docs: refresh README and CLAUDE.md; add ingest benchmark

The CLAUDE.md architecture section still described the pre-redesign engine:
its data flow named `Batch`, `Agent`, `Player` and `message.rs`, none of
which have existed since T2, and the public API it listed did not match
`lib.rs`. It is the first thing a fresh session reads, so it was actively
misleading. Rewritten against the current module layout, with the invariants
that are easy to violate — ties needing a positive `p_draw`, NaN never being
convergence, log-space evidence, color contiguity, `forbid(unsafe_code)`,
and ingestion-order equivalence — written down.

The README Todo list had five entries that were already done, including
"Time needs to be an enum": `Time` has been a trait since T2, and the
`batch::compute_elapsed()` it pointed at no longer exists. The genuinely
open item — cross-checking `quality()` against sublee/trueskill — stays.

`benches/ingest.rs` measures one-event-per-call against a single batched
call. The rest of the suite only measured batched construction, which is why
the quadratic fixed earlier on this branch went unnoticed for so long.

`TimeSlice::log_evidence` also hashes its target set once instead of
scanning the slice per player per event, so `log_evidence_for` with many
keys is no longer quadratic.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
Claude-Session: https://claude.ai/code/session_01DnsaJg74eNSva3PJjK2eej
This commit is contained in:
2026-08-04 22:05:49 +02:00
co-authored by Claude Opus 5
parent 9506fed4b3
commit 9e8515b7cd
6 changed files with 162 additions and 33 deletions
+6
View File
@@ -312,6 +312,12 @@ impl<T: Time, D: Drift<T>, O: Observer<T>, K: Eq + Hash + Clone> History<T, D, O
step
}
/// Number of distinct time slices in the history.
#[must_use]
pub fn time_slices_len(&self) -> usize {
self.time_slices.len()
}
/// Learning curves for all competitors, keyed by their user-facing key.
///
/// Note: `key(idx)` is O(n) per lookup; this method is therefore O(n²)