When not to use an AI agent
Most workflows that get pitched as agentic are better served by a scheduled job, a form or a rules engine. A practical filter for deciding which is which.
Updated 2026-07-14
Read the articlePractical material on AI engineering, spatial intelligence, governance and cloud operations.
Conceptual visualization only
Written in-house from delivery experience. No vendor benchmarks, no client data.
Most workflows that get pitched as agentic are better served by a scheduled job, a form or a rules engine. A practical filter for deciding which is which.
Updated 2026-07-14
Read the articleA demo proves an agent can succeed once. Evaluation tells you how often it fails and how badly. What we measure, and how the evaluation set gets built.
Updated 2026-06-30
Read the articleSatellite analysis is easy to demonstrate and hard to defend. The provenance, validation and versioning practices that make a published layer auditable.
Updated 2026-06-12
Read the articleApproval gates fail in two directions: too many and reviewers rubber-stamp, too few and nobody trusts the system. How to place them deliberately.
Updated 2026-05-28
Read the articlePlain-language definitions of AI, agentic and MLOps terminology.
Practical Python, GIS and cloud walkthroughs.
Recorded sessions on applied AI in regulated industries.
Share your objective and constraints. A specialist reviews every request before any recommendation is issued.