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Insights

Engineering perspectives, not thought leadership.

Specific enough to be useful to someone doing the same work, and honest about what did not go to plan.

Governance · lineage · output logging · retentionQueryidentity attachedRetrievalembeddings · rerankGatewayrouting · cacheResponsetraced · scoredVector index · permission-filteredEvaluation
AI Engineering

Why most enterprise AI pilots never reach production

It is almost never the model. Five infrastructure blockers, and how to clear each one.

Coming soon

Governance · lineage · output logging · retentionQueryidentity attachedRetrievalembeddings · rerankGatewayrouting · cacheResponsetraced · scoredVector index · permission-filteredEvaluation
AI Engineering

Building RAG systems that survive an audit

Data lineage, permissions enforced at retrieval time, and the evaluation harness you need before launch.

Coming soon

Governance · lineage · output logging · retentionQueryidentity attachedRetrievalembeddings · rerankGatewayrouting · cacheResponsetraced · scoredVector index · permission-filteredEvaluation
AI Engineering

Agentic workflows: where the permission boundary belongs

Tool-calling agents are only as safe as the credentials you hand them. A practical design pattern.

Coming soon

Governance · lineage · output logging · retentionQueryidentity attachedRetrievalembeddings · rerankGatewayrouting · cacheResponsetraced · scoredVector index · permission-filteredEvaluation
AI Engineering

What an AI evaluation harness actually contains

Golden datasets, regression suites and scoring that catches a quality drop before your users do.

Coming soon

Governance · lineage · output logging · retentionQueryidentity attachedRetrievalembeddings · rerankGatewayrouting · cacheResponsetraced · scoredVector index · permission-filteredEvaluation
AI Engineering

Cutting LLM spend without cutting quality

Routing, caching, context budgeting and model selection — where the real savings are.

Coming soon

Region A · primaryRegion B · failoverShared services · logging · identityShared services · logging · identityGuardrails as code · SCPs · network policy · taggingTerraform — one repository, every environment
Cloud

Landing zones that survive contact with an auditor

Account structure, guardrails as code, and the logging design you'll wish you had chosen first.

Coming soon

CommitsignedBuildcachedTestparallelScanSAST · SCADeploycanaryfeature branchesPolicy gates — nothing reaches production unreviewedDeploy frequency
Platform

You probably do not need a service mesh

A decision framework for when the operational cost is justified — and the cases where it isn't.

Coming soon

PerimeterNetworkWorkloadDataIdentityLeast privilege enforcedContinuous posture scanning
Security

The Active Directory findings we see in almost every test

Kerberoasting, delegation and certificate services. What they look like and how to close them.

Coming soon

Want one of these sooner?

Tell us which topic would be useful to you and we'll prioritise writing it.