McKinsey Sea Wolf is the McKinsey Solve game in which you build three-microbe treatments for contaminated ocean sites. Candidates report three sites in about 30 minutes; each site sets ranges for three attributes that the treatment's average must meet, plus one desired and one undesired trait. Walkthroughs report that each condition a treatment misses costs 20% efficiency. McKinsey's August 2025 Solve FAQ publishes no Sea Wolf rules; it says only that each task opens with an untimed tutorial and that your invitation states the total length (checked October 3, 2026).

McKinsey Sea Wolf at a glance (last checked October 3, 2026)
FactWhat is knownSource and status
SitesThree ocean sites, solved one after anotherReported
TimeAbout 30 minutes, after an untimed tutorialTutorial: official (FAQ, August 2025). 30 minutes: reported
TreatmentThree microbes whose attribute averages fit every site rangeReported in several walkthroughs
Penalty20% efficiency per missed conditionReported, unverified; reports differ on whether the undesired trait counts per microbe or once
ScoringNo weights, pass mark or score scale publishedOfficial: McKinsey publishes none
InvitationsIn every 65-, 85- and 95-minute Solve invitation reported in 2026Reported (July to September 2026), unverified

Original preparation exercise. These invented microbes, values and rules teach constraint checking. This is not a reproduction of a McKinsey question, a complete simulation or an official scoring model. Use preparation tools before the assessment, never during it.

Checked October 3, 2026. McKinsey has not published a Sea Wolf specification. Format details below are labelled as official, reported or a third-party reconstruction.

What is McKinsey Sea Wolf?

Sea Wolf is the McKinsey Solve game in which you clean up contaminated ocean sites by choosing microbes. For each of the three reported sites, walkthroughs describe the same loop: sort 10 microbes, pick one of three prospects four times to fill a pool of 10, then choose three microbes whose average attribute values fall inside every range. It is a constraint puzzle: no biology knowledge is needed, and every fact you need is on screen.

Sea Wolf appears in every invitation length candidates have reported in 2026, and reports between July 31 and August 27, 2026 say it is still in use, alongside Red Rock in a 65-minute invitation, and with the Sustainable Futures Lab added in 85- and 95-minute ones (see the 95-minute guide). Some candidates call it the "ocean cleanup", "ocean treatment" or "microbe" game; the section on those names explains what they refer to. Older articles about the Ecosystem game describe a different, earlier Solve game that reportedly was removed around mid-2025 (one says early 2026; McKinsey announced no date).

What is the reported Sea Wolf format?

Sea Wolf is reported as three sites of about 10 minutes each, where every site asks for a three-microbe treatment checked against three attribute ranges, one desired trait and one undesired trait. This is what candidates and prep providers consistently describe, not a McKinsey specification: your tutorial controls the exact screens, numbers and limits.

Sea Wolf format, as reported (October 2026)
ElementWhat is reportedWhat it means for youEvidence status
SitesThree contaminated sites, solved one after anotherAbout 10 minutes per site if you split evenlyConsistently reported
Attribute rangesEach microbe has three numeric attributes, reported on a 1 to 10 scale; each site sets a range for eachThe range applies to the treatment's average, not each microbeConsistently reported
Trait rulesOne desired trait and one undesired trait per siteAn undesired trait costs efficiency no partner can repairConsistently reported
Steps per siteChoose 2 profiling characteristics, categorise 10 microbes, pick 1 of 3 prospects four times to fill a pool of 10, choose 3 as the treatmentEvery step feeds the next, so pool quality decides the treatmentReported by several walkthroughs; step names differ
Efficiency ruleEach missed condition costs 20% efficiency; some sites cannot reach 100%Minimise missed conditions, not just maximise attributesReported on-screen rule; not in McKinsey's public material
ClockAbout 30 minutes after an untimed tutorialRehearse a per-site paceTutorial is official; 30 minutes is reported

How does Sea Wolf work, step by step?

Each Sea Wolf site reportedly runs four steps: choose two profiling characteristics, categorise 10 microbes, pick one of three prospects four times, then choose three microbes as the treatment. Several walkthroughs describe this same sequence. They label the steps differently and McKinsey has published none of it, so treat the flow as a reported reconstruction and let the tutorial overrule it.

One Sea Wolf site, as candidates describe it
  1. About 1 to 2 minReported
    Choose two profiling characteristics.

    Pick two of the site's attributes or traits to prioritise (one report says from seven options). Your choice shapes which microbes start in your pool.

  2. About 2 to 3 minReported
    Categorise 10 microbes.

    Send each one to this site, keep it for a later site, or reject it. A microbe with the undesired trait is the clearest reject; the other calls depend on what the pool will need.

  3. About 4 to 5 minReported
    Pick one of three prospects, four times.

    Six microbes are already in the pool. In each of four rounds you see three prospects and keep one, so the pool reaches 10. This is the step Puzzle 2 rehearses.

  4. About 1 to 2 minReported
    Choose three microbes as the treatment.

    The trio's attribute averages are checked against the site ranges, and its traits against the desired and undesired trait. The game shows the resulting efficiency.

  5. Sites 1 and 2Single report
    Confirm what carries over.

    Microbes saved for a later site move on with you. Other reports mention carry-over without a separate step.

Minute ranges are a suggested pace, not a McKinsey allocation; together they fit the reported 10 minutes per site. One report also mentions an untimed break between sites, so check whether the timer shows paused before you rest.

What does one Sea Wolf site look like, screen by screen?

One Sea Wolf site moves through four screens: the site Profile, microbe Classification, the Prospect Pool and the Treatment. The captures below are independent practice, not McKinsey screens: they come from the Road to Offer Sea Wolf practice simulator and follow the reported workflow, not the live interface. Your tutorial shows the real layout and labels.

Sea Wolf practice, Profile step: site 1, Copper Inlet, with breakdown 2 to 6, containment 3 to 7, cold resilience 5 to 7, a needed cold recovery trait, an excluded rapid bloom trait and two site priorities selected
1. Profile. Read the three ranges and the two trait rules first, then choose two priorities; they shape which microbes start in your pool.
Sea Wolf practice, Classification step: microbe Wren compared against the ranges of the current site and two later sites, with out-of-range cells marked and drop zones for current site, later site and reject
2. Classification. Each microbe is checked against this site and the later sites before you keep it here, save it for later or reject it. Open the image to inspect its labels.

3. Prospect Pool. In each of four rounds you keep one of three prospects, so the pool grows from six to ten. We do not show this screen; Puzzle 2 rehearses one round.

4. Treatment. You choose three microbes and the game shows the resulting efficiency; the sum check and Puzzle 1 rehearse that decision on original numbers.

How is Sea Wolf scored?

Sea Wolf shows an efficiency figure for each treatment, and walkthroughs report that every condition the treatment misses costs 20%. How McKinsey turns treatments and behaviour into a result is not published at all: its Solve page and August 2025 FAQ give no weights, pass mark or score scale.

What a treatment loses, per the reported on-screen rule
Average out of range
20% off for each attribute whose trio average falls outside the site range. This can reach 60% if all three miss.
Desired trait missing
20% off if none of the three microbes carries it.
Undesired trait present
Reports disagree. Some say 20% off for each microbe carrying it, so the deductions stack. Others say one 20% penalty if at least one microbe in the trio carries it.
Ceiling
100% when every condition holds. Figures circulating online say some sites cap at 80% or 60% and that about 30% of cases have no 100% treatment, and they are unverified.

Reported, unverified by walkthroughs, reviewed October 3, 2026. McKinsey's public page and FAQ do not describe it.

Hidden scoring is unpublished. McKinsey says only that results are considered with the rest of your application. Some walkthroughs theorise that only the final treatment counts toward a "product" score and that the earlier steps feed a "process" score; some label their own version an educated guess. None of them cites McKinsey, and failure-rate percentages that circulate are unverified estimates (see the pass-rate guide).

Under every theory the same behaviour wins: build a pool that can produce a treatment that misses nothing, then pick one deliberately. When no such trio exists, the best treatment is the one that misses the fewest conditions. Clicking through prospects without a plan helps under none of them. What a result does and does not tell you afterwards is covered in Solve scores and results.

How do you build a valid Sea Wolf treatment fast?

The fastest way to build a valid Sea Wolf treatment is to turn each average range into a target sum before you look at any microbe: multiply both ends by three, then add the trio's values instead of averaging them. The slow way, adding three numbers, dividing by three and comparing for every attribute and every trio, repeats the division dozens of times. The Sea Wolf cheat sheet puts the whole routine on one page.

Build a valid treatment in five steps
  1. Read the site rules first. Write the required trait, the excluded trait and each attribute range.
  2. Convert ranges to sums. For a three-microbe treatment, multiply both ends by three. An average of 4 to 6 becomes a total of 12 to 18.
  3. Strike out excluded traits. No partner can repair a forbidden trait, so these microbes leave your shortlist immediately.
  4. Anchor on the required trait. Every valid treatment needs at least one microbe that carries it. Start each trio from one of those.
  5. Add totals, not averages. Sum each attribute for the trio and check it against the target sum. You never divide during the search.
Average range to target sum, for a three-microbe treatment
Site average rangeTarget sum (x3)Quick read
2 to 66 to 18Wide: most trios pass this one
3 to 59 to 15A 6 needs a low partner to balance it
4 to 612 to 18Three 5s land in the middle at 15
5 to 715 to 21Narrow and high: one low value often fails it

This also tells you what a prospect is worth during pool building. If your pool is running low on one attribute, a microbe that is high on it gives you room to balance, even if it looks extreme alone. The worked sum check below Puzzle 1 applies the method to an actual trio.

A 30-minute Sea Wolf, split by siteCoaching budget, not official
  1. Site 110 min
  2. Site 210 min
  3. Site 310 min
  • First 1 to 2 minutesWrite each site's rules and target sums down.
  • Middle of each siteBuild the pool with the targets in mind.
  • Last 2 minutesPick and check one valid treatment, then move on.

An even split across the three reported sites. McKinsey does not allocate time per site; adjust after your first practice run.

Road to Offer's free Sea Wolf run includes all three sites, four stages per site, on a 30-minute Simulation clock. Start without an account, then create a free account to finish and keep your score and worked debrief. No payment is required for the first run or its review. The debrief shows your score, where points went and worked feedback on submitted decisions, with constraint and treatment visuals.

We offer four practice formats: Red Rock, Sea Wolf, SFL Classic and SFL Island, with one complete run of each free. Learning mode adds a step-by-step path with coaching and feedback as you go across all four, untimed in the clocked games; it is included with the matching game pack, the Solve pack or qualifying Annual access. The Solve plan is free with a free account and gives dated practice steps based on your invitation length and test date, for up to 28 days.

Run the free Sea Wolf simulation, all three sites

What are the common Sea Wolf traps?

The most expensive Sea Wolf trap (see all the common Sea Wolf mistakes) is applying the site range to each microbe instead of to the treatment's average; the others are checking traits too late, picking the strongest microbes, greedy pool building, checking only one bound and over-spending time on site 1. They are our coaching guidance, built from the worked puzzles on this page, not a claim about McKinsey's marking.

Six Sea Wolf traps
  1. Applying the range to each microbe. The most expensive misreading. A microbe at 7 on a 4 to 6 range is not automatically out; its partners can bring the average back in.
  2. Ignoring traits until the end. A treatment that fits every range but includes one excluded trait is still invalid. Check traits first.
  3. Picking the "best" microbes. Ranges have ceilings, so maximising an attribute can push the average out. Stronger alone is not better together.
  4. Greedy pool building. Keeping the most impressive prospect can leave no valid trio later. Ask what range or trait each prospect helps you cover (Puzzle 2).
  5. Checking only one bound. Sums have a floor and a ceiling. Teams of high values break the upper bound as often as weak ones miss the lower.
  6. Over-spending on site 1. An even pace protects site 3. Use the checkpoints above.

What is Sea Wolf practice preparing you to do?

Sea Wolf practice prepares you to solve a constrained combination, not a biology quiz. A microbe can be weak alone but useful in a trio if its values balance its partners. A candidate that looks strong on one attribute can still make the whole treatment invalid. This is why good practice has two passes: remove choices that violate a categorical rule, then test the complete combination against every numeric bound.

On the real assessment, read the tutorial and site brief before acting. In practice, use this sequence: write the objective, list the hard constraints, mark which values are individual and which are averaged, then compare full combinations. If a provider's reported interface changes, that reasoning sequence still works.

How should you check a Sea Wolf combination?

Check a Sea Wolf combination in two passes: remove any trio that breaks a trait rule, then test the full trio against every numeric bound. Public preparation guides describe a microbe-selection task involving numeric averages and traits. Their precise clocks, pool sizes and penalty claims are not an official specification for your sitting. The transferable skill is to translate a brief into checks, compare complete combinations and notice what a prospect adds to the available pool.

Start with four questions: how many members must you choose, which numeric ranges apply, which trait is required, and which trait is forbidden? Then ask whether the numeric rule applies to each member or to the average. That last distinction changes which candidates can work together. The two puzzles below are deliberately small so that you can check every answer by hand.

Puzzle 1: select a treatment of three microbes

Choose exactly three different microbes from this pool. The average resilience must be from 4 to 6 inclusive, and average energy from 3 to 5 inclusive. Include at least one purifier. Include no invasive microbe. There is no extra reward for exceeding a minimum or choosing a particular valid trio.

Scroll horizontally on a small screen to see every attribute.

Fictional microbe attributes
MicrobeResilienceEnergyTrait
A62Purifier
B46Neutral
C54Neutral
D83Invasive
E75Purifier
F37Neutral

Six microbes, A to F

Microbe A

Resilience 6Energy 2

Purifier
Microbe B

Resilience 4Energy 6

Neutral
Microbe C

Resilience 5Energy 4

Neutral
Microbe D

Resilience 8Energy 3

Invasive
Microbe E

Resilience 7Energy 5

Purifier
Microbe F

Resilience 3Energy 7

Neutral
Microbe art from the Road to Offer Sea Wolf practice simulator, not McKinsey assessment assets. The A to F values match the table above. Purifier and invasive traits are marked in text and by the card's edge; always check the written trait.

Before opening the explanation: test A + B + C, A + C + D, and B + C + F. For each, write “valid” or name every failed condition. An invalid trio can break more than one rule.

Reveal the three worked combinations

A + B + C: valid

Average resilience: 5.00. Average energy: 4.00. Both averages fall inside their ranges, purifier A is present, and no member is invasive.

A + C + D: invalid

Average resilience: 6.33. Average energy: 3.00. Resilience average outside 4 to 6. Contains an invasive microbe.

B + C + F: invalid

Average resilience: 4.00. Average energy: 5.67. Energy average outside 3 to 5. Missing a purifier.

A + C + D can look strong because D has high resilience. It still fails: its resilience average exceeds 6 and D is invasive. B + C + F contains no invasive member, but it lacks a purifier and its energy average exceeds 5. Passing one test does not compensate for failing another in this exercise.

How do you convert Sea Wolf average ranges into sums?

For three microbes, multiply both ends of each average range by three. Resilience 4 to 6 becomes a total of 12 to 18. Energy 3 to 5 becomes 9 to 15. You can check totals directly, then divide once when explaining your result. The Sea Wolf math guide covers the arithmetic in more depth.

For A + B + C, resilience totals 6 + 4 + 5 = 15 and energy totals 2 + 6 + 4 = 12. Both totals fit. B's energy of 6 is above the target average, but A's energy of 2 balances it. Discarding every individual value outside the average range would wrongly eliminate a useful member.

Eliminate D first because its forbidden trait cannot be repaired by its partners. Among the remaining combinations, require A or E to supply a purifier. Then check both totals. This is a shortcut for this stated puzzle, not a claim that every assessment gives the same hard constraints.

Checking A + B + C as one treatment

ABC

Resilience sum

15inside 12 to 18

Energy sum

12inside 9 to 15

Required trait

Purifier Apresent

Forbidden trait

Noneno invasive member

ValidAll four checks pass, so A + B + C is valid for this exercise.

Check the complete trio. B's individual energy value is 6, but the trio's energy sum is 12, which produces an allowed average of 4.
Check every possible trio, including other valid answers

Six microbes yield 20 distinct three-member combinations. The table checks all of them against the same rules. A valid answer is not necessarily unique.

TrioResultReason if invalid
A + B + CValidAll four conditions satisfied.
A + B + DInvalidContains an invasive microbe.
A + B + EValidAll four conditions satisfied.
A + B + FValidAll four conditions satisfied.
A + C + DInvalidResilience average outside 4 to 6. Contains an invasive microbe.
A + C + EValidAll four conditions satisfied.
A + C + FValidAll four conditions satisfied.
A + D + EInvalidResilience average outside 4 to 6. Contains an invasive microbe.
A + D + FInvalidContains an invasive microbe.
A + E + FValidAll four conditions satisfied.
B + C + DInvalidMissing a purifier. Contains an invasive microbe.
B + C + EValidAll four conditions satisfied.
B + C + FInvalidEnergy average outside 3 to 5. Missing a purifier.
B + D + EInvalidResilience average outside 4 to 6. Contains an invasive microbe.
B + D + FInvalidEnergy average outside 3 to 5. Missing a purifier. Contains an invasive microbe.
B + E + FInvalidEnergy average outside 3 to 5.
C + D + EInvalidResilience average outside 4 to 6. Contains an invasive microbe.
C + D + FInvalidMissing a purifier. Contains an invasive microbe.
C + E + FInvalidEnergy average outside 3 to 5.
D + E + FInvalidContains an invasive microbe.

Puzzle 2: one prospect round, then the treatment

This puzzle mirrors the reported step 3 and step 4 in miniature. Six microbes are already in your pool. You see three prospects and may keep one. Then you choose three microbes from the seven for the treatment. The real game runs four prospect rounds and three attributes; this version uses one round and two attributes so you can check it by hand.

Site rules: average resilience 4 to 6 and average energy 3 to 5, inclusive (target sums 12 to 18 and 9 to 15). Desired trait: purifier. Undesired trait: invasive. Each failed condition costs 20% efficiency, and each invasive microbe counts separately (one reading of the reported rule).

Starting pool, already yours
MicrobeResilienceEnergyTrait
G72Neutral
H35Neutral
J56Neutral
K84Invasive
M23Neutral
N67Neutral
Prospect round, keep one
ProspectResilienceEnergyTrait
P108Purifier
Q54Neutral
R43Purifier

The prospect round: keep one of three

Prospect P

Resilience 10Energy 8

Purifier

Highest values and the desired trait

Prospect Q

Resilience 5Energy 4

Neutral

Sits in the middle of both ranges

Prospect R

Resilience 4Energy 3

Purifier

Modest values, desired trait

Original exercise. Each card shows what the prospect looks like in isolation. The question is what it lets the pool do.

Which prospect do you keep, and what is the best efficiency each one allows? Notice first that no microbe in the starting pool is a purifier.

Reveal the prospect choice and the greedy-choice mistake

Without a new purifier, every treatment misses the desired trait, so the starting pool caps at 80%. That narrows the real choice to P or R.

Keep R. It is the only prospect that makes a 100% treatment possible. With R, these trios miss nothing: G + H + R, G + J + R, G + N + R, H + J + R, H + N + R, M + N + R. For example, G + H + R sums to resilience 7 + 3 + 4 = 14 (inside 12 to 18) and energy 2 + 5 + 3 = 10 (inside 9 to 15), with a purifier and no invasive member.

Prospect keptBest treatment efficiencyWhy
P80%P's resilience of 10 and energy of 8 push every trio over a ceiling. Its two partners would need a resilience sum of 2 to 8 and an energy sum of 1 to 7 together, and no pair in the pool manages both.
Q80%Q balances well, but it is not a purifier, so every treatment still misses the desired trait.
R100%R's low values leave room for its partners, and it supplies the missing trait.

The greedy pick is P: highest values and the desired trait. It still loses 20% because high values are a liability when the range has a ceiling. Q is the "safe" pick that loses 20% for a different reason. In the real game you face four rounds, so before each one ask which condition your pool cannot yet satisfy, and keep the prospect that fixes it. This exercise is ours and does not claim the real interface offers these numbers.

How should you review a wrong Sea Wolf answer?

Name the Sea Wolf error, not just the correct trio: each wrong answer in the puzzles above comes from one of five habits, and fixing the habit transfers to new sites.

  • Missing trait: scan the categorical rules before calculating.
  • Wrong average: check the sum against both lower and upper bounds.
  • Over-filtering: an individual can fall outside an average range and still contribute to a valid trio.
  • Greedy prospect choice: evaluate the final combination the new member makes possible.
  • No trio reaches 100%: recheck the pool for the missing condition first. If none exists, take the treatment that misses the fewest conditions, since each miss reportedly costs 20%.

For a different skill, try the Red Rock connected dataset or SFL prioritization scenario. Before your assessment, read the test-day rules.

Is there a Sea Wolf solver, and should you use one?

Yes, Sea Wolf "solvers" exist: spreadsheets and small web tools where you type in each microbe's values and the site ranges and they list valid trios. Searches for them are common. They do not help, for two separate reasons.

  • Integrity. McKinsey's FAQ asks candidates to complete the assessment alone, without outside tools, and not to record it. Running a solver during the live test breaks those conditions. Whether or not any particular behaviour is detected, it is a risk to your application that no preparation site can remove, and results are considered with the rest of your application.
  • Speed. Typing three or four attributes for every prospect into a second window takes longer than the mental check it replaces. Once ranges are converted into target sums, checking a trio is three additions and three comparisons, which you can do in seconds.

The legitimate use of a solver is after practice: checking your own answers to an exercise like the 20-trio table above. That is what the expandable table on this page does for you, and the Sea Wolf Excel solver guide covers when a spreadsheet checker helps in practice and why a paid one adds nothing. For live-test habits that hold up under time pressure, the Solve tips guide and the guide on how to prepare for McKinsey Solve are a better investment, and the free simulation on the practice page gives you new sites to check by hand.

Are Ocean Treatment, Ocean Cleanup, the microbe game and Seawolf the same as Sea Wolf?

They point to the same microbe task, but only Sea Wolf is a McKinsey name: McKinsey's July 2025 article names Sea Wolf and describes selecting and evaluating microbes to clean contaminated sites, while "Ocean Treatment", "Ocean Cleanup" and "the microbe game" are labels from candidate and prep material, and "Seawolf" is the same name written as one word. McKinsey has not published whether Ocean Cleanup was once a separate, earlier version, and the accounts disagree, so treat the names as a search map rather than a product timeline.

What each name refers to, checked October 11, 2026
NameWhat it refers toStatus
Sea WolfThe microbe-selection game McKinsey names and describesOfficial, July 2025 McKinsey blog
Ocean TreatmentA descriptive label for the same ocean and microbe taskReported; not used in the McKinsey sources checked
Ocean CleanupAnother label for that task family; one account calls it an earlier, shorter version with fewer sites, others treat it as the same gameReported; the historical split is not published
The microbe gameA descriptive label for the same task, taken from the microbes you selectReported; not a McKinsey name
SeawolfSea Wolf written as one wordSpelling variant of the McKinsey name
Game length and scoringYour invitation states the total assessment length; no Sea Wolf minutes or pass mark are publishedOfficial for the invitation; game figures not published

If an old Ocean Cleanup page describes coral recovery, reef zones or repeated feedback rounds, do not carry those details into your expectation of Sea Wolf: they appear in one account, are absent from McKinsey's description and conflict with other reports. Keep the transferable question, "does this combination meet every target and trait rule?", and let your tutorial set the number of sites and steps. For the wider history of the assessment's names, see the McKinsey Problem Solving Game guide.

How does Sea Wolf fit into McKinsey Solve preparation?

Sea Wolf shares every reported McKinsey Solve session with Red Rock; in a 65-minute invitation the two games are the whole assessment. The two games reward different habits (the Red Rock vs Sea Wolf comparison sets them side by side): Red Rock is about the right denominator, Sea Wolf about holding several constraints at once. Read your invitation for the total length, confirm your setup with the test-day checklist, and if you want an honest sense of difficulty, read is McKinsey Solve hard? The complete Solve guide covers how the three games fit together, and the Solve timeline shows when results usually come back.

Sources and evidence boundaries

The original examples above are ours. McKinsey's official Solve page and its August 2025 FAQ were checked October 3, 2026. They establish that the assessment length is in your invitation, each task starts with an untimed tutorial, no business or gaming knowledge is needed, you work alone without outside tools, and results are considered with the rest of your application. They govern assessment conduct, not this invented puzzle.

Format details (three sites, three attributes on the treatment average, one desired and one undesired trait, about 30 minutes) come from several walkthroughs, consistent across public reports checked between September 20 and October 3, 2026. The step flow and the 20% efficiency rule were cross-checked on October 3, 2026 across several walkthroughs, which agree on the sequence and the 20% figure and differ on step names, caps and whether the undesired-trait penalty stacks per microbe. Their module details, clocks and scoring assertions are third-party reports, not McKinsey confirmation. Spreadsheet solvers circulate; see the solver section above for why we do not recommend one in a live sitting. The time budget, sum method and traps are our coaching guidance. No external solver, prepared notes or AI assistance belongs in the live assessment.