Jesse's two marquee statistical features are shallower than what keel already ships β and keel's have no front door.
Jesse's homepage gives two feature cards to statistical validation:
π¬ Rule Significance Testing β "Bootstrap resampling helps determine whether a rule's historical edge is genuine or could have appeared by chance."
π² Monte Carlo Analysis β "trade-order shuffling and candles-based simulations to distinguish skill from luck."
keel/research/ already contains both, plus things Jesse does not have β thirteen modules on main:
| module |
what it does |
Jesse |
significance.py |
one-proportion test against break-even priced at the fee actually paid (#475) |
marketed equivalent |
montecarlo.py |
trade reshuffle and candle bootstrap (#441) |
marketed equivalent |
cscv.py |
Probability of Backtest Overfitting via CSCV |
β |
deflate.py |
Deflated Sharpe, E[max SR_n], Minimum Backtest Length |
β |
walkforward.py |
rolling-origin validation of a given parameter set (#445) |
partial (train/test split) |
independence.py |
"two rules that fire together are one rule counted twice" |
β |
throughput.py |
allowance-throughput planning (#478) β how long the evidence honestly takes inside fee-free allowances |
β |
cts_factors.py |
do the 11 CTS confluence factors carry independent evidence, or one momentum read counted thrice (#208) |
β |
ledger.py |
the trials budget and its hash-chained provenance |
β |
pooled_review.py |
the underpowered-n honesty discipline, in report form |
β |
bias.py, matrix.py, tuning.py |
bias census, the ruleΓvenue matrix, declared parameter spaces |
β |
keel's versions are also more honest. significance.py's docstring: "a significance tool here must be able to say 'not distinguishable from zero' and mean it. A tool that cannot say no is a flattery tool." And montecarlo.py names the invariant Jesse's marketing does not β a permutation of a multiset sums to the same number, so every reshuffled path ends at the same final equity and that percentile is exactly 1/2 by construction.
Nothing in the category has the Strathern rail (cscv.py, deflate.py, walkforward.py): a score may report, and may gate, but may never be a sweep's ranking key β pinned by a test that fails if a configuration-bearing field is added.
The gap
Thirteen modules with no single entry point is operationally the same as not having them. There is no keel research command on main, nothing in the README, nothing on the site.
In-flight overlap (2026-08-28): a keel/commands/research_console.py already exists on the unmerged docs-web-ui-spec work branch. Reconcile with that work before implementing β the front door gets built once, and the acceptance criteria below apply to whichever console lands.
The ask
Jesse's two marquee statistical features are shallower than what keel already ships β and keel's have no front door.
Jesse's homepage gives two feature cards to statistical validation:
keel/research/already contains both, plus things Jesse does not have β thirteen modules onmain:significance.pymontecarlo.pycscv.pydeflate.pywalkforward.pyindependence.pythroughput.pycts_factors.pyledger.pypooled_review.pynhonesty discipline, in report formbias.py,matrix.py,tuning.pykeel's versions are also more honest.
significance.py's docstring: "a significance tool here must be able to say 'not distinguishable from zero' and mean it. A tool that cannot say no is a flattery tool." Andmontecarlo.pynames the invariant Jesse's marketing does not β a permutation of a multiset sums to the same number, so every reshuffled path ends at the same final equity and that percentile is exactly 1/2 by construction.Nothing in the category has the Strathern rail (
cscv.py,deflate.py,walkforward.py): a score may report, and may gate, but may never be a sweep's ranking key β pinned by a test that fails if a configuration-bearing field is added.The gap
Thirteen modules with no single entry point is operationally the same as not having them. There is no
keel researchcommand onmain, nothing in the README, nothing on the site.The ask
keel researchas one front door over the existing modules β subcommands, no new statistics