The corpus
The research
35 syntheses and 10 decision records, 45 pages in all, sorted by the question each one answers rather than by filename. Several conclude that the instrument could not see the effect, which is a result and is written as one. Nothing has been removed because it was disappointing.
If you want the short version instead, the six pages in the masthead cover the same ground in plain English, and each page below names the one that covers it.
Start here
The four that carry the argument
The rest of the corpus is evidence for these, or a test that one of these rests on.
- Current portfolio position
Given the evidence now held, what is the best-supported implementable portfolio for the reference US investor, and which inputs or new…
- The construction tournament
Compared as whole portfolios rather than sleeve by sleeve, does the proposed stacked, tilted construction beat a cheap cap-weighted control…
- Stacking: does a pile of 55% bets beat the market?
The proposition under the whole proposed portfolio, in the investor's words: "if you stack a ton of strategies that are 55% likely to beat…
- Adversarial review of the August 2026 construction session
Nine agents sharing one repository, one data cache and one house style converged on a portfolio recommendation. Which parts of that…
What to hold
What should be held, and why that construction
The working position, the investor it was derived for, and the tests that scored it against a cheap index.
- Current portfolio position Load-bearing
Given the evidence now held, what is the best-supported implementable portfolio for the reference US investor, and which inputs or new evidence would change it?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/portfolio-recommendation.md
- The construction tournament Load-bearing
Compared as whole portfolios rather than sleeve by sleeve, does the proposed stacked, tilted construction beat a cheap cap-weighted control — and can this data tell?
Evidence status: Unresolved Last changed 2026-08-24 docs/research/construction-tournament.md
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Three gaps, and they turn out to have one answer. First: every result behind the recommended portfolio is component-level, and the construction tournament scored the investor's original eight-fund proposal…
Evidence status: Unresolved Last changed 2026-08-24 docs/research/final-construction-test.md
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as of 2026-08-23. Working analysis behind /portfolio. Not personalised advice; every figure is a function of stated inputs.
Evidence status: Exploratory Last changed 2026-08-24 docs/research/portfolio-for-one-investor.md
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The repository has declared net geometric growth as its objective and has refused to set the equity/bond split. Given both, what can actually be said about setting it?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/setting-the-equity-share.md
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US CAPE is at the 99th percentile of 145 years. Should that change the equity share, the US/international split, or the rebalancing rule?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/valuation-and-the-allocation.md
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The recommended portfolio was assembled by correcting the investor's own list of eight tickers. It was never asked whether better tilts existed on the shelf. Four candidates were never scored against it: AVDV…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/untested-tilt-candidates.md
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Two questions, and they have different answers.
Evidence status: Rejected Last changed 2026-08-24 docs/research/rebalancing-policy.md
Stacking
Does piling up more good bets help
Breadth, borrowing, and how each new strategy is paid for. This is where most of the money in the proposal was riding.
- Stacking: does a pile of 55% bets beat the market? Load-bearing
The proposition under the whole proposed portfolio, in the investor's words: "if you stack a ton of strategies that are 55% likely to beat the market then you will beat the market." Under what conditions is…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/stacking-and-effective-breadth.md
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Stacking and effective breadth measures an average pairwise correlation of 0.435 on this portfolio's own active positions, caps an unlimited stack of 55% bets at 57.6%, and ends on an instruction: lower the…
Evidence status: Source-reproduced Last changed 2026-08-24 docs/research/how-many-independent-engines.md
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How does the funding rule change the value of a diversifier, and which economically distinct return sources can a retail investor currently access at plausible cost?
Evidence status: Unresolved Last changed 2026-08-24 docs/research/capital-efficiency-and-breadth.md
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The investor says "I am okay with leverage but it absolutely must be with purpose and must understand market conditions." Their candidate portfolio puts 30% of capital in a stacked ETF. What leverage is that…
Evidence status: Unresolved Last changed 2026-08-24 docs/research/leverage-and-the-notional-budget.md
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What does a candidate add inside an existing portfolio, and how much of that contribution is standalone return versus diversification?
Evidence status: Unresolved Last changed 2026-08-24 docs/research/marginal-sleeve-value.md
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Three warnings that belong before any number.
Evidence status: Rejected Last changed 2026-08-24 docs/research/trend-marginal-value.md
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The construction tournament nominated this as its number-one next test: how much trend notional should the investor hold, when three instruments return three different answers and the disagreement is about a…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/trend-weight-under-uncertainty.md
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Capital efficiency prices the funding rule and loading comparability measures what a stacked wrapper delivers. Neither asks the plainest question a reader will ask: what have these funds actually returned to…
Evidence status: Source-reproduced Last changed 2026-08-24 docs/research/live-stacked-fund-records.md
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Every trend figure in this repository comes from AQR's published TSMOM series, which states no fee, transaction-cost, slippage or financing basis anywhere. What did real managed-futures funds pay their…
Evidence status: Unresolved Last changed 2026-08-24 docs/research/live-managed-futures.md
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Two questions that turn out to have the same answer. First: can a stacked fund's delivered trend exposure be measured at all, when no research-grade price feed is licensed? Second: are the factor loadings…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/loading-comparability-and-wrapper-exposure.md
Factors
Are the factor returns real, and can a fund deliver one
The academic series, what survives publication, and what a fund an investor can buy actually hands over.
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Do HML, UMD, RMW and CMA retain a positive, economically meaningful premium after publication — and when the United States window turns out to be too short to answer that, do independent regions supply the…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/factor-persistence.md
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Do listed factor funds deliver their advertised exposure at a cost and stability that makes them useful implementation candidates?
Evidence status: Unresolved Last changed 2026-08-24 docs/research/factor-products.md
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Every factor premium measured here is an academic long-short spread — long the high-scoring portfolio, short the low, zero net investment, gross of every cost. A retail investor cannot hold one. What fraction…
Evidence status: Rejected Last changed 2026-08-24 docs/research/long-only-capture.md
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Where can a real retail investor's net return actually exceed a stated benchmark, how large is each source, and how certain is each one?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/expected-edge-decomposition.md
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Does this repository's data path — download, raw-byte cache, zip extraction, multi-table parsing, percent-to-decimal conversion, sample-boundary selection and monthly statistics — reproduce a precisely…
Evidence status: Source-reproduced Last changed 2026-08-24 docs/research/fama-french-reproduction.md
Fees and tax
What is contractual: fees, taxes and accounts
The part of the answer that follows from a filing or a tax rule rather than from a backtest, and is the largest reliable line on the site.
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The edge decomposition prices a contractual edge of about 89 bp/yr against the investor's own plausible alternative. What else belongs in that class, how large is it, and does it double-count what is already…
Evidence status: Source-reproduced Last changed 2026-08-24 docs/research/structural-and-tax-edges.md
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The edge budget books 30 bp/yr for tax-loss harvesting and dismisses direct indexing in a sentence — it "needs direct security ownership that funds do not give". This investor holds roughly a third of the…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/harvesting-and-direct-indexing.md
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The portfolio holds 35% international — VEA, DFIV, IDMO, IEMG, AVES — every one unhedged. That is a long position in a basket of foreign currencies, funded in dollars, sized at roughly a third of the equity…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/currency-and-the-international-sleeve.md
Rejections
What was tested and did not earn a place
Each rejection scoped to the data, the window and the yardstick that produced it.
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Should this investor apply a trend or timing rule — the 10-month/200-day moving average, 12-month absolute momentum, or dual momentum — to their own equity holdings? That is a different question from the one…
Evidence status: Rejected Last changed 2026-08-24 docs/research/timing-rules-on-the-equity-sleeve.md
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The candidate portfolio holds equity beta, equity factor tilts and one managed-futures overlay — two or three distinct return engines. The investor is explicit that they want more: "creative funds, assets that…
Evidence status: Exploratory Last changed 2026-08-24 docs/research/alternative-sleeves-audit.md
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Every other page in this repository asks whether an engine works on average. This one asks a different question: of the return engines this portfolio can reach — US beta, international beta, emerging beta, a…
Evidence status: Unresolved Last changed 2026-08-24 docs/research/current-regime-and-pricing.md
Method
How the evidence was made, and how sure it is
The instruments, their resolution, the review that went looking for errors in all of it, and what is next.
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Nine agents sharing one repository, one data cache and one house style converged on a portfolio recommendation. Which parts of that position are wrong, overconfident, or an artifact of shared method …
Evidence status: Exploratory Last changed 2026-08-24 docs/research/adversarial-review.md
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What sources does this repository hold, what can each resolve, and what new instrument is needed when the current one cannot answer a decision-relevant question?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/evidence-base.md
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What evidence would justify changing a cheap, diversified portfolio for a stated investor?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/portfolio-edge-research-framework.md
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What should this repository's portfolio mathematics compute, with which algorithms, and where should that computation run?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/portfolio-engine-specification.md
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An outside-in check on what has changed in the real world, and what this repository's audited shelf and research corpus would now get wrong. Written for the public website rewrite.
Evidence status: Source-reproduced Last changed 2026-08-24 docs/research/market-scan-2026.md
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What should be researched next, given the current portfolio decision and the limitations of the instruments already used?
Evidence status: Exploratory Last changed 2026-08-24 docs/research/search-coverage.md
Decisions
The decision records
Why a durable choice was made, what it rests on, and what would reopen it. The syntheses above cite these about fifty times, so they are rendered here rather than left on GitHub.
- 0001 Portfolio research runs in a contained Python workspace 2026-08-24
- 0002 No free price source is research-grade; fund experiments are exploratory 2026-08-24
- 0003 The cheap broad-market portfolio is the control every candidate must beat 2026-08-24
- 0004 No sleeve is promoted; the portfolio is the control alone 2026-08-24
- 0005 The public factor files cannot sign the profitability or investment premium 2026-08-24
- 0006 A named-fund reference portfolio may be published without promoting a sleeve 2026-08-24
- 0007 The application may render research findings, under four constraints 2026-08-24
- 0008 Geometric growth decides; the certainty equivalent reports beside it 2026-08-24
- 0009 The blocked steps are unblocked, and a closure must carry its instrument 2026-08-24
- 0010 Research stays open; claim gates carry scope and updating evidence 2026-08-24