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G75 · Guided learning

Allocating Strategy Capital: Evidence, Risk Budgets, and Scaling

Read three separate evidence, forward-observation, and funding decisions, then reconcile a strategy subaccount and test conditional allocations without turning a stress ceiling into approval.

Not marked completeMaterials ↓

Household A's simulated strategy just made a profit. Discussion shifts from whether it is credible to whether capital should rise to CNY 80,000. That amount previously fit one stress ceiling. If the arithmetic fits and the strategy earned money, what is left to wait for?

Three different answers: what research established, what happened after rules froze, and what this household can accommodate now. One profitable episode fills only a small part of that record, not all three decisions.

Keep three decisions on one page without merging them

You will identify what an evidence card supports, reconcile strategy capital with actual holdings and household risk, and specify conditions for an initial candidate and later scaling.

The first section records research: data, rules, costs, benchmark, failures, and scope. The second records forward status: signals, simulated orders, exceptions, and recovery after freezing, saved in event order. Only the third concerns capital, putting household needs and existing risks beside the proposal.

Backtested performance is hypothetical, and actual past performance does not guarantee future results. SEC performance guidance asks readers to examine fees, definitions, benchmarks, and selective periods.[1] Neither a curve nor a complete research report bypasses operational and household decisions. A well-supported report can conclude no capital.

Read a supplied card without reconstructing a backtest

S75 is a separate synthetic strategy exercise, not a real product, historical backtest, or C2 acceptance. It uses a fictional broad stock basket and cash, checks a frozen price rule at month-end, and adjusts on the next normal trading day. It is long-only, without financing; a cash target holds no basket. Rule, basket, and processing are S75-v1 and do not change unnoticed within this example.

“Checked” below is a supplied condition for interpreting evidence, not a claim that the author ran a real system. You need not reconstruct the entire study from its summary to identify which decisions its stated evidence supports.

AreaSupplied S75 evidence and status
Research periodsThree synthetic segments of 24 months each: development, validation, and historical teaching holdout; known history, not an unseen future
ImplementationInputs, actions, next-time execution, cash, and costs are reconcilable by assumption; another reviewer has recalculated the supplied sample, not a real-world professional sign-off
Comparison and costsSame-basket buy-and-hold with matching dates and distributions; 5/5-basis-point commission/slippage baseline, plus 0/0, 15/15, and delay scenarios; teaching assumptions
Holdout summaryInitial value 100, no flows; baseline ends 108, 15/15 stress 104, benchmark 112; not annualized
Path and attemptsSupplied baseline maximum drawdown 18%, benchmark 25%; three tried versions with two rejected versions and reasons retained; no demonstrated alpha
Forward recordSix months, six month-end checks, two complete holding rounds, one gain and one loss; exportable simulation, but no data-outage, pending-target cancellation, and recovery drill
Current decisionFurther observation can be studied; operation has gaps and statistical evidence is limited; actual-capital candidates remain inactive

The 24-month cumulative returns are 8%, 4%, and 12%; baseline trails the benchmark by four percentage points. Lower historical drawdown with lower return does not alone approve more capital. Without the full path, you can recalculate endpoints but cannot independently verify the supplied 18% drawdown.

Separate figures you checked from those accepted as exercise inputs. Missing implementation knowledge does not prevent recognizing a critical gap. But a real study supplying only summaries cannot inherit this card's assumed input-and-ledger checks.

Real C2 has SPY, cash, and its own frozen specification; its complete real-data backtest still needs acquisition and verification. S75 has not passed it. Research is reviewed through G46, operation through G52. This funding exercise stays in CNY; it neither converts the household into a dollar account nor replaces C2's $10,000 teaching subaccount.

Six months are not six independent demonstrations

Six month-end checks may occupy one market episode. Two completed holding rounds reveal limited entry and exit behavior. Counting every daily unrealized-profit screenshot as another successful experiment enlarges apparent evidence without adding independent episodes.

Necessary observation depends on decision frequency, holding duration, dependence, and question. Elapsed calendar time also differs from operational states encountered. Six months without missing data does not test missing-data handling. Injected failures can examine mechanism behavior without supplying future-profit evidence.

S75-v1 sets a formal review at month eighteen, with monthly records in between. Signal and cash reconciliation, exception pauses, and recovery drills must be complete before capital-candidate approval. Eighteen months is this exercise's schedule, not a scientifically established minimum. Missing evidence at that date means continue or stop, not automatic permission.

After operational gaps close, reconsider whether research and loss behavior justify further investigation under household conditions. If limited live capital is considered, describe its purpose as examining execution within tolerable loss—not implementing already-proved stable profits. Smaller size cannot repair bad data or make unclear obligations safe.

FINRA's institution-directed algorithmic guidance separates predeployment testing, controlled limited pilots where feasible, and monitoring.[2] Borrow that checking sequence, not a universal personal allocation percentage.

A household calculation does not activate a strategy

Return to A's October 28, 2026 CNY snapshot: bank cash 300,000, old stocks 200,000, protected reserves 140,000, and unassigned cash 160,000. Joint investment stress budget is 120,000. A 40% old-stock decline uses 80,000, leaving 40,000 for new-strategy losses.

At new-strategy declines of 30% and 50%, conditional capital ceilings are approximately 133,333.33 and 80,000. They are not loss guarantees and do not yet separately include additional execution costs. G74's zero/80,000/160,000 findings remain unchanged; reading the strategy card does not raise household capacity.

Add C8-75's separate teaching policy: review CNY 20,000, 40,000, and 80,000 in stages and retain at least CNY 10,000 of the joint stress budget. This extra buffer reveals omitted-risk questions; it does not guarantee coverage of costs, extremes, or model error.

Candidate capitalUnassigned cash outside strategyJoint loss at 50% strategy stressRemaining CNY 120,000 budgetCurrent status
CNY 0160,00080,00040,000Current decision; old risk remains
CNY 20,000140,00090,00030,000Passes household screen; evidence and operation unresolved
CNY 40,000120,000100,00020,000Passes this screen; scaling needs another review
CNY 80,00080,000120,0000Fails this version's minimum buffer

If research, observation, costs, and operational gates later support it, first reconsider CNY 20,000 rather than jump to the mathematical ceiling. Current activation remains zero because S75's gaps persist. A household screen cannot sign the other sections.

B's CNY 35,000 cash gap also prevents positive allocation now. New research does not shrink its original bills, and zero new capital does not erase old stocks. This follows allocation's dependence on horizons and capacity, not a performance display alone.[3]

Does strategy cash count as uninvested?

Suppose conditions later support a CNY 20,000 approved budget and that amount is transferred into a separate subaccount at an independent teaching moment. It begins all cash, with no fees, flows, or price changes. Original bank cash falls from 300,000 to 280,000: protected reserves 140,000 plus unassigned cash 140,000. Old stocks remain 200,000. The transferred 20,000 cannot also remain in bank cash.

Later, assume the subaccount holds CNY 12,000 securities and 8,000 cash, still 20,000 equity. Securities are 60% of the subaccount and 7.5% of original unassigned cash. Approved capital is 12.5% of that original 160,000 and approximately 0.833% of total household assets of 2.4 million. Calling all these percentages position size would conceal their different questions.

Cash still controlled by the strategy may finance its next trade and continues to use the budget. Reassign it elsewhere only after explicitly reducing the budget and reconciling the transfer. A cash signal likewise does not mean the household can never withdraw; access depends on recorded order, settlement, and transfer conditions. Open-order commitments cannot be borrowed twice.

Review the exposure the approved budget could next create, not only today's smaller holding. CNY 20,000 at 50% implies a 10,000 stress loss, plus 80,000 old-stock loss: 90,000. Lower current securities do not authorize reusing the same capacity a second time.

A move from CNY 20,000 to 40,000 starts another review

Save original budget, current equity, proposed addition, and funding source. If gains or losses changed subaccount equity, targeting 40,000 does not always mean depositing another 20,000. Compare target with current equity at the same valuation time and account for committed cash. A contribution is not profit, and profit is not free outside capital.

Under original conditions, moving from 20,000 to 40,000 raises joint stress loss from 90,000 to 100,000, reducing the buffer from 30,000 to 20,000. It remains mathematically admissible here, but larger-size costs, available quantities, spreads, impact, withdrawals, and monitoring need checks. Four shares executing does not establish identical prices for forty thousand shares; fixed charges may also burden a smaller account more heavily.

Only unchanged rules, explained records, revisited stresses and costs, and unchanged household uses permit treating 40,000 as a candidate. “Three consecutive wins” is not one of these conditions. Changing trades to manufacture more observations would also change the object being observed.

Data or account inconsistencies first block new orders and require actual-holding reconciliation. Existing exposure follows its recorded handling plan; writing a lower budget is not proof of a sale. New essential expenses, larger joint risk, and excess costs can trigger reduction or pause. C2 has no original stop-loss, and household review does not quietly add one.

Find which section rejects the request

Explain the error: “Only CNY 12,000 is in stocks, so lend the other CNY 8,000 to another strategy without changing the first budget.” Then apply new conditions before reading the guide.

Add CNY 30,000 of essential care spending outside original reserves and reduce the joint budget to CNY 100,000. Old stocks still fall 40%, new strategy 50%; keep the C8-75 minimum 10,000 buffer. Compare zero, 20,000, and 40,000 candidates. Even assuming observation and operation are complete, can the original scaling request proceed?

The internal cash can still be used by the original rule, so promising it elsewhere duplicates a commitment. New available cash is 130,000. Candidates leave 130,000, 110,000, and 90,000 outside; joint losses are 80,000, 90,000, and 100,000, leaving buffers of 20,000, 10,000, and zero.

The 40,000 candidate fits cash but fails the minimum buffer. Return the increase; 20,000 remains conditional. If observation or operation is still incomplete, even that household-admissible amount stays inactive. Identify each rejection reason instead of substituting “too risky” for a calculation.

Save a one-page strategy-funding policy

Record strategy identity and version, research scope, freeze and forward records, exceptions, household-budget version, candidates, and stresses. Add internal cash ownership, review date, scaling requirements, reduction and pause triggers, and restoration evidence. Save base and changed conditions together, allowing zero capital.

The three sections cannot approve each other. Reconcile outside cash and subaccount resources, date denominators, and keep awaiting approval distinct from transferred. Multiple strategies cannot each consume the entire same remaining loss budget; the next chapter combines their claims.

Decide eligibility before deciding the amount

Evidence and implementation conditions first determine whether a strategy enters the candidate set. Household uses and joint stresses then screen amounts, followed by staged review. Scaling repeats the process with current equity, costs, and family conditions.

A gain belongs in the record without changing that order. Cash can wait; increasing an allocation is not required to demonstrate that research had value.

References

  1. Investor.gov: Performance Claims. September 15, 2022; methods, fees, benchmarks, hypothetical backtests, and selection.
  2. FINRA: Regulatory Notice 15-09. March 26, 2015; sections II–IV on testing, limited pilots, and monitoring. Institution-directed guidance, not a personal percentage or observation-period rule.
  3. Investor.gov: Asset Allocation and Diversification. Horizon, ability, and willingness to sustain loss.

Sources checked October 30, 2026. S75 and C8-75 are synthetic conditions, not actual C2 acceptance or real funding approval. AI-assisted draft; independent AI full-text and bilingual review is complete. Human financial review and target-reader testing have not been conducted and are not scheduled for this production round.

Article Materials

C8 · 1 files
C2-B · 19 files
C2-T05-SPECIFICATION.MD · 1 files
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Sources, Version, and Review

Last updated: 2026-10-30

SHA256 542dcfb4556c197ed378298429d70268fe75daf7ff13ef4a7ee6de1ac4215110

Cases: C2, C8

This page uses the corresponding manuscript. AI review, bilingual checks, and unresolved issues are tracked separately. Human financial review and target-reader testing have not been conducted.

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