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& AI Infrastructure

Intelligence for engineers building and operating AI infrastructure at scale. LLMOps, FinOps, Kubernetes, and the tools that keep production AI running.

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Deep Technical Guides

Benchmarks run on real infrastructure. Config files you can copy-paste. No vendor fluff.

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Cost Optimization Playbooks

Datadog to Grafana migrations. GPU budget triage. Reserved instance strategy. Real savings.

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Production Incident Frameworks

Postmortem templates for AI failures. Runbooks your on-call team will actually use.

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Observability

Agent Observability: 1,200+ Agents with OTel (2026)

AWS AgentCore vs. OSS for 1,200+ agent fleets: OpenTelemetry gen_ai.* conventions for agent loops and a Tempo / ClickHouse / OpenSearch comparison.

July 8, 202613 min read
AI Infrastructure

Agent Sandbox vs. Agent Substrate (2026)

Two CNCF SIG Apps projects — agent-sandbox (stateful) and agent-substrate (serverless) — and the OpenTelemetry pattern that makes both debuggable in production.

July 8, 202611 min read
LLMOps

Coding Agent Cost Observability 2026: One View

The cross-tool session-trace schema that lets you put Claude Code, Cursor, Copilot, Codex, and OpenCode on one cost dashboard — without LangSmith.

July 8, 202612 min read
AI Infrastructure

MCP Enterprise Authorization 2026: The Missing Auth Layer

Cloudflare, Auth0, Stytch and Stargate ship MCP server auth primitives in 2026. OBO flow, OAuth scopes, audit logs, rate limits, residency.

June 24, 202614 min read
AI Infrastructure

The Agentic Harness for AI Incident Response

PagerDuty CAIO: AI incident tools are missing a critical layer. The 4-layer harness (state, memory, authority, verification) for end-to-end agent ownership.

June 17, 202615 min read
AI Infrastructure

Multi-Dimensional AI Retrieval: Beyond Vector Search

Vector search is 30% of production RAG. The other 70% is BM25 + cross-encoder rerank + tensors + rules. The 2026 stack, plus 3 anti-patterns to avoid.

June 17, 202615 min read

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Weekly intelligence on LLMOps, FinOps, and AI infrastructure. No fluff, no vendor pitches. Written by practitioners, for practitioners.