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Insights & Guides

Articles

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

Uncovering LLM Bottlenecks: Observability, OTEL & Cost Control
AI•Sep 4, 2026

Uncovering LLM Bottlenecks: Observability, OTEL & Cost Control

Technical brief: OTEL span schemas, collectors, FinOps PromQL, agent budgets, scoring, and LLM platforms for production agents

8 min readRead more
Turbocharging LLMs
AI•Aug 30, 2026

Turbocharging LLMs

Technical brief: OS-style KV paging, near-zero-waste serving, agent debug loops, workstation token generation, and embedding-gated latent attention

7 min readRead more
Rust Async Blocking, Rayon & Modern Applications
Rust•Aug 26, 2026

Rust Async Blocking, Rayon & Modern Applications

Technical brief: cooperative scheduling, spawn_blocking vs Rayon vs dedicated threads, and Workstation polyglot guidance for modern application estat…

5 min readRead more
Ring Promoter: Modern CI/CD You Cannot Miss for AI-Powered Deployments
DevOps•Aug 15, 2026

Ring Promoter: Modern CI/CD You Cannot Miss for AI-Powered Deployments

Technical brief: ring promotion control plane, version-verified health, kubectl / GitHub Actions / k8sjob deployers, and AI-powered deployment workfl…

5 min readRead more
Workstation WSL Proxy: API Gateway, CDN & Agent Edge
DevOps•Aug 15, 2026

Workstation WSL Proxy: API Gateway, CDN & Agent Edge

Technical brief: OpenResty hot-path gateway, CDN cache, WAF, POPs/DNS, MCP management, and the Agents Gateway / MCP Gateway roadmap

3 min readRead more
KubePilot: CoPilot, Pilot & AutoPilot for Faster Kubernetes Incidents
Kubernetes•Aug 12, 2026

KubePilot: CoPilot, Pilot & AutoPilot for Faster Kubernetes Incidents

Technical brief: three-mode incident loop, install (source/Helm/Docker/iOS), AutoPilot safety rails, MCP, runbooks, and production checklist

5 min readRead more
Muse Glimmer on Ollama: Always-On Local Agents on One GPU
AI•Aug 12, 2026

Muse Glimmer on Ollama: Always-On Local Agents on One GPU

Workstation deep dive: architecture, Ollama tags/MLX, Meta benchmark matrix vs Gemma4-31B & Qwen3.6-27B, evaluation methodology, and production check…

7 min readRead more
Agentic AI Security: MCP OAuth, VPN & HashiCorp Vault Leases
AI•Aug 8, 2026

Agentic AI Security: MCP OAuth, VPN & HashiCorp Vault Leases

Enterprise reference: MCP OAuth 2.1 + EMA, VPN integration, Vault dynamic secrets, auto-rotation, lease revoke, and vendor setup matrix

6 min readRead more
Deep Learning Systems: Technical Brief for Engineers & Agents
AI•Aug 7, 2026

Deep Learning Systems: Technical Brief for Engineers & Agents

Formal DL definition, layer stack, ML ⊃ DL ⊃ gen AI, task taxonomy with metrics, failure modes, and a deploy decision flow for humans and AI agents

5 min readRead more
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