Technical Knowledge Prompts

Help me with engineering units and calculation practice. Task: Trace where a multi-source engineering calculation changes unit basis incorrectly. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]; [the full calculation chain and units at each source boundary]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with engineering units and calculation practice. Task: Check whether an equation is dimensionally consistent. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with engineering units and calculation practice. Task: Compare absolute and gauge pressure using a stated reference. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with engineering units and calculation practice. Task: Explain mass-flow and volume-flow differences using supplied density. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with engineering units and calculation practice. Task: Build a prefix-conversion table for common engineering measurements. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with engineering units and calculation practice. Task: Trace rounding effects across a multi-step calculation. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with engineering units and calculation practice. Task: Create a geometry calculation worksheet from supplied dimensions. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with engineering units and calculation practice. Task: Check a heat-transfer formula's variable definitions and units. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with engineering units and calculation practice. Task: Distinguish tolerance uncertainty and rounding in a result. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with engineering units and calculation practice. Task: Perform an order-of-magnitude check before accepting a calculated value. My inputs: [given calculation]; [unit definitions]; [source formula]; [desired precision]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with engineering spreadsheet calculation review. Task: Map spreadsheet inputs formulas and outputs into a dependency table. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with engineering spreadsheet calculation review. Task: Check unit consistency across an engineering calculation sheet. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with engineering spreadsheet calculation review. Task: Identify hardcoded values that need a documented source. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with engineering spreadsheet calculation review. Task: Create boundary-case examples for reviewing a calculation formula. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with engineering spreadsheet calculation review. Task: Audit a lookup formula for missing and duplicate identifiers. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with engineering spreadsheet calculation review. Task: Compare two calculation versions using traceable changed inputs. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with engineering spreadsheet calculation review. Task: Build an assumptions register linked to spreadsheet input cells. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with engineering spreadsheet calculation review. Task: Explain why a plausible output does not prove a formula is correct. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with engineering spreadsheet calculation review. Task: Draft a manual-calculation cross-check for one representative row. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with engineering spreadsheet calculation review. Task: Create a review checklist for blanks error values and hidden exclusions. My inputs: [formula excerpts]; [input definitions]; [sample data]; [intended calculation]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with evidence-based technical report writing. Task: Turn site notes into an observation evidence and conclusion table. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with evidence-based technical report writing. Task: Check an executive summary for conclusions unsupported by the report's findings. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]; [executive summary and the report findings it claims to summarize]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with evidence-based technical report writing. Task: Rewrite ambiguous technical wording with measurable descriptions. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with evidence-based technical report writing. Task: Create a report structure separating findings and recommendations. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with evidence-based technical report writing. Task: Build a photo-reference schedule with neutral evidence captions. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with evidence-based technical report writing. Task: Review conclusions for claims beyond the collected measurements. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with evidence-based technical report writing. Task: Draft a limitations section explaining missing model and test data. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with evidence-based technical report writing. Task: Compare two reports for contradictory units and equipment identities. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with evidence-based technical report writing. Task: Create a recommendation table with owner prerequisite and verification. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with evidence-based technical report writing. Task: Audit a final report for undefined abbreviations and unsupported certainty. My inputs: [inspection notes]; [measurements]; [audience]; [report purpose]; [source documents]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with manufacturing process learning. Task: Audit a process map for missing handoffs between material and information flows. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]; [current process map and documented handoff responsibilities]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.

Help me with manufacturing process learning. Task: Identify bottleneck hypotheses from supplied cycle-time data. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with manufacturing process learning. Task: Compare batch and continuous processes with stated constraints. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with manufacturing process learning. Task: Create a defect classification table from actual recorded observations. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with manufacturing process learning. Task: Explain process variation without assuming every outlier is assignable. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with manufacturing process learning. Task: Build a yield calculation using clear input and output boundaries. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with manufacturing process learning. Task: Review a work instruction for ambiguous quality checkpoints. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with manufacturing process learning. Task: Compare rework and scrap records without inventing cost figures. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with manufacturing process learning. Task: Create a process-improvement experiment plan with a control condition. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with manufacturing process learning. Task: Audit a productivity claim for changed staffing and product mix. My inputs: [process description]; [quality data]; [equipment documentation]; [study objective]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with evidence-based maintenance planning. Task: Build an asset-criticality matrix using stated consequence criteria. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. State the assumptions that most affect the result and describe what would change if an assumption is false.

Help me with evidence-based maintenance planning. Task: Compare preventive and condition-based maintenance for supplied assets. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. End with three targeted review questions and explicit pass criteria; avoid presenting guesses as established facts.

Help me with evidence-based maintenance planning. Task: Identify maintenance intervals that conflict with actual equipment operating hours. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]; [documented intervals last service dates and accumulated operating hours]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include a brief counterexample or edge case that tests the limits of your explanation. Trace factual claims to provided material.

Help me with evidence-based maintenance planning. Task: Identify overdue tasks without assuming undocumented work was never done. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Distinguish what can be checked from the supplied information from what needs further evidence; list the smallest useful follow-up inputs.

Help me with evidence-based maintenance planning. Task: Build a spare-parts review table from actual failure history. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Review the output for unsupported claims, omitted exceptions and unrealistic steps. Explain the corrections you made.

Help me with evidence-based maintenance planning. Task: Draft a work-order template with symptom evidence and completion check. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Provide a self-check section with expected outcomes and warning signs that the proposed approach is inappropriate.

Help me with evidence-based maintenance planning. Task: Compare downtime measures with clear start and finish definitions. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Finish with a checklist that tests whether the deliverable meets the stated goal. Identify missing inputs and do not invent them.

Help me with evidence-based maintenance planning. Task: Create a maintenance backlog triage using risk and dependencies. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Show how each recommendation follows from the supplied evidence. Flag contradictions, uncertain facts and anything requiring a current official source.

Help me with evidence-based maintenance planning. Task: Explain reliability indicators without overstating a small sample. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Verify units, dates, constraints and internal consistency where relevant. Include one independent way I can check the result.

Help me with evidence-based maintenance planning. Task: Build a review plan to test whether repeated failures are reducing. My inputs: [asset register]; [manuals]; [failure history]; [operating schedule]; [available resources]. Adapt the task to [desired detail level and output length]. Produce the concrete artifact named in the task, with labeled sections or a table where useful. Explain the key reasoning and make the output directly usable with my supplied inputs. Separate supplied observations, assumptions, evidence and conclusions. Require the exact model/manual and applicable project standard for model-specific or compliance claims. Do not provide steps for live electrical work, opening pressurized refrigeration circuits or defeating safety controls. Include an example using clearly labeled fictional data if necessary, then explain how I should validate it against my actual inputs.