diff --git a/README.md b/README.md
index 16c8357..1c080b8 100644
--- a/README.md
+++ b/README.md
@@ -272,18 +272,17 @@ stored original by address instead of reading and re-hashing it.
> [!IMPORTANT]
> **Bytes are not tokens, and none of the numbers above is a bill.** The
> latest live campaign (`bench/live.py`, Claude Code 2.1.318, sixteen synthetic
-> tasks, 96 Haiku sessions in paired rounds, searching as a default session
-> does) put 1.2.1 against no Scopelet. A session with Scopelet cost $0.00194
-> on average against $0.00213 without, about 9% less, with the 95% interval of
-> the paired difference entirely below zero; 47 of 48 tasks were right with
-> Scopelet and 48 without, the one miss on an output no view touched. A
-> session's cost follows its turns (each about 18,000 input tokens, cache
-> included), the model narrows most commands itself, and outputs over about
-> 30 KB are saved to a file by Claude Code, which shows its own preview, so
-> views reached the model on six of the sixteen tasks. Counted by the API's
-> tokenizer, the views of the 26 benchmark outputs take 92.6% fewer tokens
-> than the raw outputs; replayed steps show the agent sometimes makes one
-> verifying call where a view leaves the answer out. The reports are in
+> tasks, six paired rounds, 192 Haiku sessions searching as a default session
+> does) put 1.2.4 against no Scopelet. Every session of both arms was right,
+> and a session with Scopelet cost $0.00194 on average against $0.00213
+> without, 9.2% less, with the 95% interval of the paired difference entirely
+> below zero. A session's cost follows its turns (each about 18,000 input
+> tokens, cache included), the model narrows most commands itself, and outputs
+> over about 30 KB are saved to a file by Claude Code, which shows its own
+> preview, so views reached the model on six of the sixteen tasks. Counted by
+> the API's tokenizer, the views of the 26 benchmark outputs take 92.6% fewer
+> tokens than the raw outputs; replayed steps show the agent sometimes makes
+> one verifying call where a view leaves the answer out. The reports are in
> `bench/results/`. Whole-session cost depends on your host, model and task.
> Measure your own setup before you tell anyone a percentage.
> [What is verified](docs/verification.md) ·
diff --git a/bench/README.md b/bench/README.md
index a21723c..de848fc 100644
--- a/bench/README.md
+++ b/bench/README.md
@@ -32,16 +32,17 @@ Scopelet off included; compact-v5 showed 6.1% fewer view tokens than v4 on the
0.10.0 fixtures; every compressed view changed the next action on 5 of 8
replayed steps. The details are below.
-The current live campaign is `live-20261105-121-haiku.json`: 1.2.1 against
-no Scopelet, in sessions that search like a default Claude Code session. A
-session with Scopelet cost about 9% less on average, the 95% interval below
-zero, with 47 of 48 tasks right against 48; see
-[1.2.1 against no Scopelet](#121-against-no-scopelet-november-2026). The
-current token count (`tokens-20261105-122.json`, the 1.2.2 release) finds
+The current live campaign is `live-20261105-124-haiku.json`: 1.2.4 against
+no Scopelet over six rounds, in sessions that search like a default Claude
+Code session. Every one of the 192 sessions was right, and a session with
+Scopelet cost 9.2% less on average, the 95% interval below zero; see
+[1.2.4 against no Scopelet](#124-against-no-scopelet-six-rounds-november-2026).
+The current token count (`tokens-20261105-124.json`, the 1.2.4 release) finds
views 92.6% smaller in tokens than the raw outputs on 26 cases, exactly as in
-1.0, and the current replay (`nap-20261105-122.json`) finds the view keeps the
-agent's next action on 59% of draws, against 92% for raw output: where a view
-leaves the answer out, the agent makes one verifying call first.
+1.0, and the current replay (`nap-20261105-124.json`) finds the view keeps the
+agent's exact next action on 57% of draws, against 95% for raw output: where a
+view leaves the answer out, the agent makes one verifying call first, or the
+same call with a different pattern.
The 1.0 campaign (`*-20261016-single*.json`) measured the single format
(binary `ba3eb754e660…`) against the 0.11.1 release (`c4432301dec7…`, compact-v4
@@ -162,12 +163,13 @@ Flags: `--live` (required), `--scopelet BINARY` (default
default `claude-opus-5-5` and `claude-haiku-5-5`), `--out PATH` (default
`bench/results/tokens.json`, which must not exist).
-The current report, `results/tokens-20261105-122.json`, counts the 1.2.2
-release binary (`59d26d8cee4a…`) on the 26 cases for `claude-opus-5-5` and
+The current report, `results/tokens-20261105-124.json`, counts the 1.2.4
+release binary (`4a5d2280b2b0…`) on the 26 cases for `claude-opus-5-5` and
`claude-haiku-5-5`: 521,703 tokens raw, 38,471 in views, 92.6% fewer, and no
case costs more than its raw output (`rust_small`, under the file-read
threshold, passes through at 1,239). Every case counts exactly what 1.0 did:
-the views of these outputs have not changed since. `giant_unicode_line`'s
+the views of these outputs have not changed since, and
+`tokens-20261105-122.json` counted the same for 1.2.2. `giant_unicode_line`'s
fact lies past the 1.1 KB prefix the view keeps of that one line: recoverable
with `expand`, not visible, as in the 1.0 report.
@@ -290,6 +292,29 @@ binaries it names, recorded by hash.
`test_live.py` checks the parsing, the checks, the fixtures and the `--live`
guard from recorded transcripts, without calling a model.
+### 1.2.4 against no Scopelet, six rounds (November 2026)
+
+`results/live-20261105-124-haiku.json` runs the sixteen tasks six times with
+`off` and `new` (the 1.2.4 release binary, `4a5d2280b2b0…`), searching as a
+default session does: Claude Code 2.1.318, every session served by
+`claude-haiku-5-5`, every cost known. Six rounds, not three, so that one
+unlucky session weighs half as much as in the campaign below.
+
+| Arm | Correct | Cost | Cost per success | Delta vs off, 95% interval | Turns | Tool calls | Views shown |
+|---|---:|---:|---:|---|---:|---:|---:|
+| off | 96 | $0.2047 | $0.002132 | | 320 | 224 | 0 |
+| new | 96 | $0.1858 | $0.001936 | −$0.000196 [−0.000378, −0.000043] | 332 | 236 | 34 |
+
+Every session of both arms was right. A session with 1.2.4 cost 9.2% less on
+average than one without Scopelet, and with no failure the cost per success
+is the same figure, its whole interval below zero. Views reached the model on
+the same six tasks as before (`fix_test`, `stack_trace` and the four
+view-forcing tasks), and took 0.125 more turns per session [−0.021, +0.323]:
+where a view leaves the answer out, the agent sometimes checks once more, and
+that check costs less than reading the whole output. 1.2.1 to 1.2.4 changed
+no view: the difference from the three-round campaign below is sampling, the
+`git_log_find` miss there included.
+
### 1.2.1 against no Scopelet (November 2026)
`results/live-20261105-121-haiku.json` is the first campaign whose sessions
@@ -516,7 +541,29 @@ BINARY` (default `target/release/scopelet`), `--baseline BINARY`, `--arm NAME`
`--out DIR` (required, must not exist). The report names each condition's
binary by hash.
-`results/nap-20261105-122.json` is the current replay: the 48 `off` sessions
+`results/nap-20261105-124.json` is the current replay: the 96 `off` sessions
+of the six-round campaign (`live-20261105-124-haiku.json`), with raw output
+and the 1.2.4 release binary's view (`single`, `4a5d2280b2b0…`),
+`claude-haiku-5-5`, 3 draws each. Of their large results, 23 were saved by
+Claude Code (persisted; every arm shows the same preview); 35 steps remain, no
+failed call:
+
+| Form | View bytes | Mean input tokens | NAP | Coarse NAP |
+|---|---:|---:|---:|---:|
+| raw | 583,265 | 11,250 | 0.95 | 1.00 |
+| single | 152,652 | 4,632 | 0.57 | 0.67 |
+
+It confirms the replay below on twice the steps. The view kept the next
+action on every step of `build_warnings_medium` and `test_report_medium`, and
+on 16 of 18 draws of `fix_test` (the other two looked at the same files
+through Bash, with `cat` and `ls`). On `build_warnings` and `stack_trace` the agent made the same kind of
+call on the same file with a different search pattern (`Caused` rather than
+`error`), which the strict NAP counts as a different action. On `grep_context`
+(6 steps) and `diff_medium` (6, kept on 8 of 18 draws) it made one verifying
+call before answering, as below. In the live sessions these changes cost 0.125
+turns per session and still left every session right and 9.2% cheaper.
+
+`results/nap-20261105-122.json` replayed the three-round campaign: the 48 `off` sessions
of the 1.2.1 campaign (`live-20261105-121-haiku.json`), with raw output and
the 1.2.2 release binary's view (`single`, `59d26d8cee4a…`), `claude-haiku-5-5`,
3 draws each. Of their large results, 13 were saved by Claude Code (persisted;
diff --git a/bench/results/live-20261105-124-haiku.json b/bench/results/live-20261105-124-haiku.json
new file mode 100644
index 0000000..d051bf2
--- /dev/null
+++ b/bench/results/live-20261105-124-haiku.json
@@ -0,0 +1,6723 @@
+{
+ "kind": "live Claude Code sessions; tokens and cost from the session result, not estimates",
+ "model": "haiku",
+ "runs": 6,
+ "tasks": [
+ "fix_test",
+ "find_receipt",
+ "count_failures",
+ "review_diff",
+ "search_symbol",
+ "git_log_find",
+ "listing_artifacts",
+ "large_file_fix",
+ "stack_trace",
+ "json_api",
+ "build_warnings",
+ "pytest_many",
+ "build_warnings_medium",
+ "test_report_medium",
+ "grep_context",
+ "diff_medium"
+ ],
+ "baseline": "off",
+ "claude_version": "2.1.318 (Claude Code)",
+ "arms": [
+ {
+ "name": "off",
+ "binary_sha256": null
+ },
+ {
+ "name": "new",
+ "binary_sha256": "4a5d2280b2b03a0bf012d3c08404f349897a69dc68af73a9fce0e0c1a8c56175"
+ }
+ ],
+ "records": [
+ {
+ "arm": "off",
+ "task": "fix_test",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 16338,
+ "cache_read_input_tokens": 55613,
+ "output_tokens": 651,
+ "turns": 4,
+ "cost_usd": 0.00292448,
+ "tool_calls": 3,
+ "tools": {
+ "Bash": 2,
+ "Edit": 1
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "The bug was in `restock_needed` in `inventory.py`, which used `<` where its docstring (\"at or below the threshold\") calls for `<=`; after changing it to `<=` and re-running `python3 -m unittest -v test_inventory`, all 302 tests pass (the one failure, `test_restock_at_threshold`, now passes), with the tests left unedited.",
+ "session_error": false,
+ "input_total": 71957,
+ "exit_code": 0,
+ "seconds": 6.6,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "fix_test",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 7886,
+ "cache_read_input_tokens": 47347,
+ "output_tokens": 754,
+ "turns": 5,
+ "cost_usd": 0.0018368199999999999,
+ "tool_calls": 4,
+ "tools": {
+ "Bash": 3,
+ "Edit": 1
+ },
+ "views_shown": 1,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "Fixed the off-by-one in `inventory.py` by changing `restock_needed` from `quantity < threshold` to `quantity <= threshold`, and the tests now pass (302 ran, OK) with the test file unchanged.",
+ "session_error": false,
+ "input_total": 55239,
+ "exit_code": 0,
+ "seconds": 5.3,
+ "correct": true,
+ "scopelet_events": 3,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "find_receipt",
+ "input_tokens": 4,
+ "cache_creation_input_tokens": 6159,
+ "cache_read_input_tokens": 28481,
+ "output_tokens": 314,
+ "turns": 2,
+ "cost_usd": 0.001212085,
+ "tool_calls": 1,
+ "tools": {
+ "Bash": 1
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "RCPT-7139-QX",
+ "session_error": false,
+ "input_total": 34644,
+ "exit_code": 0,
+ "seconds": 3.7,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "find_receipt",
+ "input_tokens": 4,
+ "cache_creation_input_tokens": 6418,
+ "cache_read_input_tokens": 28687,
+ "output_tokens": 292,
+ "turns": 2,
+ "cost_usd": 0.0012355200000000002,
+ "tool_calls": 1,
+ "tools": {
+ "Bash": 1
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "RCPT-7139-QX",
+ "session_error": false,
+ "input_total": 35109,
+ "exit_code": 0,
+ "seconds": 3.2,
+ "correct": true,
+ "scopelet_events": 1,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "count_failures",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 6964,
+ "cache_read_input_tokens": 46145,
+ "output_tokens": 671,
+ "turns": 3,
+ "cost_usd": 0.00166805,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "41",
+ "session_error": false,
+ "input_total": 53115,
+ "exit_code": 0,
+ "seconds": 5.3,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "count_failures",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 6790,
+ "cache_read_input_tokens": 46404,
+ "output_tokens": 665,
+ "turns": 3,
+ "cost_usd": 0.00164589,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "41",
+ "session_error": false,
+ "input_total": 53200,
+ "exit_code": 0,
+ "seconds": 6.1,
+ "correct": true,
+ "scopelet_events": 2,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "review_diff",
+ "input_tokens": 8,
+ "cache_creation_input_tokens": 8241,
+ "cache_read_input_tokens": 66738,
+ "output_tokens": 614,
+ "turns": 4,
+ "cost_usd": 0.002005305,
+ "tool_calls": 3,
+ "tools": {
+ "Bash": 3
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "src/auth.py:62",
+ "session_error": false,
+ "input_total": 74987,
+ "exit_code": 0,
+ "seconds": 6.4,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "review_diff",
+ "input_tokens": 8,
+ "cache_creation_input_tokens": 8625,
+ "cache_read_input_tokens": 67734,
+ "output_tokens": 739,
+ "turns": 4,
+ "cost_usd": 0.002125765,
+ "tool_calls": 3,
+ "tools": {
+ "Bash": 3
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "src/auth.py:62",
+ "session_error": false,
+ "input_total": 76367,
+ "exit_code": 0,
+ "seconds": 7.8,
+ "correct": true,
+ "scopelet_events": 3,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "search_symbol",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 7565,
+ "cache_read_input_tokens": 47161,
+ "output_tokens": 232,
+ "turns": 3,
+ "cost_usd": 0.001533835,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "src/pkg_g/mod_bih.py:15",
+ "session_error": false,
+ "input_total": 54732,
+ "exit_code": 0,
+ "seconds": 4.2,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "search_symbol",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 7755,
+ "cache_read_input_tokens": 47542,
+ "output_tokens": 293,
+ "turns": 3,
+ "cost_usd": 0.001591895,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "src/pkg_g/mod_bih.py:15",
+ "session_error": false,
+ "input_total": 55303,
+ "exit_code": 0,
+ "seconds": 4.2,
+ "correct": true,
+ "scopelet_events": 2,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "git_log_find",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 7727,
+ "cache_read_input_tokens": 47493,
+ "output_tokens": 442,
+ "turns": 3,
+ "cost_usd": 0.0016624049999999998,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "Tidy pricing helpers",
+ "session_error": false,
+ "input_total": 55226,
+ "exit_code": 0,
+ "seconds": 4.9,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "git_log_find",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 9280,
+ "cache_read_input_tokens": 46978,
+ "output_tokens": 866,
+ "turns": 3,
+ "cost_usd": 0.00206338,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "Tidy pricing helpers",
+ "session_error": false,
+ "input_total": 56264,
+ "exit_code": 0,
+ "seconds": 7.0,
+ "correct": true,
+ "scopelet_events": 2,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "listing_artifacts",
+ "input_tokens": 4,
+ "cache_creation_input_tokens": 8671,
+ "cache_read_input_tokens": 28510,
+ "output_tokens": 361,
+ "turns": 2,
+ "cost_usd": 0.001549875,
+ "tool_calls": 1,
+ "tools": {
+ "Bash": 1
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "52",
+ "session_error": false,
+ "input_total": 37185,
+ "exit_code": 0,
+ "seconds": 4.1,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "listing_artifacts",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 8080,
+ "cache_read_input_tokens": 47654,
+ "output_tokens": 599,
+ "turns": 3,
+ "cost_usd": 0.00178664,
+ "tool_calls": 2,
+ "tools": {
+ "Bash": 2
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "52",
+ "session_error": false,
+ "input_total": 55740,
+ "exit_code": 0,
+ "seconds": 5.6,
+ "correct": true,
+ "scopelet_events": 2,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "large_file_fix",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 7772,
+ "cache_read_input_tokens": 46964,
+ "output_tokens": 672,
+ "turns": 4,
+ "cost_usd": 0.0017777400000000003,
+ "tool_calls": 3,
+ "tools": {
+ "Bash": 2,
+ "Edit": 1
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "I fixed `compute_late_fee` in `billing.py` by changing its cap from `max` to `min` so the fee is capped at 25% of the amount, and after the change all 4 tests in `test_billing` pass.",
+ "session_error": false,
+ "input_total": 54742,
+ "exit_code": 0,
+ "seconds": 5.3,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "large_file_fix",
+ "input_tokens": 8,
+ "cache_creation_input_tokens": 8337,
+ "cache_read_input_tokens": 66489,
+ "output_tokens": 797,
+ "turns": 5,
+ "cost_usd": 0.002106315,
+ "tool_calls": 4,
+ "tools": {
+ "Bash": 3,
+ "Edit": 1
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "I fixed `compute_late_fee` in `billing.py` by changing its cap from `max` to `min` (so the fee is capped at 25% of the amount instead of being floored at it), and all 4 tests in `test_billing` now pass, up from 2 failures before the change.",
+ "session_error": false,
+ "input_total": 74834,
+ "exit_code": 0,
+ "seconds": 7.0,
+ "correct": true,
+ "scopelet_events": 3,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "stack_trace",
+ "input_tokens": 8,
+ "cache_creation_input_tokens": 13040,
+ "cache_read_input_tokens": 73905,
+ "output_tokens": 570,
+ "turns": 4,
+ "cost_usd": 0.0026548500000000003,
+ "tool_calls": 3,
+ "tools": {
+ "Bash": 3
+ },
+ "views_shown": 0,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "LedgerService.java:214",
+ "session_error": false,
+ "input_total": 86953,
+ "exit_code": 0,
+ "seconds": 6.0,
+ "correct": true,
+ "round": 0
+ },
+ {
+ "arm": "new",
+ "task": "stack_trace",
+ "input_tokens": 10,
+ "cache_creation_input_tokens": 12159,
+ "cache_read_input_tokens": 93272,
+ "output_tokens": 721,
+ "turns": 5,
+ "cost_usd": 0.0028140950000000004,
+ "tool_calls": 4,
+ "tools": {
+ "Bash": 4
+ },
+ "views_shown": 1,
+ "models_served": [
+ "claude-haiku-5-5"
+ ],
+ "answer": "LedgerService.java:214",
+ "session_error": false,
+ "input_total": 105441,
+ "exit_code": 0,
+ "seconds": 10.0,
+ "correct": true,
+ "scopelet_events": 4,
+ "round": 0
+ },
+ {
+ "arm": "off",
+ "task": "json_api",
+ "input_tokens": 6,
+ "cache_creation_input_tokens": 6594,
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+ "answer": "I fixed the tier-boundary bug in `rates.py` by changing `<=` to `<` at the 1000 and 5000 thresholds, and after the change all 600 tests pass (they failed before, at units 1000 and 5000).",
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+ "answer": "The tests failed before the fix on the threshold boundary; I changed `restock_needed` in `inventory.py` from `<` to `<=` to match its \"at or below\" docstring, and the rerun passes all 302 tests (`OK`), with the test file untouched.",
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+ "answer": "Fixed the tier boundaries in `rates.py` (changed `<=` to `<` so exactly 1000 and 5000 units fall into the lower tiers, matching the docstring and the tests), and after the change all 600 tests in `test_rates` pass, up from 2 failures before.",
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+ "answer": "I fixed the tier boundaries in `rates.py` (changed `<=` to `<` so 1000 and 5000 fall into the lower-rate tier, as the docstring says), and after that the test run passes: 600 tests, OK.",
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+ "answer": "The bug was the 500 g boundary in `shipping.py` (`grams < 500` became `grams <= 500`), and after that change all 150 tests pass on the rerun, with the first run having failed only `test_grams_0500`.",
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+ "answer": "I fixed the boundary in `shipping.py` (`grams < 500` became `grams <= 500`, so 500 g costs 5.00 as the docstring says), and the 150 tests now pass after rerunning `python3 -m unittest -v test_shipping`; the first run had one failure, `test_grams_0500`, which expected 5.00 but got 8.00.",
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+ "answer": "src/m_g.py:55\n\nThe first grep was abridged, so I ran a follow-up `grep -rn \"refund\" src`. Two functions compute a total with a refund: `pay_bdd` in `src/m_g.py` (line 54 computes `o.s - o.refund`, and line 55 calls `charge_card(o, t)`) and `pay_gh` in `src/m_d.py`. The `pay_gh` call at `src/m_d.py:31` is `charge_card_legacy`, so it doesn't qualify.",
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+ "answer": "Fixed `compute_late_fee` in `billing.py` by changing its cap from `max` to `min` (the 25%-of-amount cap was acting as a floor), and `python3 -m unittest test_billing` now passes all 4 tests, up from 2 failing; the tests were not edited.",
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+ "answer": "I changed `compute_late_fee` in `billing.py` to cap the fee with `min` instead of `max`, and after that fix all 4 tests in `test_billing` pass (the tests were not edited).",
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+ "answer": "src/ledger/settle.rs",
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+ "answer": "Fixed the boundary bug in `rates.py` (`<=` changed to `<` so 1000 and 5000 fall into the next tier, matching the docstring and tests), and the test suite now passes 600/600 after the change, up from 2 failures.",
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+ "answer": "I changed the two boundary comparisons in `rates.py` from `<=` to `<` so 1000 and 5000 fall into the higher-volume tiers as the tests expect, and all 600 tests now pass, up from 2 failures.",
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+ "answer": "src/ledger/settle.rs:88",
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+ "answer": "src/ledger/settle.rs:88",
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+ "views_shown": 1,
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+ "answer": "Fixed the boundary in `shipping.py` (`grams < 500` \u2192 `grams <= 500`, so 500 g costs 5.00 as the docstring says); the first run failed only `test_grams_0500` (8.0 != 5.0), and the rerun passes all 150 tests with `OK`.",
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+ "answer": "The bug was an off-by-one at the 500 g boundary in `shipping.py` (`<` changed to `<=`, so 500 g now costs 5.00 as the docstring and tests expect); the first run failed `test_grams_0500` (8.0 != 5.0), and after the fix all 150 tests pass.",
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+ "answer": "src/m_g.py:55",
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+ "answer": "src/quota.py:3",
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+ "answer": "I fixed the off-by-one in `inventory.py` by changing `restock_needed` from `quantity < threshold` to `quantity <= threshold`, matching its \"at or below\" docstring, and all 302 tests now pass (they failed before with 1 failure in `test_restock_at_threshold`).",
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+ "answer": "Fixed the off-by-one in `inventory.py` by changing `restock_needed` from `quantity < threshold` to `quantity <= threshold` so it matches its \"at or below\" docstring, and all 302 tests now pass (`test_inventory.py` untouched).",
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+ "answer": "I fixed `compute_late_fee` in `billing.py` by changing its cap from `max` to `min`, and the tests now pass (4 of 4) with the test file unchanged.",
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+ "answer": "I fixed `compute_late_fee` in `billing.py` by changing its cap from `max` to `min`, so the fee is capped at a quarter of the amount, and all 4 tests in `test_billing` now pass (they failed before with 2 failures).",
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+ "answer": "Fixed the off-by-one at the tier boundaries in `rates.py` (`<=` became `<`, so exactly 1000 and 5000 units now fall into the correct lower-priced tier), and the test suite went from 2 failures to all 600 passing with the tests unedited.",
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+ "answer": "Fixed the tier boundaries in `rates.py` (changed `<=` to `<` so units of exactly 1000 and 5000 fall into the next tier, as the tests expect), and the tests now pass: 600 ran, all OK.",
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+ "answer": "The test run failed once at `test_grams_0500` because `shipping.py` charged 8.00 at exactly 500 g, and I fixed it by changing `<` to `<=` in `shipping.py` (tests untouched); after the fix, all 150 tests pass.",
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+ "answer": "The test run failed on `test_grams_0500` (500 g returned 8.00 instead of 5.00) because `shipping_cost` used `grams < 500`; I changed it to `grams <= 500` in `shipping.py`, and the rerun passes all 150 tests.",
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+ "answer": "`src/m_g.py:55`\n\nThe first grep output was abridged, so I ran `grep -rn \"refund\" src` to find the refund-based totals. Two functions compute `o.s - o.refund`: `src/m_d.py:30`, whose call is `charge_card_legacy` (excluded), and `src/m_g.py:54`, whose call on line 55 is `charge_card(o, t)`.",
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+ "answer": "The tests initially failed on one off-by-one bug in `restock_needed` (`<` instead of `<=`, against its \"at or below\" docstring), which I fixed in `inventory.py`; after the change all 302 tests pass.",
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+ "answer": "The tests failed on `test_grams_0500` (the first run exited 1 with 1 failure out of 150) because `shipping_cost` used `grams < 500`, so 500 g was charged 8.00 instead of 5.00. I changed it to `grams <= 500` in `shipping.py` (tests untouched), and the re-run passes all 150 tests.",
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+ "answer": "The first run failed one test (`test_grams_0500`: 8.0 != 5.0) because `shipping.py` used `<` where the 500 g boundary needs `<=`, so I changed `grams < 500` to `grams <= 500`, and the rerun of `python3 -m unittest -v test_shipping` passes all 150 tests.",
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diff --git a/bench/results/nap-20261105-124.json b/bench/results/nap-20261105-124.json
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index 0000000..60ea1ec
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diff --git a/docs/verification.md b/docs/verification.md
index d3fe411..8b709f6 100644
--- a/docs/verification.md
+++ b/docs/verification.md
@@ -74,11 +74,10 @@ campaigns on Scopelet 0.1.x–0.3.x found no functional regression, but their
run-to-run spread was wider than every token difference they measured, and they
ran against binaries and a skill design that no longer ship. They were removed
rather than kept as stale evidence. The current campaign (`bench/live.py`,
-sixteen tasks, Claude Code 2.1.318 with Haiku, 96 sessions searching as a
-default session does) found a session with 1.2.1 about 9% cheaper on average
-than one without Scopelet, the 95% interval of the paired difference below
-zero, with 47 of 48 tasks right against 48; the miss was on an output no view
-touched. Earlier campaigns, and the harness flaw that made one task fail in
+sixteen tasks, six paired rounds, Claude Code 2.1.318 with Haiku, 192 sessions
+searching as a default session does) found every session of both arms right,
+and a session with 1.2.4 9.2% cheaper on average than one without Scopelet,
+the 95% interval of the paired difference below zero. Earlier campaigns, and the harness flaw that made one task fail in
every arm of the 1.2.0 campaign, are kept and explained beside it. The reports
name the binaries they measured (`bench/README.md`).
Whole-session cost depends on the host, the model and the task. Measure your
diff --git a/site/index.html b/site/index.html
index 096ff68..8398da2 100644
--- a/site/index.html
+++ b/site/index.html
@@ -207,11 +207,11 @@ In real sessions
paired rounds, with and without Scopelet, and judge each arm by what it was billed.
−9%average billed cost per session, 95% interval below zero
-
47 / 48tasks right with Scopelet, against 48 / 48 without; the miss involved no view
+
96 / 96tasks right with Scopelet, and 96 / 96 without: no quality given up
0extra model calls, API keys or proxies
- Scopelet 1.2.1 against no Scopelet, Claude Code 2.1.318 with Haiku, 96 sessions,
- November 2026. Whole-session cost depends on your host, model and task: measure your own
+
Scopelet 1.2.4 against no Scopelet, Claude Code 2.1.318 with Haiku, six paired
+ rounds, 192 sessions, November 2026. Whole-session cost depends on your host, model and task: measure your own
setup before quoting a percentage. Every campaign, its intervals and everything that went
wrong are in the
benchmark report.