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DevOps & Cloud Infrastructure (193)AI & LLMs (143)Backend & APIs (102)Web Development (90)ERP Systems (77)Security (65)Software Development (58)Career Reflections (29)Cloud (29)AI / Machine Learning (18)Product & SaaS (12)University (1)Hackathons (1)
Backstage MCP Actions Backend: Secure AI Access to Your Portal
AIOctober 202612 min read

Backstage MCP Actions Backend: Secure AI Access to Your Portal

The Backstage MCP actions backend read closely: what tools it exposes by default, why the default endpoint shows everything, and the filters and auth that fence it.

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State of FinOps 2026: What 98% Managing AI Spend Means
CloudOctober 202612 min read

State of FinOps 2026: What 98% Managing AI Spend Means

The State of FinOps 2026 survey of 1,192 practitioners says 98% manage AI spend. What the figures show on AI cost visibility, ROI, FOCUS and token metrics.

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OpenCost Inference Cost per Million Tokens for Self-Hosted vLLM
CloudOctober 202611 min read

OpenCost Inference Cost per Million Tokens for Self-Hosted vLLM

OpenCost 1.121.0 read closely: allocation versus usage cost per million tokens, the label join that zeroes it, PromQL for utilisation and the API break-even.

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Autoscale vLLM on Kubernetes with KEDA: Queue Depth, Not GPU %
DevOpsOctober 202612 min read

Autoscale vLLM on Kubernetes with KEDA: Queue Depth, Not GPU %

AWS's EKS ScaledObject for vLLM read closely: queue depth and p95 triggers, activation thresholds, the load test behind 25 and 5, and what breaks first.

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Project Glasswing Patch Gap: 6,157 Disclosed, 516 Patched
SecurityOctober 202611 min read

Project Glasswing Patch Gap: 6,157 Disclosed, 516 Patched

Anthropic's own dashboard shows 6,157 vulnerabilities disclosed and 516 patched. Why the bottleneck is human, where the numbers are contested, and what to do.

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Cyber Resilience Act Reporting Obligations: A DevOps Runbook
SecurityOctober 202612 min read

Cyber Resilience Act Reporting Obligations: A DevOps Runbook

The Cyber Resilience Act reporting duty has applied since 11 September 2026. Here is the 24h, 72h and final-report clock, ENISA's platform and open-source dependencies as a runbook.

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