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+#!/usr/bin/env node
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+// One side-by-side table for the three feedback metrics, across the arms of a
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+// single A/B output directory. This is the "did it move?" view — the per-run
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+// blocks parse-run.mjs prints are the "why did it move?" view, and both are
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+// printed by the harnesses (ab-new-vs-baseline.sh, run-all.sh).
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+//
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+// residual context occupancy how much window the arm's retrieval still holds
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+// explore sufficiency whether a response was ENOUGH (agent's next act)
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+// allocation efficiency what share of returned bytes the answer used
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+//
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+// Usage: compare-arms.mjs <out-dir> <label> [<label> ...]
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+// e.g. compare-arms.mjs /tmp/ab-new-vs-baseline new baseline
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+// compare-arms.mjs /tmp/agent-eval headless-with headless-without
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+//
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+// Run discovery handles both shapes the harnesses write, per label:
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+// run-<label>-<i>.jsonl N independent runs (ab-new-vs-baseline, RUNS=N)
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+// run-<label>.jsonl + .tN ONE session, N turns (run-all.sh multi-turn)
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+// A `.tN` file is always a resumed SEGMENT of the run it hangs off, never a run
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+// of its own — mixing those up would report a three-turn session as three runs
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+// and average away the residual the later turns exist to charge.
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+import { existsSync, readdirSync } from 'fs';
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+import { join } from 'path';
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+import { pathToFileURL } from 'url';
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+import { parseSession, SUFFICIENCY } from './parse-run.mjs';
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+
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+/** Segment files of one run, in turn order: run-X.jsonl, run-X.t2.jsonl, … */
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+function segmentsOf(dir, stem) {
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+ const first = join(dir, `${stem}.jsonl`);
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+ if (!existsSync(first)) return null;
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+ const rest = readdirSync(dir)
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+ .map((f) => [f, new RegExp(`^${stem.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')}\\.t(\\d+)\\.jsonl$`).exec(f)])
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+ .filter(([, m]) => m)
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+ .sort((a, b) => Number(a[1][1]) - Number(b[1][1]))
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+ .map(([f]) => join(dir, f));
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+ return [first, ...rest];
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+}
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+
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+/** Every run of one arm, newest-numbering-first-run order. */
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+export function discoverRuns(dir, label) {
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+ const session = segmentsOf(dir, `run-${label}`);
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+ if (session) return [{ name: label, files: session }];
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+ const indexed = readdirSync(dir)
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+ .map((f) => new RegExp(`^run-${label.replace(/[.*+?^${}()|[\]\\]/g, '\\$&')}-(\\d+)\\.jsonl$`).exec(f))
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+ .filter(Boolean)
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+ .map((m) => Number(m[1]))
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+ .sort((a, b) => a - b);
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+ return indexed.map((i) => ({ name: `${label}-${i}`, files: segmentsOf(dir, `run-${label}-${i}`) }));
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+}
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+
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+const median = (xs) => {
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+ if (!xs.length) return null;
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+ const a = [...xs].sort((x, y) => x - y);
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+ const m = a.length >> 1;
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+ return a.length % 2 ? a[m] : (a[m - 1] + a[m]) / 2;
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+};
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+
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+/** The numbers one arm's runs contribute to the table. */
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+function measure(run) {
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+ const s = parseSession(run.files);
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+ const o = s.occupancy;
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+ const a = s.allocation;
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+ return {
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+ name: run.name,
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+ ok: s.ok,
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+ raced: s.raced,
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+ turns: s.turns,
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+ dur: s.dur,
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+ tools: s.tools,
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+ reads: s.reads,
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+ grep: s.grep,
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+ bash: s.counts.Bash || 0,
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+ cg: s.cg,
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+ cliCalls: s.cliCalls,
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+ cliContaminated: s.cliContaminated,
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+ ctx: o.ctxFinal,
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+ occCg: o.residual.codegraph,
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+ occFile: o.residualFileAccess,
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+ // The arm's OWN retrieval residual: codegraph in a with-arm, Read/Grep/Bash
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+ // in a without-arm. Comparing these two is the apples-to-apples pair.
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+ occSelf: o.residual.codegraph + o.residualFileAccess,
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+ occShare: o.ctxFinal > 0 ? ((o.residual.codegraph + o.residualFileAccess) / o.ctxFinal) * 100 : 0,
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+ suffAnswered: s.sufficiency.answered,
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+ suffCounts: s.sufficiency.counts,
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+ suffErrors: s.sufficiency.errors,
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+ // Allocation is byte-weighted, so a run with no explore contributes nothing
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+ // rather than a zero — a zero would drag the pooled number toward "wasteful"
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+ // for a run that never spent a byte.
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+ allocUsed: a.envelope ? a.used : null,
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+ allocEnvelope: a.envelope || null,
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+ allocCalls: a.calls.length,
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+ };
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+}
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+
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+/** median [min–max] over runs; the range is the point — never quote one run. */
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+function span(runs, pick, fmt = (x) => String(Math.round(x))) {
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+ const xs = runs.map(pick).filter((x) => x !== null && x !== undefined && Number.isFinite(x));
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+ if (!xs.length) return '—';
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+ const m = fmt(median(xs));
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+ if (xs.length === 1) return m;
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+ const lo = fmt(Math.min(...xs)); const hi = fmt(Math.max(...xs));
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+ return lo === hi ? m : `${m} [${lo}–${hi}]`;
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+}
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+
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+const int = (x) => Math.round(x).toLocaleString('en-US');
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+const pct1 = (x) => `${x.toFixed(1)}%`;
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+
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+export function formatComparison(arms) {
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+ const W = 36; const C = 24;
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+ const out = [];
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+ // The leading space is a separator, not padding: a `median [min–max]` cell can
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+ // fill its column, and two of those with only padStart between them run
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+ // together into one unreadable number.
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+ const row = (label, cells) => out.push(' ' + label.padEnd(W) + cells.map((c) => ' ' + String(c).padStart(C - 1)).join(''));
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+ const rule = (title) => out.push(` ${title}`);
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+
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+ row('', arms.map((a) => a.label));
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+ row('runs', arms.map((a) => a.runs.length));
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+ const anyFailed = arms.some((a) => a.runs.some((r) => !r.ok));
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+ if (anyFailed) row(' of which non-success', arms.map((a) => a.runs.filter((r) => !r.ok).length));
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+ if (arms.some((a) => a.runs.some((r) => r.raced))) {
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+ row(' MCP cold-start race', arms.map((a) => a.runs.filter((r) => r.raced).length));
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+ }
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+ out.push('');
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+
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+ rule('behavior');
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+ row(' duration (s)', arms.map((a) => span(a.runs, (r) => r.dur)));
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+ row(' tool calls', arms.map((a) => span(a.runs, (r) => r.tools)));
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+ row(' Read', arms.map((a) => span(a.runs, (r) => r.reads)));
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+ row(' Grep/Glob', arms.map((a) => span(a.runs, (r) => r.grep)));
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+ row(' Bash', arms.map((a) => span(a.runs, (r) => r.bash)));
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+ row(' codegraph calls', arms.map((a) => span(a.runs, (r) => r.cg)));
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+ out.push('');
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+
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+ rule('residual context occupancy (CG-7) — tokens still resident at end of run');
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+ row(' final context (tok)', arms.map((a) => span(a.runs, (r) => r.ctx, int)));
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+ row(' codegraph residual (tok)', arms.map((a) => span(a.runs, (r) => r.occCg, int)));
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+ row(' file-access residual (tok)', arms.map((a) => span(a.runs, (r) => r.occFile, int)));
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+ row(' → retrieval residual (tok)', arms.map((a) => span(a.runs, (r) => r.occSelf, int)));
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+ row(' → share of final context', arms.map((a) => span(a.runs, (r) => r.occShare, pct1)));
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+ out.push('');
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+
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+ rule('explore sufficiency (CG-8) — pooled over every answered explore call');
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+ row(' answered explore calls', arms.map((a) => a.runs.reduce((s, r) => s + r.suffAnswered, 0)));
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+ for (const [key, label] of SUFFICIENCY) {
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+ row(` ${label}`, arms.map((a) => {
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+ const n = a.runs.reduce((s, r) => s + r.suffCounts[key], 0);
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+ const tot = a.runs.reduce((s, r) => s + r.suffAnswered, 0);
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+ return tot ? `${n} ${((n / tot) * 100).toFixed(0)}%` : '—';
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+ }));
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+ }
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+ if (arms.some((a) => a.runs.some((r) => r.suffErrors))) {
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+ row(' errored/unanswered (not bucketed)', arms.map((a) => a.runs.reduce((s, r) => s + r.suffErrors, 0)));
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+ }
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+ out.push('');
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+
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+ rule('explore allocation efficiency (CG-9) — share of returned bytes the answer cited');
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+ row(' explore calls with source', arms.map((a) => a.runs.reduce((s, r) => s + r.allocCalls, 0)));
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+ row(' pooled efficiency', arms.map((a) => {
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+ const env = a.runs.reduce((s, r) => s + (r.allocEnvelope || 0), 0);
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+ const used = a.runs.reduce((s, r) => s + (r.allocUsed || 0), 0);
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+ return env ? pct1((used / env) * 100) : '—';
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+ }));
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+ row(' per-run efficiency', arms.map((a) =>
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+ span(a.runs, (r) => (r.allocEnvelope ? (r.allocUsed / r.allocEnvelope) * 100 : null), pct1)));
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+ row(' envelope (chars)', arms.map((a) => int(a.runs.reduce((s, r) => s + (r.allocEnvelope || 0), 0))));
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+ out.push('');
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+
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+ rule('contamination — the CLI must never be how codegraph is reached');
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+ row(' CLI calls that RETURNED output', arms.map((a) => a.runs.reduce((s, r) => s + r.cliContaminated, 0)));
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+ row(' CLI attempts blocked', arms.map((a) => a.runs.reduce((s, r) => s + r.cliCalls, 0)));
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+ const contaminated = arms.filter((a) => a.runs.some((r) => r.cliContaminated));
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+ if (contaminated.length) {
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+ out.push(` !! ${contaminated.map((a) => a.label).join(', ')} reached codegraph through Bash — those runs are CONTAMINATED`);
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+ out.push(' (a without-arm was not without codegraph; a with-arm has bytes attributed to Bash, not codegraph)');
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+ }
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+ out.push('');
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+
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+ out.push(' how to read this');
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+ out.push(' occupancy compare each arm\'s RETRIEVAL residual (codegraph in a with-arm,');
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+ out.push(' file-access in a without-arm). Shares are Claude Code on a 200k');
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+ out.push(' window and do NOT transfer to another host; the ratio does.');
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+ out.push(' sufficiency pooled across runs because it is per-CALL. "explore again" is');
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+ out.push(' ambiguous by construction; "Read a file we returned" is an');
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+ out.push(' allocation miss, the two recall rows are recall misses.');
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+ out.push(' allocation RELATIVE, not absolute — attribution is by citation, and an agent');
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+ out.push(' can use a file without naming it. Compare builds on the SAME');
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+ out.push(' question; never quote it as "codegraph wastes N% of what it returns."');
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+ out.push(' all three small-n. Runs make 1–5 explore calls, so read the range, not the');
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+ out.push(' median of one run. RUNS>=2, and the 7-repo campaign for a verdict.');
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+ return out.join('\n');
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+}
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+
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+const isMain = process.argv[1] && import.meta.url === pathToFileURL(process.argv[1]).href;
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+if (isMain) {
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+ const [dir, ...labels] = process.argv.slice(2);
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+ if (!dir || !labels.length) {
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+ console.error('usage: compare-arms.mjs <out-dir> <label> [<label> ...]');
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+ process.exit(1);
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+ }
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+ const arms = labels.map((label) => ({ label, runs: discoverRuns(dir, label).map(measure) }));
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+ const empty = arms.filter((a) => !a.runs.length);
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+ if (empty.length === arms.length) {
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+ console.error(`no run logs for ${labels.join('/')} in ${dir}`);
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+ process.exit(1);
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+ }
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+ for (const a of empty) console.error(` WARN: no run logs for arm '${a.label}' in ${dir}`);
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+ console.log(`\n====== ARM COMPARISON — ${dir} ======`);
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+ console.log(formatComparison(arms.filter((a) => a.runs.length)));
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+}
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