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.
What Distillation for cost reduction 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.
Function calling reliability Under Audit helps AI leaders connect function, input, missing-data, execution, and reliability to reliable function execution. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Multi-agent handoffs Under Audit helps AI leaders connect handoff contract, context, authority transfer, receipt, and handoff to traceable handoff continuity. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Prompt versioning helps engineering leaders connect paired evaluations, rollback, environment parity, change attribution, and deployment coupling to prompts versioned with the tests that define them. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Reranking models helps engineering leaders connect upstream recall limits, candidate set size, latency cost, evaluation against the ceiling, and domain fit to reranking that cannot retrieve what retrieval missed. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What AI feature discoverability 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.
Hybrid search for retrieval Under Audit helps AI leaders connect lexical, semantic, filter, fusion, and retrieval evidence to defensible retrieval coverage. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Agent-to-agent protocols Actually Costs shows leaders 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 Chunking strategy helps engineering leaders connect severed qualifiers, answer-level evaluation, structural boundaries, overlap, and metadata to chunking measured on answers rather than retrieval scores. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to AI agent orchestration Under Audit helps CTO / VP Engineering evaluate agent identity, workflow state, tool calls, policy enforcement, traceability. Learn the controls, buying criteria, implementation approach, pitfalls, and production signals.
A Buyer's Guide to Agent-to-agent protocols helps engineering leaders connect delegated authority, provenance, trust boundaries, message semantics, and accountability to interoperability that carries permission as well as content. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Agent permission scoping helps security leaders connect per-task credentials, delegated user authority, short-lived tokens, standing access, and privilege review to permissions scoped to the job rather than the agent. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Prompt versioning 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.
What Agent refusal behaviour Actually Costs explains the engineering, control, change, and risk costs behind the first implementation across production AI. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
Context window management Under Audit helps AI leaders connect context, priority policy, compression, eviction, and context to traceable context selection. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Retrieval-augmented generation helps CTO leaders connect retrieval, indexing, reranking, evaluation, and governance to answer quality. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Agent memory design Under Audit helps CTO / CISO evaluate memory scope, provenance, retention, access control, correction workflows. Learn the controls, buying criteria, implementation approach, pitfalls, and production signals.
What Agent state persistence Actually Costs explains the engineering, control, change, and risk costs behind the first implementation across production AI. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to AI agent orchestration helps engineering leaders connect partial failure semantics, compensation, step idempotency, observability, and retry design to orchestration that handles a step failing halfway. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Agent memory design Actually Costs shows leaders 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.
A Buyer's Guide to Function calling reliability helps engineering leaders connect schema conformance under degraded input, error feedback loops, retry budgets, argument construction, and testing to reliability measured where it breaks. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
What Structured output enforcement 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 Multimodal document processing helps engineering leaders connect layout as information, table and form structure, reading order, spatial relationships, and evaluation to processing that does not linearise meaning away. Learn the 2026 operating model, components, pitfalls, signals, and implementation steps.
A Buyer's Guide to Context window management helps engineering leaders connect exclusion decisions, position effects, cost per call, budget allocation, and truncation policy to windows where what you leave out is the design. 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.
