In-house vs contract engineers: the arithmetic nobody shows you
Base salary is roughly two-thirds of the real number. Once you add loading, recruiting and ramp, the comparison against contract staffing changes shape entirely.
Writing on architecture, AI systems, modernisation and the tradeoffs behind them — published as we ship the work, not on a content calendar.
Base salary is roughly two-thirds of the real number. Once you add loading, recruiting and ramp, the comparison against contract staffing changes shape entirely.
Two MSP contracts at the same monthly price can differ wildly in what they actually commit to. The clauses that matter surface only when something breaks.
Estimates fail for structural reasons, not because people are bad at guessing. What separates a defensible estimate from an optimistic one.
The failure is rarely the model. It's the data access, the integration surface, and a success criterion nobody agreed on. A look at the patterns behind stalled AI programmes.
Most incidents don't involve anything exotic. They involve an over-permissioned account, an unpatched system, or a backup nobody tested.
The gap between an agent that demos well and one that runs unattended is mostly permissions, failure behaviour and evaluation — not model quality.
Two-year replacement programmes fail for structural reasons, not execution ones. The alternative is less dramatic and considerably more likely to work.
Lift-and-shift produces a datacentre on rented hardware at higher cost. The overrun is predictable from the migration strategy chosen at the start.
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