Translate formulae into processes

Translate formulae into processes — real work, not an imagined feature: named inside 12 evidenced career tasks. Below are four ready AI prompts for it, one per height of help: do it, make it easier to accept, decide when you are stuck, and change the pattern for good.

12career tasks name it
4prompt heights

The four heights

The same task, four distances: today's deadline, the next reviewer, the stuck moment, the pattern.

Execute — do the immediate task

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I need the reaction-to-process translation for scale-up of compound B12 ready for the pilot team.…
I need the reaction-to-process translation for scale-up of compound B12 ready for the pilot team. Take the bench protocol with stoichiometries, solvent volumes, and temperature ramps, convert quantities for a 50‑litre run, flag any steps where heat transfer or mixing will be non-linear at scale, and list the critical in-process controls for quality. Send this to Pilot Plant Lead Jorge Mendes and to QA by Monday morning.

Improve — make it easier to accept

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Before I hand this to Jorge Mendes, make the scale-up sheet easy to approve: put the final yield…
Before I hand this to Jorge Mendes, make the scale-up sheet easy to approve: put the final yield and impurity risk summary at the top, highlight steps where the reaction time or quench is likely to change with batch size, and note which analytical checkpoints will convince QA to accept the run without stopping the line.

Decide — diagnose the stuck moment

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The bench protocol for B12 uses an ice-bath quench that controlled the exotherm at 200 mL scale.…

A bench quench is dangerously exothermic and may not scale linearly.

The bench protocol for B12 uses an ice-bath quench that controlled the exotherm at 200 mL scale. Jorge Mendes and I are worried that at 50 L the same quench will run away. I cannot tell if slower addition or a different quench solvent is safer given limited pilot plant time. What's the likeliest hazard and the safest next move to propose?

Become — change the pattern

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When we scale reactions from bench to pilot we keep getting surprises with heat release and poor…

We repeatedly underestimate heat and mixing issues when scaling reactions.

When we scale reactions from bench to pilot we keep getting surprises with heat release and poor mixing, costing runs and time. Which engineering or procedural habit should the chemists and pilot team adopt to reduce these surprises, and what single change will prevent most common scale-up failures?

Where the evidence lives

Who was seen doing this, and what people really ask.

Commonly involved

Related, not the same — a deliverable and the operations inside it.

Switch Calc (or Excel) formulas to English languageConvert the multi-step sum of booleans into a single formula
Software tasks in the LLOS Work Atlas come from evidence, never a feature list: careers attested to do the work, real job descriptions, and the questions people actually ask (with their view counts). Facets — feature, workflow, troubleshoot, administer, deploy, scale — are open metadata: the work decides, not a taxonomy.
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The rest of the map

Same library, five ways in.