domain-experts

Use when a task needs the judgment of a Character/Motion Animator — triaging which shots in a batch get full 12-principles polish versus blocking-only under a tight schedule, choosing pose-to-pose vs. straight-ahead for a shot, writing a rig-limitation workaround memo, or reading a director's revision note as a pose fix vs. a timing fix.

Use when a task needs the judgment of a Mine Supervisor (shift boss/mine foreman) — deciding whether an unanticipated roof or ground condition requires the roof control plan's supplemental support or a full withdrawal, reading a pre-shift/on-shift examination book for hazards before allowing crew entry, resolving a shift's tonnage shortfall by diagnosing the actual bottleneck instead of pushing cutting pace, or deciding whether a gas or ventilation reading requires de-energizing equipment versus evacuating a section.

Use when a task needs the judgment of a palaeontologist — dating a fossil-bearing horizon by reconciling biostratigraphy against radiometric ages, deciding whether a specimen represents a new species or intraspecific/ontogenetic variation, triaging a fossil collection for preparation and curation priority under a limited lab-hour budget, or evaluating a cladistic/phylogenetic placement for a newly described taxon.

Use when a task needs the judgment of a Costume Designer — deciding build vs. rent vs. buy for a specific garment, budgeting a production's costume-shop spend across principals and ensemble, engineering a quick-change to hit a scripted time window, building or reading a costume plot to track pieces across a run, or diagnosing why a build is behind schedule going into tech week.

Use when a task needs the judgment of a demographer — building a cohort-component population projection, reconciling fertility/mortality rate estimates against ACS or vital-statistics counts, judging whether a population trend is real or sampling/measurement noise, sizing a census undercount adjustment, or advising a public agency on age-structure-driven facility or service demand.

Use when a task needs the judgment of a Marine Surveyor — running a pre-purchase condition survey with ultrasonic thickness gauging (UTG) against classification-society renewal minimums, conducting a P&I club condition/loss-prevention survey, reviewing a vessel's class and statutory certificate status for overdue recommendations before a sale or charter, investigating hull or cargo damage for an insurer's claim, or checking load-line freeboard compliance before departure. Distinct from a marine engineer/naval architect (sets the original design numbers) and a cargo inspector (measures cargo quantity/condition at custody transfer) — this role inspects an existing vessel's structure, machinery, and equipment against the rules those numbers were built to and signs the report that becomes the record.

Use when a task needs the judgment of an oceanographer — designing or QC-ing a hydrographic cruise (CTD/rosette station plan, sensor calibration), interpreting a mooring, glider, or ARGO float time series for a physical or biogeochemical anomaly, writing a ship-time or cruise-budget proposal, or assessing whether a water-quality or coastal-erosion signal is real versus an artifact of sensor drift or undersampling.

Use when a task needs the judgment of a Storyboard Artist — deciding panel coverage for a scene (dialogue vs. action), budgeting panel count and drawing hours against a pre-production schedule, maintaining the 180-degree axis of action across a multi-setup sequence, building or cutting a timed animatic/story reel, or revising boards after a director pitch or script change.

Use when a task needs the judgment of a Welding Engineer — writing and qualifying a Welding Procedure Specification (WPS) through a Procedure Qualification Record (PQR) test program, selecting a welding process (GMAW/FCAW/SMAW/GTAW/SAW) and joint design under a cost/quality/position tradeoff, calculating preheat/interpass temperature from carbon equivalent or Pcm to control hydrogen cracking, specifying PWHT and Charpy impact requirements against a service's MDMT, or running root-cause failure analysis on a cracked or rejected weld. Distinct from a welder (executes a qualified WPS inside its parameter range) — this role designs and qualifies the procedure, and owns the code-compliance judgment that makes a weld fit for its intended service.

Use when a task needs the judgment of an oil and gas production manager — diagnosing a production shortfall against plan, prioritizing well intervention or workover capital against decline curve economics, deciding whether a well integrity anomaly requires halting production, weighing a shut-in decision against formation damage risk, or evaluating whether stand-down/safety reporting patterns signal normalized deviance building toward an incident.

Use when a task needs the judgment of a correctional services manager (warden/facility administrator) — deciding how to respond to a staffing cut against safety risk, reviewing an inmate classification or housing decision, evaluating a use-of-force incident, deciding whether restrictive housing placement is justified and time-limited, or weighing security spending against programming budget under fiscal pressure.

Use when a task needs the judgment of a pension scheme manager — assessing funded status and its sensitivity to discount rate moves, setting or adjusting a liability-driven investing glide path, evaluating whether an asset manager mandate is adding liability-relative value, weighing an accelerated contribution against ongoing underfunding penalties, or advising trustees on a de-risking decision after a sponsor credit event.

Use when a task needs the judgment of a central bank governor — setting a policy rate decision against a dual mandate, deciding whether a distressed financial institution needs liquidity support or resolution, calibrating forward guidance language against credibility risk, weighing quantitative easing or tightening at the effective lower bound, or drafting the public communication that accompanies a policy decision.

Use when a task needs the judgment of a book publisher — sizing an advance against a P&L model before an acquisition auction, setting a print run from comp-title sales data, deciding whether to keep bidding or walk in a multi-house auction, valuing subsidiary rights as part of a deal, or diagnosing why a title's early sell-through is diverging from its launch plan.

Use when a task needs the judgment of a property/real estate developer — underwriting a land acquisition against residual land value, structuring an entitlement-contingent option deal, building or stress-testing a development pro forma, sizing a capital stack across debt and equity, or deciding whether to proceed, renegotiate, or walk on a deal after a construction bid or zoning setback.

Use when a task needs the judgment of a Chief Data Officer — resolving conflicting metric definitions across dashboards, deciding whether a dataset should be retained or purged, assigning data ownership for a system feeding regulatory or board reporting, sizing a privacy/breach risk against a proposed data collection, or auditing data readiness before an AI/ML initiative kicks off.

Use when a task needs the judgment of a Chief Technology Officer — deciding build vs buy for a core system, choosing whether an architecture bet is worth a full rewrite, sizing an SLA/uptime commitment against engineering cost, structuring engineering teams around a product roadmap, or writing the technical risk section of a board update.

Use when a task needs the judgment of a UX/product designer — evaluating or designing an interface, flow, or interaction, critiquing usability, or resolving tradeoffs between simplicity, flexibility, and business goals in a product's design.

Use when a task needs the judgment of a senior Treasurer or Controller overseeing an organization's cash/liquidity management and financial reporting function at an executive level — managing banking relationships and liquidity, overseeing the close and external audit process, or making a treasury policy decision (investment of cash, hedging, debt covenants). More senior/strategic than accountant-controller's day-to-day close and controls focus.

Use when a task needs the judgment of a Transportation, Storage, and Distribution Manager — planning warehouse/distribution network operations, evaluating a carrier or logistics vendor decision, managing inventory flow across a distribution network, or diagnosing a fulfillment/delivery performance problem. Broader logistics-network focus than supply-chain-manager's end-to-end strategic scope.

Use when a task needs the judgment of a Training and Development Manager — designing a learning/training program, evaluating whether training is the right solution to a performance gap, measuring training effectiveness, or allocating a learning and development budget.

Use when a task needs the judgment of a technical recruiter/talent acquisition partner — sourcing candidates, screening resumes, structuring an interview process, evaluating a candidate against a role, or closing an offer. Distinct from an HR/people manager role — this one owns getting the right person hired, not managing them afterward.

Use when a task needs the judgment of a Supply Chain Manager — designing or evaluating an end-to-end supply chain strategy, balancing efficiency against resilience, managing demand/supply planning, or deciding how to respond to a supply chain disruption. Broader, more strategic scope than transportation-storage-distribution-manager's physical execution focus or purchasing-manager's sourcing/negotiation focus.

Use when a task needs the judgment of a senior backend software engineer — designing systems, reviewing code for correctness/reliability/maintainability, making build-vs-buy or architecture tradeoffs, or debugging production issues under real constraints (not toy-problem correctness).

Use when a task needs the judgment of a (physical/corporate) Security Manager — designing physical access controls, assessing a facility or event's security risk, responding to a security incident, or deciding how to allocate a security budget across prevention, detection, and response. Distinct from a cybersecurity/information-security role — this one covers physical and personnel security.

Use when a task needs the judgment of a Sales Manager — coaching and managing a sales team, setting or evaluating quota/territory design, running pipeline reviews, or diagnosing why a team is missing its number. Broader team-management counterpart to the sales-account-executive role, which focuses on individual deal execution.

Use when a task needs the judgment of a B2B sales account executive — qualifying a deal, handling objections, negotiating terms, forecasting pipeline, or deciding whether/how to pursue an opportunity.

Use when a task needs the judgment of a Quality Control Systems Manager — designing or auditing a quality management system, investigating a defect/non-conformance, deciding whether a product batch should ship, or evaluating a supplier's quality capability. Narrower than industrial-production-manager's broader production-floor scope — this role owns the quality function and its systems specifically.

Use when a task needs the judgment of a Purchasing Manager — negotiating a supplier contract, evaluating a sourcing decision (single vs. multi-source), managing supplier performance and risk, or deciding how to balance cost savings against supply continuity.

Use when a task needs the judgment of a Public Relations Manager — shaping how an organization is perceived by media and the public, handling a press inquiry, preparing crisis communications, or deciding what and how to disclose in a sensitive situation.

Use when a task needs the judgment and diagnostic reasoning process of a physician — working through a differential diagnosis, evaluating clinical evidence, or reasoning about diagnostic uncertainty. This is a reasoning-process reference, NOT a substitute for a licensed physician, and must never be used to give an actual person medical advice, a diagnosis, or a treatment recommendation.

Use when a task needs the judgment of a Marketing Manager — running a marketing team/function, allocating budget across programs, approving campaign plans, or reporting marketing performance to leadership. Broader operational/managerial counterpart to the marketing-strategist role, which focuses on positioning and channel strategy specifically.

Use when a task needs to model the reasoning process of an elected legislator — evaluating a bill's tradeoffs, weighing constituent interests against broader policy effects, navigating a vote under incomplete information, or understanding how legislative compromise and coalition-building actually work. This models process and reasoning, not any specific political ideology or party position.

Use when a task needs the judgment of an Investment Fund Manager — making or evaluating a portfolio allocation decision, assessing a fund's risk exposure, deciding on a buy/sell/hold call, or communicating fund performance and strategy to investors/limited partners.

Use when a task needs the judgment of an Industrial Production Manager — running a manufacturing plant/production line, diagnosing a throughput or quality problem, planning capacity and staffing against demand, or evaluating a process change or capital investment on the production floor.

Use when a task needs the judgment of a Hydroelectric Production Manager — running a hydroelectric power facility, managing water resource allocation and reservoir levels, evaluating dam safety and equipment maintenance decisions, or balancing generation output against competing water uses (irrigation, flood control, ecological flow).

Use when a task needs the judgment of an HR/people manager — handling a performance issue, designing compensation or leveling decisions, resolving a workplace conflict, structuring a hiring process, or navigating an org design/headcount decision.

Use when a task needs the judgment of a Geothermal Production Manager — running a geothermal power plant or well field's daily operations, managing reservoir output decline, evaluating a well workover or drilling decision, or balancing production rate against long-term reservoir sustainability.

Use when a task needs the judgment of a General/Operations Manager — coordinating multiple departments toward shared execution, diagnosing why cross-functional work is stalling, allocating resources across competing operational priorities, or improving how an organization actually runs day to day.

Use when a task needs the judgment of a Fundraising Manager (nonprofit development) — planning a fundraising campaign, cultivating and soliciting a major donor, evaluating a grant opportunity, or deciding how to allocate fundraising effort across donor segments.