All field notes

Streaming competes on catalogue, discovery, and retention in a market where switching is trivial. This guide covers recommendation that serves viewers rather than only engagement, content metadata that makes catalogues navigable, rights and availability window management, and retention analysis that identifies causes rather than symptoms.

AI agents automate tasks, but someone still has to deploy judgment into a messy workflow. Why agents raise—not erase—the value of forward deployed engineers.

Time zones make or break offshore delivery. How to secure real US-hours overlap, set the right cadence, and keep an offshore AI team responsive.

Accepting an AI system means verifying it meets the specification under real conditions, not watching a demo. This checklist covers acceptance criteria, golden set results, business scenarios, safety, performance, operability, and sign-off.

Publishing runs on rights that are complex and poorly tracked, production workflows with many handoffs, and backlists whose value nobody has time to work. This guide covers contract and rights tracking, production and metadata quality, backlist analysis, and why acquisition and editorial judgement remain human.

Cinema economics run on screen allocation and concession margin, both driven by attendance that must be predicted before the film opens. This guide covers scheduling screens against forecast demand, concession planning, staffing to session patterns, and why film performance prediction is genuinely uncertain and should be treated as such.

Forestry manages assets measured in decades across terrain that is expensive to survey. This guide covers stand inventory from remote sensing, harvest planning against access and environmental constraints, timber supply chain tracking, certification and legality compliance, and why felling decisions remain with qualified foresters.

Libraries hold material that is hard to find and serve readers with questions that vary from simple to genuinely complex. This guide covers improving discovery beyond catalogue fields, supporting cataloguing, assisting reader services, digitisation workflows, and why reader privacy commitments constrain how any of it is built.

Museums hold collections largely uncatalogued to modern standards and serve visitors who want more than a label. This guide covers collection description and cataloguing support, multilingual interpretation, research access, digitisation workflows, and why attribution, provenance, and repatriation questions require scholarly and institutional judgement.

Music labels run on rights metadata that determines who gets paid and catalogues too large to analyse manually. This guide covers metadata accuracy and matching, royalty statement processing, catalogue performance analysis, and why creative and artist relationship decisions remain human.

Live events sell a perishable product with fixed capacity on a fixed date. This guide covers demand forecasting across the sales window, dynamic pricing within policy, customer service that peaks around performances, accessibility requirements, and why pricing decisions need governance given how visible ticket prices are.

Security is the top concern when outsourcing AI offshore. The controls, contract terms, and questions that keep your data and IP protected in an offshore engagement.

Most enterprise AI stalls between a promising pilot and production. How forward deployed engineers own the messy last mile that turns AI into an outcome.

The ERP is the system of record, and AI that touches it must respect its controls. This playbook covers the integration layer, master data grounding, gated transaction tools, reconciliation, audit, and evaluation.

Invoice processing is high-volume, rule-heavy, and measurable, which makes it an ideal first agent. This playbook covers extraction, matching, exceptions, ERP posting with gates, evaluation, and the controls finance requires.

An LLM gateway is the first platform component a serious AI program builds: one API, routing and fallbacks, caching, cost accounting, logging, and policy. This playbook covers the build and rollout.

Model Context Protocol servers expose enterprise data and actions to AI clients through a standard interface. This playbook covers resource and tool design, authentication, validation, error handling, observability, and testing.

Language models have changed what OCR pipelines can deliver: layout understanding, error correction, and structured output. This playbook covers capture, preprocessing, engines, layout, LLM post-correction, validation, and evaluation.

Agents that remember the right things across sessions are more useful; agents that remember the wrong things are a liability. This playbook covers memory types, write policies, retrieval, forgetting, privacy, and evaluation.

Tools are how agents affect the world, which makes tool design the center of agent safety and usefulness. This playbook covers contracts, schemas, permissions, execution, validation, observability, and testing.

The FDE model puts an experienced engineer close to users and operations to connect problem framing, implementation, adoption, and handoff. Here is how the role works and when it fits.

Bakeries produce for a demand they must predict before dawn, with product that is worth little by evening. This guide covers production planning at product and site level, waste reduction without empty shelves, allergen data accuracy across recipe changes, and distribution planning across retail and wholesale accounts.

Brewing and distilling combine biological process variability with heavy excise documentation and a fragmented route to market. This guide covers batch consistency from process data, excise and duty record accuracy, demand planning across seasonal and promotional swings, and trade operations across many small accounts.

Coffee chains live and die on morning peak throughput and on waste in a category with hours of shelf life. This guide covers store-level demand forecasting, labour scheduling against sharp peaks, food waste reduction without gaps, loyalty personalisation that is welcome rather than intrusive, and what to measure.