Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.
A Buyer's Guide to AI feature discoverability Under Audit helps CPO / CTO evaluate AI inventory, user disclosure, system mapping, ownership, change tracking. Learn the controls, buying criteria, implementation approach, pitfalls, and production signals.
A Buyer's Guide to Semantic caching helps CTO leaders connect similarity, thresholds, scope, invalidation, and observability to safe AI cost reduction. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Fine-tuning versus prompting helps engineering leaders connect iteration speed, change cost, data requirements, model portability, and reversibility to a decision about how often you expect to change your mind. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Chunking strategy Actually Costs shows leaders the engineering, control, change, and risk costs hidden beyond the headline price across production AI. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to FinOps for AI workloads helps VP Engineering / Head of Infrastructure leaders connect cost visibility, unit economics, ownership model, capacity controls, and optimisation cadence to reliable operating outcomes. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Small language models in production Actually Costs helps leaders see the engineering, control, change, and risk costs behind the first implementation. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Multimodal document processing Under Audit helps AI leaders connect image, text, layout, structured, and document evidence to traceable document extraction. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Reranking models Actually Costs helps leaders see the engineering, control, change, and risk costs behind the first implementation at enterprise scale. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Structured output enforcement helps engineering leaders connect schemas, constraints, validation, refusals, and retries to safe workflows. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Human-in-the-loop approval gates Actually Costs shows the engineering, control, change, and risk costs hidden beyond the headline price in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Multi-agent handoffs helps engineering leaders connect context fidelity across hops, summarisation loss, hop count limits, structured transfer, and end-to-end evaluation to handoffs that do not degrade with each pass. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Agent escalation paths Actually Costs shows the engineering, control, change, and risk costs hidden beyond the headline price over the operating life. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Distillation for cost reduction helps engineering leaders connect tail behaviour loss, teacher coverage, evaluation on edge cases, drift, and retraining cost to distillation that keeps the behaviour you relied on. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Agent refusal behaviour Under Audit helps AI leaders connect policy boundary, risk, refusal response, execution, and refusal to defensible refusal controls. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Fine-tuning versus prompting Under Audit helps AI leaders connect behaviour baseline, prompt, tuning, layered, and rollback to traceable behaviour change. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Conversation state management Actually Costs explains the engineering, control, change, and risk costs behind the first implementation in production. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Agent spend controls helps engineering leaders connect per-task caps, loop detection, retry multipliers, attribution, and hard stops to cost limits that bind before the month ends. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Copilot interaction design Under Audit helps AI leaders connect provenance cues, uncertainty, action, confirmation, and interaction to clear human decisions. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Human-in-the-loop approval gates Under Audit helps AI leaders connect gate, review, decision options, authority, and approval to meaningful human oversight. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Copilot interaction design Actually Costs shows the engineering, control, change, and risk costs hidden beyond the headline price at enterprise scale. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Agent spend controls Actually Costs explains the engineering, control, change, and risk costs behind the first implementation over the operating life. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
One long-form essay every other Wednesday. Written by the engineers shipping production AI for our clients, not by a content team. No promotional emails. Unsubscribe in one click.
