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Insights & Guides

Articles

Deep dives on AI infrastructure, MLOps, GPU clusters, and building with agents.

Wise Developer Workflow + Multi-Agent Development Teams
DevOps•Jul 24, 2026

Wise Developer Workflow + Multi-Agent Development Teams

Production-grade playbook: brainstorming, workmate discussion, prototyping, diagrams, proposals, ADRs, MR/PR, GitOps, Review Bots, and Workstation mu…

7 min readRead more
How a Wise Developer Works on a New Project
DevOps•Jul 23, 2026

How a Wise Developer Works on a New Project

Production-grade playbook: brainstorming to GitOps, ADR and PR templates, Review Bot setup, FDE enablement, and why Claude Architect Certification is…

9 min readRead more
Amazon Bedrock, AgentCore, SageMaker & Q: Agents in Microsoft Teams
AI Agents•Jul 21, 2026

Amazon Bedrock, AgentCore, SageMaker & Q: Agents in Microsoft Teams

Technical in-depth: Bedrock + AgentCore + SageMaker + Amazon Q architecture, step-by-step Teams first-agent setup, Entra ID, tooling, FDE training, a…

9 min readRead more
Kubeflow + Argo CD: GitOps MLOps on Kubernetes
MLOps•Jul 20, 2026

Kubeflow + Argo CD: GitOps MLOps on Kubernetes

Architecture map for Kubeflow Pipelines, Trainer, KServe, and Kueue with Argo CD GitOps: Git layout, sync waves, promotion gates, canary serving, GPU…

7 min readRead more
Claude Models Compared: Haiku vs Sonnet vs Opus vs Fable 5 (Mythos 5)
AI•Jul 8, 2026

Claude Models Compared: Haiku vs Sonnet vs Opus vs Fable 5 (Mythos 5)

A deep-dive on model specs, cost/tokens economics, effort and thinking differences, and a production routing blueprint across Haiku, Sonnet, Opus, Fa…

9 min readRead more
Claude Fable 5: The Complete Guide to Anthropic's Mythos-Class Model
AI•Jun 7, 2026

Claude Fable 5: The Complete Guide to Anthropic's Mythos-Class Model

Mythos-class launch history, benchmarks, community reactions and guardrail backlash, YouTube review guide, task matrix, effort levels, token economic…

15 min readRead more
Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes
AI•Jun 5, 2026

Large Language Models Explained: How LLMs Work and How to Run Your Own on Kubernetes

Tokens, embeddings, transformers, training and inference — explained for managers and engineers — plus production-ready Kubernetes YAML to deploy you…

11 min readRead more
Polyglot Benchmarks: Choosing the Right Tool for the Right Job
DevOps•May 16, 2026

Polyglot Benchmarks: Choosing the Right Tool for the Right Job

Six runtimes, seven HTTP tests, reproducible Docker harness: decision matrix, ARB evidence, workflow-examples repo, and polyglot-benchmarks.fictional…

10 min readRead more
Can an AI System Process and File a Self Assessment Tax Return to HMRC Automatically?
AI•May 20, 2026

Can an AI System Process and File a Self Assessment Tax Return to HMRC Automatically?

FileMyTax: six APIs from bank PDF upload to HMRC MTD Self Assessment filing — architecture, OAuth, AI benefits, limitations, and why human review sti…

15 min readRead more
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