diff --git a/experiments/atomic-codemode/summarize-trials.py b/experiments/atomic-codemode/summarize-trials.py
new file mode 100644
index 000000000..9dae1cc52
--- /dev/null
+++ b/experiments/atomic-codemode/summarize-trials.py
@@ -0,0 +1,76 @@
+"""Summarize actual model usage and owned process-family counters, without grading answers."""
+
+import argparse
+import collections
+import json
+from pathlib import Path
+
+
+def summarize(directory):
+    summary = json.loads((directory / 'summary.json').read_text())
+    resource_records = [json.loads(line) for line in directory.with_suffix('.log').read_text().splitlines()
+                        if line.startswith('{"resource_scope":')]
+    if len(resource_records) != 1:
+        raise ValueError(f'{directory}: expected one process-family resource receipt')
+    resources = resource_records[0]
+    observation = resources['payload_resource_observation']
+    if observation['phase'] != 'payload-exited-observer-alive':
+        raise ValueError(f'{directory}: payload-exit counters were not observed')
+    usage = collections.Counter()
+    for turn in summary['usage']:
+        usage.update(turn)
+    calls = summary['completed_mcp_calls']  # This runner key also retains failed attempts.
+    statuses = collections.Counter(call['status'] for call in calls)
+    methods = collections.Counter()
+    source_ids = set()
+    api_failures = []
+    trace_path = directory.with_suffix('.trace.jsonl')
+    if trace_path.exists():
+        for line in trace_path.read_text().splitlines():
+            entry = json.loads(line)
+            result = entry['result']
+            if entry['tool'] == 'execute_javascript':
+                for call in result.get('calls', []):
+                    methods[call['method']] += 1
+                    if call['status'] != 'ok':
+                        api_failures.append(call)
+                source_ids.update(result.get('evidence_ids', []))
+    usage['uncached_input_tokens'] = usage['input_tokens'] - usage['cached_input_tokens']
+    cleanup = json.loads((directory / 'cleanup.json').read_text())
+    return {
+        'trial': directory.name,
+        'runtime_revision': summary['runtime_revision'],
+        'requested_model': summary['requested_model'],
+        'reasoning': summary['reasoning'],
+        'usage': dict(usage),
+        'outer_attempts': len(calls),
+        'outer_statuses': dict(statuses),
+        'outer_failures': [{k: call[k] for k in ('tool', 'status', 'error')}
+                           for call in calls if call['status'] != 'completed'],
+        'inner_code_mode_calls': dict(methods),
+        'inner_api_failures': api_failures,
+        'code_mode_evidence_count': len(source_ids),
+        'model_wall_seconds': summary['wall_seconds'],
+        'family_wall_seconds': resources['elapsed_seconds'],
+        'family_cpu_seconds': observation['cpu_stat']['usage_usec'] / 1_000_000,
+        'family_memory_peak_bytes': observation['memory_peak_bytes'],
+        'memory_events': observation['resource_events']['memory.events'],
+        'resource_abort': resources['abort'],
+        'payload_cleanup_verified': observation['payload_cleanup_verified'],
+        'profile_cleanup': cleanup,
+        'target_sha256': summary['selected_artifact_sha256_before'],
+        'target_unchanged': summary['selected_artifact_bytes_unchanged'],
+        'correctness': 'requires separate answer/source-oracle review',
+        'scope': 'Actual cumulative usage includes discovery/retries; cached input is included in input, reasoning in output. Memory is kernel cgroup peak including charged file cache. Server-side compute and resolved model build are unmeasured.',
+    }
+
+
+def main():
+    parser = argparse.ArgumentParser(description=__doc__)
+    parser.add_argument('directories', type=Path, nargs='+')
+    options = parser.parse_args()
+    print(json.dumps([summarize(path) for path in options.directories], indent=2))
+
+
+if __name__ == '__main__':
+    main()
diff --git a/experiments/atomic-codemode/trials.md b/experiments/atomic-codemode/trials.md
index 9f80fd64d..d124a1035 100644
--- a/experiments/atomic-codemode/trials.md
+++ b/experiments/atomic-codemode/trials.md
@@ -58,5 +58,57 @@ Private captures remain under `.cache/atomic-codemode/zlib-codemode-v1/`, with
 trial settings and cleanup proof. The adjacent trace retains actual model code
 and inner API calls; the `*-evidence/` directory retains the three complete native
 sources and their identity/digest metadata. Credentials and raw captures are not
-committed. Direct atomic, revised Code Mode and traditional-provider trials have
-not yet established an equivalent completed-task comparison.
+committed.
+
+The second round used the pinned `c5cefd622` runtime, the same target, question,
+model alias/reasoning and client version, with the empty model profiles outside
+the repository under `/tmp`. Both atomic modes use the same eight fact methods;
+only the calling adapter changes. The traditional comparison forces the real
+Kuna provider and selects nine relevant production tools in the client:
+`open_binary`, `close_binary`, `binary_session`, `search_strings`, `xrefs`,
+`procedure_address`, `procedure_pseudo_code`, `procedure_assembly`,
+`analyze_function`. The production catalog remains complete. This is a favorable
+focused baseline, not the default full-catalog experience.
+
+| Measurement | Atomic direct v2 | Atomic + Code Mode v2 | Traditional v2 |
+| --- | ---: | ---: | ---: |
+| Outer MCP attempts, including failures | 27 | 12 | 9 |
+| Completed / failed outer attempts | 27 / 0 | 12 / 0 | 7 / 2 |
+| Internal Code Mode API reads | — | 21 | — |
+| Cumulative model input tokens | 590,872 | 453,734 | 344,105 |
+| Cached input tokens (included) | 496,512 | 401,664 | 297,344 |
+| Uncached input tokens | 94,360 | 52,070 | 46,761 |
+| Output tokens | 5,874 | 4,738 | 3,076 |
+| Reasoning tokens (included in output) | 2,228 | 1,716 | 832 |
+| Model runner wall seconds | 170.813 | 148.397 | 106.352 |
+| Bounded family elapsed seconds | 171.801 | 149.585 | 106.747 |
+| Bounded family CPU seconds | 11.898 | 22.129 | 20.666 |
+| Kernel process-family memory peak MiB | 578.2 | 544.3 | 843.4 |
+| OOM kills | 0 | 0 | 0 |
+
+The traditional trace includes a client approval-policy rejection for
+`binary_session` and a failed name lookup for `inflate`; the model recovered
+through string/xref/address discovery. Both attempts and their costs remain in
+the comparison. A completed transport call does not itself establish a valid
+analysis result; answers and the retained calls were reviewed separately.
+
+All three answers identify the same two local error branches and modulo-31
+condition, with supporting addresses and limitations consistent with the
+independent instruction/arithmetic checks. This establishes a completed local
+task comparison. It does not prove global runtime reachability or correctness
+on arbitrary binaries. All target digests remained unchanged, temporary model
+profiles were removed, and observed payload cleanup succeeded.
+
+Code Mode reduces direct atomic round trips on this trial, but traditional tools
+win both cumulative input tokens and wall time. The prototype still makes the
+model assemble incomplete CFG/phi/value relationships and repeatedly inspect
+operations or C. Fixing the arbitrary C page cap reduced internal C reads from
+16 to 2; the overall first-to-second trial changes are not a controlled causal
+measurement because return contracts and profile placement changed too.
+
+These are single stochastic samples, with fresh provider/session caches, warm
+and uncontrolled OS file caches, and actual model prompt-cache usage reported.
+No warm-session paired reruns, confidence interval, server-side model compute or
+pricing was measured. Reproduce the ledger with `summarize-trials.py` over the
+private trial directories; it reads actual model usage and the payload-exit
+cgroup receipt and deliberately does not grade answers.