Vendor-neutral does not mean anti-vendor
Neutral advice compares dependencies and evidence against the client's decision; it does not pretend every platform is interchangeable or that vendors add no value.
Designing the system around the model: orchestration, memory, context, tools, observability and recovery.
Neutral advice compares dependencies and evidence against the client's decision; it does not pretend every platform is interchangeable or that vendors add no value.
A sandbox limits what compromised execution can reach. Authorisation decides what an authenticated actor may do. Secure agents need both, tested independently and together.
Retries, duplicated messages and uncertain tool outcomes can multiply an agent’s effects. Idempotency turns a logical action into one controlled business operation.
Long-running agents accumulate state, dependencies and chances to drift. Evaluation must test checkpoints, recovery, changing conditions and complete outcomes across time.
Describe autonomy operation by operation. A multidimensional action map gives leaders a better basis for limits, oversight and release evidence than one marketing label.
Better agent context is not the largest possible context. It is the smallest authorised, relevant and timely data set that supports the task.
Self-modification turns runtime learning into controlled software change. Separate what may adapt, require evidence for promotion and preserve a recoverable baseline.
A logistics agent earns trust when data becomes late, routes close and plans conflict—not when everything follows the timetable.
Inject realistic faults, verify state and judge the recovery path. A retry that finishes the task can still duplicate work or hide uncertainty.
Prompt injection becomes consequential when untrusted content can steer a model towards privileged tools. Reduce the blast radius by redesigning the workflow around trust and authority.
Model selection matters, but production behaviour emerges from an entire dependency graph. Review the system that turns model output into business effects.
KEEP EXPLORING
Read the method, assumptions and questions to ask.
A little more clarity
Start with the questions that shape a better decision.
The blog examines where agents create business value, how teams define release evidence, how authority and tool access should be bounded, and how engineering, security and governance owners can make a shared decision.
They are written for product, engineering, AI platform, security, governance and transformation leaders responsible for moving an agent workflow from idea or pilot towards accountable operation.
Articles explain the problems and decision methods behind the consultancy’s service direction. They are educational material and do not replace a scoped review of an organisation’s actual system.