Dec 2025 12 min
Reducing Risk in Token Cost and Performance in AI Systems
Managing system stability and business cost. Model providers measure usage in tokens, this strategy covers how to measure and control both costs and system performance.
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Dec 2025 8 min
Observability
Turning the LLM black box into a white box. Observability is the practice of collecting input, output, and system data to enable root cause analysis and behavioural debugging.
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Nov 2025 7 min
Is There a Role for AI Quality Engineers?
The AI Engineer job spec covers everything from fine-tuning to RAG pipelines to prompt design. As AI infrastructure scales, specialism is inevitable, and quality engineering is where the biggest gap sits.
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