效率提升技能

Use Pulp's MIT-safe Cmajor support lane via source-owned patches, an external `cmaj` toolchain, and explicit generated-artifact workflows.

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Optional AAX support for Pulp, including developer-supplied Avid SDK setup, CMake enablement, DigiShell/AAX Validator workflows, and local AAX builds on macOS or Windows.

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Pick the right Pulp Stream for a given I/O task, wire async callbacks correctly without deadlocking the worker, and avoid the backpressure / cancellation footguns in `pulp::runtime::AsyncStream`.

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Use when a task needs the judgment of an Etcher/Engraver — compensating a resist pattern for expected undercut before etching fine detail, calculating etch time from a known etch rate rather than judging completion visually, verifying a functional engraving's line width/depth against its actual accuracy requirement, or re-validating process parameters on a new material batch before production.

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Use when a task needs the judgment of an Environmental Economist — valuing a non-market environmental good (clean air, a wetland, an endangered species) for a benefit-cost analysis, building a regulatory impact analysis (RIA) for a pollution rule, sizing natural resource damages after a spill or contamination event, or picking a discount rate for a policy with cost and benefit streams decades apart.

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Use when a task needs the judgment of a rotary drill operator (driller) — diagnosing a drilling break or kick warning sign, running well-control shut-in and kill-mud-weight calculations, setting trip margin and swab/surge limits before pulling out of hole, optimizing weight-on-bit and RPM against mechanical specific energy, or reviewing a rig-floor near-miss.

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Use when a task needs the judgment of a Drilling and Boring Machine Tool Setter, Operator, or Tender — deciding whether a hole's depth-to-diameter ratio requires peck drilling, establishing a straight hole start before wander compounds, reducing cutting parameters for a long-reach boring setup versus a short-reach one, or diagnosing whether a dimensional drift traces to tool wear rather than assuming the tool still looks sharp.

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Use when a task needs the judgment of an environmental scientist — scoping or reviewing a Phase I/Phase II environmental site assessment, interpreting soil or groundwater sampling results against regulatory action levels, drafting an environmental impact statement or NEPA scoping document, running a contaminant fate-and-transport screening calc, or assessing ecological risk to a receptor.

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Use when a task needs the judgment of an Electrical and Electronics Drafter — sizing a conductor and conduit for a panel or feeder circuit against NEC ampacity and fill tables, building a schematic/elementary diagram or one-line diagram on IEEE 315/ANSI Y32.2 symbols, cross-referencing wire numbers between a schematic and a panel wiring diagram, sizing a PCB trace against IPC-2221 current tables, or QC-checking an electrical drawing set before issuance.

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Use when a task needs the judgment of a First-Line Supervisor of Entertainment and Recreation Workers (camp, pool, ride crew, attractions, or activities floor) — building today's shift roster against certification/ratio requirements when call-outs hit, running a pre-shift briefing, triaging an escalated guest complaint, deciding whether a new hire is ready to sign off independent, or choosing when to consolidate or close a program area for the day.

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Use when a task needs the judgment of an Entertainment and Recreation Manager (theme park, arena, recreation facility, tour operation) — planning attraction/facility capacity against attendance forecasts, evaluating a guest safety or ride-operations decision, pricing admission/season-pass programs, or managing seasonal staffing and weather-driven demand swings.

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Use when a task needs the judgment of an electrician's helper — running the NEC box-fill or conduit-fill calculation for a rough-in before wire gets pulled, bending conduit and pulling wire without exceeding practical bend/tension limits, running a non-contact continuity or polarity check at trim-out, or recognizing when a jobsite finding (reversed polarity, an undersized box, an unlabeled abandoned circuit) is a stop rather than a workaround.

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Use when a task needs the judgment of an emergency medicine physician — risk-stratifying an undifferentiated chief complaint against a can't-miss diagnosis, deciding an ED disposition (discharge/observation/admit/transfer) under time and bed pressure, reasoning through EMTALA screening-and-stabilization obligations, or triaging a department under crowding/boarding load.

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Use when a task needs the judgment of an executive administrative assistant — triaging a stacked calendar against competing priorities, deciding what reaches an executive versus what gets redirected, reconciling a multi-city travel itinerary or expense report, drafting on an executive's behalf within a delegated-authority boundary, or handling a scheduling conflict across time zones.

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Use when a task needs the judgment of an Embedded/Firmware Engineer — analyzing worst-case execution time for a hard real-time deadline, choosing static over dynamic memory allocation to avoid fragmentation on a long-uptime device, keeping an interrupt service routine minimal and deferring work to the main loop, synchronizing a variable shared between an ISR and main context to prevent a torn read, or verifying a hardware register interaction against the datasheet's exact timing rather than observed bench behavior.

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Use when a task needs the judgment of an embalmer — assessing a case's decomposition stage and preservation difficulty, calculating an arterial-fluid dilution ratio for a specific case condition, choosing a restorative-art approach for trauma or discoloration, or working through a bloodborne-pathogen exposure-control decision.

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Use when a task needs the judgment of an Electrician — sizing a service panel upgrade with an NEC load calculation, troubleshooting a tripping breaker or dead circuit systematically, checking wire gauge/ampacity and voltage drop for a circuit run, resolving a code-vs-inspector interpretation dispute, or deciding when a job (aluminum wiring, knob-and-tube, undersized service) exceeds the immediate scope.

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Use when a task needs the judgment of a Dining Room Attendant or Bartender Helper — triaging which table to bus first during a rush, sequencing a table reset, setting bar-back par levels and restock timing, writing or triaging a side-work checklist, or diagnosing why table turn time or bar throughput has slipped.

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Use when a task needs the judgment of a Diesel Truck Mechanic — diagnosing a DPF/DEF/SCR derate or fault code, deciding whether a defect meets CVSA out-of-service criteria, sequencing a PM-A/PM-B preventive maintenance interval, triaging a roadside breakdown against downtime cost, or writing up a DOT annual inspection failure.

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Use when a task needs the judgment of a Derrick Operator (derrickhand) — running the monkeyboard during a pipe trip, reading trip-tank volume against calculated displacement for a swab or kick signature, calculating a barite weight-up in sacks, deciding whether a volume anomaly warrants stopping the trip for a flow check, or running the mud circulating system (shakers, desander, degasser) between trips.

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Use when a task needs the judgment of a Dragline and Excavating/Loading Machine Operator in surface mining — converting a rated bucket capacity into bank cubic yards moved per shift, deciding whether a swing angle or spoil-placement plan needs to be flagged to pit engineering, matching loading pass count and payload to a haul truck's rated capacity, checking ground bearing conditions before walking or tracking a machine onto fill or spoil, or reading a berm/highwall condition against MSHA thresholds.

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Use when a task needs the judgment of a licensed General Dentist — assessing caries risk and deciding restore-vs-monitor, choosing a restorative material for a specific tooth, phasing a multi-procedure treatment plan by urgency and budget, reading a radiograph for diagnostic findings, or deciding when a case exceeds general-practice scope and needs a specialist referral.

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Use when a task needs the judgment of a Cutting/Slicing Machine Operator — calculating a portion weight overweight margin from measured weight variability to minimize giveaway while staying compliant, verifying a thickness setting against a new product lot's actual density rather than reusing a prior lot's setting, diagnosing declining cut quality as a blade-condition issue rather than compensating with thickness/speed, or adapting cut pattern to irregular input to improve yield.

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Use when a task needs the judgment of a Customer Service Representative — de-escalating an angry customer, deciding whether a policy exception is worth the cost, deciding when to escalate versus resolve on the spot, drafting a resolution response, or diagnosing why first-call-resolution is low for an issue type.

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