why the Explosion of LLMOps Tools Is Making GenAI Harder - Not Easier
As GenAI teams adopt more LLMOps tools, fragmentation is creating blind spots in quality, cost and governance. Learn what to evaluate before building or…
Dec 17
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FortifyRoot Engineering
2
AI Gateway vs Middleware: The Control Plane GenAI Actually Needs
Gateways Route Traffic. Middleware Ensures Trust
Dec 9
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FortifyRoot Engineering
1
1
Why Every Enterprise Now Needs a Cost, Safety and Audit Control Layer for production GenAI
And why visibility - not bigger models; is what determines who wins in the multi-modal, multi-agent, multi-provider era
Dec 2
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FortifyRoot Engineering
1
November 2025
LLM Drift & Quality Decay Part 3: Quality Reliability Index(QRI) - A Governance Framework for Long-Term GenAI Stability
Drift is inevitable - governance is not. QRI turns GenAI quality into a measurable, trackable, leadership-ready KPI.
Nov 27
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FortifyRoot Engineering
2
1
LLM Drift & Quality Decay Part 2: Engineering Drift Detection: Building Early Warning Systems for GenAI Quality
Detecting drift requires semantic observability, not infrastructure monitoring. Here’s the engineering playbook.
Nov 26
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FortifyRoot Engineering
1
LLM Drift & Quality Decay Part 1: The Silent Drift Problem: Why GenAI Systems Degrade Even Without Changes
LLMs don’t fail loudly - they fail gradually.
Nov 25
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FortifyRoot Engineering
2
Governing MCP Risk: Board-Level Controls, KPIs and Operationalising Trust (Part-3)
How executives translate technical MCP defences into boardroom assurances, measurable KPIs and procurement guardrails.
Nov 20
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FortifyRoot Engineering
1
How to Harden MCP: A Practical Engineering Playbook (Part-2)
Concrete blueprints for secure MCP servers: authenticate, scope, sanitise and audit every model I/O.
Nov 19
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FortifyRoot Engineering
1
The Hidden Risks of MCP: Why “USB-C for AI” Needs a Security Manual (Part-1)
How a standard that makes LLMs extensible also turns them into flexible attack surfaces - and why enterprises must treat MCP like network…
Nov 18
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FortifyRoot Engineering
1
The Hidden Complexity of Scaling GenAI Systems Part 3: AI Reliability Governance: Turning Performance and Trust into KPIs
Why Reliability Needs Governance
Nov 13
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FortifyRoot Engineering
2
2
The Hidden Complexity of Scaling GenAI Systems Part 2: Engineering Observability: Making GenAI Systems Visible and Measurable
Turning hidden behaviour into measurable reliability
Nov 12
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FortifyRoot Engineering
1
The Hidden Complexity of Scaling GenAI Systems Part 1: The Fragility of Scale: Why AI Systems Fail Before They’re Expensive
Why reliability collapses before the bill arrives
Nov 11
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FortifyRoot Engineering
1
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