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
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@@ -312,6 +312,12 @@ impl<T: Time, D: Drift<T>, O: Observer<T>, K: Eq + Hash + Clone> History<T, D, O
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step
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}
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/// Number of distinct time slices in the history.
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#[must_use]
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pub fn time_slices_len(&self) -> usize {
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self.time_slices.len()
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}
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/// Learning curves for all competitors, keyed by their user-facing key.
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///
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/// Note: `key(idx)` is O(n) per lookup; this method is therefore O(n²)
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