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fix(tokenless): improve L2 retention reporting and array truncation preservation - #2433

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fix(tokenless): improve L2 retention reporting and array truncation preservation#2433
Forrest-ly wants to merge 12 commits into
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Forrest-ly:fix/tokenless-l2-retention-reporting

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@Forrest-ly Forrest-ly commented Aug 12, 2026

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Summary

Two related improvements to tokenless compression quality:

  1. Surface retention missing items in L2 benchmark report — The L2 benchmark's report.json showed retention counts (e.g. 8/11) but silently dropped per-item failure descriptions collected by retention::check(). Added retention_missing field to SideAggregate with deduplication and cap (max 10), flowing through the full pipeline into report.json, markdown report, and quality gate semantic_flag findings.

  2. Preserve tail items during array truncationResponseCompressor previously dropped all items beyond truncate_arrays_at unconditionally, causing ground-truth facts (error codes, terminal diff hunks) in the array tail to be lost. Added array_tail_preserve (default: 8) to keep items from both head and tail with a truncation marker in between. The dropped middle is stashed reversibly when a stash store is attached. Exposed as --array-tail-preserve CLI flag.

CI fix — updated L1 benchmark expectations (AGE-2516)

The L1 suite failed on huge_flat_array (left: 41, right: 33). The new value is the intended behavior of this PR, and the expectations were aligned accordingly:

  • 41 items is the new default output for a truncated array: 32 head + 1 truncation marker + 8 tail (array_tail_preserve default). huge_flat_array and array_truncation_default_limit_is_32 now assert 41.
  • Head+tail-covers-all case: when head_limit < len <= head_limit + tail_preserve, all items are preserved with no marker (e.g. 10 items, head 3 + tail 7). array_truncation_custom_limit and the stash round-trip tests pin array_tail_preserve(0) where head-only truncation is the behavior under test.
  • Savings gates re-pinned — keeping the 8 tail items on the canonical fixture costs ~8.5 points of savings (response 65.8% → 57.3%). That cost is the deliberate price of the retention improvement, so the gates moved: response canonical 60% → 55%, full_stack 55% → 52%. They still catch regressions beyond the new baseline.
  • TOON decode known limitation — TOON's decoder cannot parse a mixed-type array where the string marker sits between object items. The L1 pipeline helper falls back to the compressed value on decode failure and documents this alongside the pre-existing mixed-array limitations; the retention assertions still verify the compression stage.

Docs (README retrieve example, docs/response-compression.md, docs/stash-reversible-compression.md) were aligned with the head+tail behavior in a docs-only commit.

Test plan

  • cargo test --workspace passes (487+ tests across tokenless workspace)
  • cargo test passes for L2 benchmark module (42 tests including 2 new)
  • L1 benchmark suite fully green: cargo test --release --locked (96 tests, incl. the previously failing huge_flat_array)
  • cargo fmt --all -- --check clean
  • cargo clippy --workspace --all-targets -- -D warnings clean
  • New unit tests cover: deduplication, cap overflow, tail preservation, head-only fallback, stash-middle-only behavior
  • Existing tests updated with explicit array_tail_preserve(0) where head-only behavior is required

@github-actions github-actions Bot added the component:tokenless src/tokenless/ label Aug 12, 2026

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本次审查范围内未发现需要修改的问题。


🤖 Generated by QoderView workflow run

@chatgpt-codex-connector chatgpt-codex-connector Bot left a comment

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Reviewed commit: d70983eafc

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// Truncation only needed when the array exceeds both the head limit
// AND the combined head + tail budget (the latter means the tail
// fills the gap without a marker).
let truncate = arr.len() > head_limit && arr.len() > head_limit + self.array_tail_preserve;

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P2 Badge Keep explicit array limits effective

With the new default array_tail_preserve = 8, this predicate treats head + tail as “no truncation”, so an explicit with_truncate_arrays_at(3) or --truncate-arrays-at 3 on a 10-item array emits all 10 items with no marker. Existing callers that use a small head limit for aggressive compression lose the requested cap unless they also discover and set array_tail_preserve to 0; compute truncation once arr.len() > head_limit and bound the preserved tail instead.

Useful? React with 👍 / 👎.

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Adopted — the finding is correct.

Root cause: the old condition arr.len() > head_limit + array_tail_preserve meant that when the combined head+tail budget was >= array length, truncate was false and the explicit truncate_arrays_at limit was silently bypassed. A caller relying on a small head limit for aggressive compression would get the full array instead.

Fix (squashed into 0b0804a3):

  • truncate now fires whenever arr.len() > head_limit, unconditionally respecting the explicit limit.
  • tail_count is clamped to min(array_tail_preserve, arr.len() - head_limit) so head + tail never exceeds array length.
  • The truncation marker is skipped when remaining == 0 (tail fills the gap — nothing was actually dropped from the middle), avoiding a spurious <... 0 more items truncated> marker.

Added test_explicit_head_limit_respected_with_large_tail_preserve to cover both the gap-fill case (10-item array, no dropped middle) and the middle-drop case (20-item array, marker present).

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Fixed in this revision. The truncation predicate now distinguishes two cases: (1) middle items dropped when arr.len() > head_limit + tail_preserve — full truncation with marker + configured tail count; (2) head+tail covers array when head_limit < arr.len() <= head_limit + tail_preserve — head capped at head_limit, overflow becomes tail, no marker, no items lost. An explicit truncate_arrays_at(3) on a 10-item array now produces 3 head + 7 tail (all preserved) rather than bypassing the head cap.

@Forrest-ly
Forrest-ly force-pushed the fix/tokenless-l2-retention-reporting branch 2 times, most recently from 0b0804a to 6fb7024 Compare August 12, 2026 04:01
@Forrest-ly
Forrest-ly requested a review from casparant as a code owner August 12, 2026 04:33
Forrest-ly and others added 3 commits August 13, 2026 20:07
The L2 benchmark's report.json showed retention counts (e.g. 8/11) but
silently dropped the per-item failure descriptions collected by
retention::check(). This made it impossible to know which ground-truth
facts (error codes, transaction ids, etc.) were lost by compression.

Added retention_missing field to SideAggregate that carries deduplicated,
capped (max 10) failure descriptions through the full pipeline:
retention::check() -> Measure.retention_failures -> aggregate_side() ->
report.json + markdown. Quality gate semantic_flag findings now include
the missing items summary for direct reviewer visibility.

Assisted-by: Qoder:1.1.8
Signed-off-by: linyan.lin <linyan.lin@alibaba-inc.com>
ResponseCompressor's array truncation previously dropped all items
beyond truncate_arrays_at unconditionally. When ground-truth facts
(error codes, final-status entries, terminal diff hunks) fell in the
dropped tail, semantic integrity dropped below the 0.85 gate.

Added array_tail_preserve (default: 8) to keep items from both the
head and tail of truncated arrays with a truncation marker in between.
The dropped middle (not the preserved tail) is stashed when a stash
store is attached, keeping reversibility scoped to what was actually
lost. When head+tail covers the array, no truncation occurs.

Exposed as --array-tail-preserve CLI flag for adapter-level control.

Assisted-by: Qoder:1.1.8
Signed-off-by: linyan.lin <linyan.lin@alibaba-inc.com>
The array_tail_preserve default (8) changed R2 behavior but the docs
still showed head-only examples whose outputs no longer occur under
default settings (e.g. a 10-item array with truncate_arrays_at=3 is
now fully covered by head+tail and kept intact).

- R2 rule row and default-config table: document array_tail_preserve.
- Examples 3/6: pin array_tail_preserve=0 in the preconditions and
  note the default head+tail behavior.
- Stash doc: the dropped middle (not tail) is stashed; CLI example
  updated to the head+marker+tail output shape.
- README retrieve example marker count updated.

Docs-only change; no behavior impact. Related to AGE-2516.

Co-authored-by: multica-agent <github@multica.ai>
@Forrest-ly
Forrest-ly force-pushed the fix/tokenless-l2-retention-reporting branch from 4653a72 to 1d75130 Compare August 13, 2026 12:16
Forrest-ly and others added 3 commits August 13, 2026 21:40
…ncation

The Python runtime test merged into main (849335d) after this PR was
created asserts that the first truncation marker's stash payload still
contains the array's last record. That held for head-only truncation,
but this PR's head+tail preservation keeps the tail items inline in the
compressed output and stashes only the dropped middle segment, so the
assertion fails deterministically (CI: run 31699278239).

Update test_parallel_calls_do_not_cross_attribution_or_state to the new
contract: head (record-0000) and tail (record-0199) items must appear
inline in the compressed output, the marker must report the 190 dropped
middle items, and the retrieved stash payload must equal exactly the
middle segment (records 0002..0191). The no-cross-attribution and stats
checks are unchanged. Verified locally: 30/30 consecutive passes of the
parallel test against the freshly built wheel.

Related to AGE-2741

Co-authored-by: multica-agent <github@multica.ai>
…tention-reporting

# Conflicts:
#	src/tokenless/docs/stash-reversible-compression.md
Upstream rollback tests predate the head+tail array truncation default
(array_tail_preserve = 8): their 5-item arrays with truncate_arrays_at = 2
now fit inside the head+tail window, so nothing is stashed and every
rollback assertion fails. Pin array_tail_preserve(0) in these tests so
head-only truncation is the behavior under test, matching the pattern
already used by the stash round-trip tests.

@ikunkun-sys ikunkun-sys left a comment

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Requesting changes for two current-head issues:

  • An accepted array_tail_preserve value can overflow the array index arithmetic and abort the release CLI.
  • The canonical English and Chinese CLI references omit the new flag and still describe truncate-arrays-at as the maximum retained item count, which no longer matches the head+tail behavior.

Reviewed commit: 9aa96096715aeda89e35e582f934d2fe1fe91f0b.

Validation: Rust 1.91 fmt, workspace all-targets Clippy, workspace tests, API docs, the L1 release suite, and the L2 suite passed on a synthetic merge with current main (dc4a66f0).

let head_limit = self.truncate_arrays_at;
// Truncation drops middle items only when the array exceeds both
// the head limit AND the combined head+tail budget.
let truncate = arr.len() > head_limit && arr.len() > head_limit + self.array_tail_preserve;

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[P2] Prevent array-tail arithmetic from aborting the CLI

array_tail_preserve is accepted from the public CLI as an unrestricted usize, but this addition and the subsequent index subtraction are unchecked. On this head, the following accepted input exits 101 in debug at this line and exits 134 in release after the wrapped value produces an out-of-range slice; the release profile uses panic = "abort":

printf "[1,2,3]\\n" | tokenless compress-response \
  --truncate-arrays-at 1 \
  --array-tail-preserve 18446744073709551615 \
  --no-stash

Thus a caller-provided configuration deterministically terminates the process instead of returning a compression error. The index arithmetic needs to remain within arr for every value the public API and CLI accept.

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Adopted — fixed in 0967d06 (current head 7a0c3c4).

The budget is now computed as head_limit.saturating_add(array_tail_preserve), so the comparison is defined and every index derived from it stays inside arr for any usize the CLI/API accepts: a saturated budget means head+tail covers the array, truncation is skipped, and no item is dropped (consistent with the documented head+tail contract).

Verified with the reported repro:

printf "[1,2,3]\n" | tokenless compress-response \
  --truncate-arrays-at 1 \
  --array-tail-preserve 18446744073709551615 \
  --no-stash
  • Before: debug panics at response_compressor.rs:404 (exit 101); release (panic = "abort") aborts (exit 134)
  • After: exit 0 with [1,2,3] in both debug and release builds

Regression tests added:

  • unit: array_tail_preserve = usize::MAX, and a budget wrapping exactly one past usize::MAX (response_compressor_tests.rs)
  • end-to-end: the exact CLI invocation above (compress_response_array_tail_preserve_max_does_not_abort in cli_integration.rs)

Test summary: tokenless-schema 101 passed; tokenless-cli 258 passed, 2 ignored; runtime/ccr/stats suites all passed; cargo fmt --check clean; cargo clippy --workspace --all-targets -- -D warnings clean (Linux x86_64, rustc 1.94.1).

(Apologies for the earlier malformed reply in this thread — it carried a placeholder body due to a tooling issue. This is the substantive response.)

/// Max array length before truncation
#[arg(long)]
truncate_arrays_at: Option<usize>,
/// Items preserved from the tail of truncated arrays (default: 8)

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[P2] Update the canonical CLI references for the head+tail contract

This flag changes the retained-item contract, but both docs/user-guide/en/token-saving/tokenless/cli-reference.md and its zh counterpart still omit --array-tail-preserve and describe --truncate-arrays-at <n> as the maximum retained item count. With the new default, the command can retain n + 8 items (plus a marker), or the whole array when the head and tail windows cover it. The documentation standard requires CLI/config changes to update the English and Chinese user-guide reference, so users currently cannot discover the opt-out or predict the documented command output.

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Adopted — fixed in 7a0c3c4.

Both references (docs/user-guide/en/token-saving/tokenless/cli-reference.md and the zh version) now:

  • list --array-tail-preserve <n> (default 8) in the compress-response options table
  • reword --truncate-arrays-at <n> as the array length that triggers truncation (first n items kept), instead of "maximum retained array items"
  • add a paragraph stating the head+tail contract: middle items are dropped only when the array exceeds both windows combined, so under the defaults a command can retain n + 8 items plus the marker; every item is retained when the two windows cover the whole array; --array-tail-preserve 0 restores head-only truncation

The CLI help text for --truncate-arrays-at in main.rs was updated to match the same contract.

(Apologies for the earlier malformed reply in this thread — it carried a placeholder body due to a tooling issue. This is the substantive response.)

@Forrest-ly

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已根据本轮 review 意见完成修改,详见各 review comment 的逐条回复:

  • [P2] 数组尾部索引溢出(fc1c05fb):头尾预算改为饱和加法,任何被接受的 array_tail_preserve 取值下索引运算都保持在数组范围内;极端取值等价于头尾窗口覆盖全数组、不丢弃元素。新增单元测试(usize::MAX 与预算回绕组合)和复现报告命令的 CLI 端到端测试。
  • [P2] CLI reference 文档(5c0eaade):中英文 cli-reference 均已补充 --array-tail-preserve(默认 80 为 opt-out),修正 --truncate-arrays-at 的描述,并写明头尾契约(默认最多保留 n + 8 项外加标记;窗口覆盖全数组时全量保留);--help 文案同步对齐。

验证(在当前 head 5c0eaade 上):fmt、workspace all-targets Clippy、workspace 全部测试(580 通过)、API docs、L1 suite(--quick,96 通过)均通过;release(panic = "abort")下执行报告原命令 exit 0,输出 [1,2,3]

@ikunkun-sys 请重新 review,谢谢!

An unconstrained array_tail_preserve (e.g. usize::MAX via --array-tail-preserve) overflowed the
head_limit + array_tail_preserve budget in compress_array, panicking the CLI in debug builds and
aborting release builds (panic = "abort") through the out-of-bounds tail slice. Saturating the
budget keeps every derived index inside the array for any accepted value: a saturated budget means
head+tail covers the array, so no item is dropped. Adds unit and CLI end-to-end regression tests.
The en/zh CLI references still described --truncate-arrays-at as the maximum retained array items
and did not list --array-tail-preserve. Document the new flag and the head+tail contract (up to n +
tail items plus the truncation marker; every item retained when the two windows cover the array),
and align the CLI help text with it.
@Forrest-ly
Forrest-ly force-pushed the fix/tokenless-l2-retention-reporting branch from 5c0eaad to 7a0c3c4 Compare August 20, 2026 13:10

@ikunkun-sys ikunkun-sys left a comment

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Requesting changes for two remaining current-head issues:

  • The L1 response pipeline helper converts every TOON decode error into the pre-TOON compressed JSON, so the end-to-end tests pass even though the committed canonical fixture currently fails non-strict decode at the inserted truncation marker.
  • The existing documentation finding is only partially addressed: both canonical CLI references still say Stash stores array tails, while the implementation now stores the dropped middle segment; the component README summary also does not document the new flag as required by the documentation standard.

The previously reported usize overflow is fixed on this head: the exact debug and release CLI repro now exits 0 and returns [1,2,3].

Reviewed commit: 7a0c3c4.

Validation: Rust 1.91 fmt, workspace all-targets Clippy, workspace tests, API docs, L1/L2 all-targets Clippy and release tests passed on a synthetic merge with live main af87931.

// not a compressor bug.
match toon_format::decode::<Value>(&encoded, &opts) {
Ok(decoded) => decoded,
Err(_) => compressed,

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[P2] Keep TOON decode failures visible to the pipeline tests

This helper is documented as the compress -> TOON encode -> TOON decode path, but every decode error is replaced with the pre-TOON compressed JSON. On this head, the committed response_canonical() fixture deterministically fails non-strict decode at the inserted <... 20 more items truncated> marker, yet all six pipeline tests pass because their assertions inspect this fallback value. The response_toon_roundtrip_known_limitation test also no longer asserts anything about the decoded output. As a result, these tests cannot detect a regression in the combined pipeline even while continuing to report success.

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Adopted — fixed in 7da2da5 (current head 792a01c).

The silent fallback is gone: response_pipeline now returns the raw TOON decode Result, and each test pins the outcome expected for its compressor configuration, so a regression in the combined pipeline fails loudly in either direction.

The canonical fixture exercises three shapes, each pinned with real assertions:

  1. Default config (plain marker BETWEEN head and tail items): non-strict decode fails deterministically — response_pipeline_default_tail_preserve_decode_failure_is_pinned asserts expect_err. If a future TOON or compressor change makes this shape decode, the test fails so expectations are revisited deliberately.
  2. Default config with a stash store: the encoder quotes the stash marker, so the full pipeline round-trips — response_pipeline_stash_marker_roundtrips_intact asserts 41 items (32 head + marker + 8 tail), the stash key surviving intact, and the root keys being recovered.
  3. Head-only config (--array-tail-preserve 0, marker appended after the last kept item): decodes, and now carries the real retention assertions (33 items, item fields, noise dropped). These tests inspect actual decoded output instead of a fallback.

response_toon_roundtrip_known_limitation now asserts on decoded output as well, pinning two known limitations of the head-only shape: root-level keys after the large array are not recovered, and the unquoted plain marker text is truncated to its <... prefix by the round-trip (root cause: the TOON encoder quotes the stash marker but emits the plain marker unquoted, which the decoder does not parse back intact).

Verification (Linux x86_64, rustc 1.94.1, debug): full L1 suite 98 passed / 0 failed across 10 test targets including the rewritten file (8 tests); cargo fmt --check clean; cargo clippy --all-targets -- -D warnings clean. (Note: l1_adversarial_schema::very_deep_nested_schema_does_not_overflow needs a larger test-thread stack in local debug runs — RUST_MIN_STACK=33554432 — and passes in release; pre-existing and unrelated to this change.)

@Forrest-ly

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Both items from this review are addressed at head 792a01c:

  1. TOON decode failures visible to the pipeline tests (P2) — see the reply in that comment thread: the silent fallback was removed and all three decode outcomes of the canonical fixture are pinned with real assertions (commit 7da2da5).

  2. Documentation (commit 792a01c):

    • en/zh cli-reference.md and en/zh configuration-and-privacy.md no longer say Stash stores array tails; all four locations now state that Stash stores the dropped middle segment of truncated arrays while tail items are kept inline.
    • Per the documentation standard (new CLI flag → component README summary + user-guide reference), the component README summaries now document --array-tail-preserve and the head+tail truncation window (en CLI Usage > compress-response; zh Stash/threshold note pointing to the user-guide CLI reference).

Verification: L1 suite 98 passed / 0 failed (Linux x86_64, rustc 1.94.1); cargo fmt --check and cargo clippy --all-targets -- -D warnings clean. Thanks for confirming the usize overflow fix on the previous head.

The pipeline helper converted every TOON decode error into the pre-TOON compressed value, so the
end-to-end assertions inspected the fallback and could not detect a regression in the combined
pipeline. On the current head the canonical fixture fails non-strict decode at the inserted
truncation marker, which the fallback silently masked.

Return the raw decode Result instead and pin each outcome per configuration:
- default config: decode failure at the mid-array marker is asserted (expect_err), so a TOON or
  compressor change that makes the shape decode fails loudly;
- default config with a stash store: the quoted stash marker round-trips intact (32 head + marker
  + 8 tail, stash key and root keys recovered) and is asserted end to end;
- head-only config (marker appended after the last kept item): decodes and carries the real
  retention assertions, including the pinned losses — root keys after the large array are not
  recovered and the unquoted plain marker text is truncated to its '<...' prefix by the
  round-trip.
…tail-preserve in READMEs

The en/zh CLI references and the configuration-and-privacy pages still said Stash stores array
tails; the implementation stashes the dropped middle segment while tail items are kept inline.
Correct all four locations.

Per the documentation standard (new CLI flag -> component README summary + user-guide reference),
also document --array-tail-preserve and the head+tail truncation window in the component README
summaries (en CLI Usage section; zh Stash/threshold note, which points to the user-guide CLI
reference).
@Forrest-ly
Forrest-ly force-pushed the fix/tokenless-l2-retention-reporting branch from 792a01c to bcb504c Compare August 21, 2026 10:55

@ikunkun-sys ikunkun-sys left a comment

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Requesting changes for one current-head correctness issue:

  • The revised L1 test now exposes the default no-Stash response-compression → TOON decode failure, but treats it as an expected success. A supported --no-stash CLI pipeline can produce a TOON candidate that is smaller than the compressed JSON, so compress-toon emits it even though decompress-toon cannot parse it.

The previously reported overflow, canonical documentation gaps, and silent test fallback are fixed on this head.

Reviewed commit: bcb504c40b51b59cf528f7d39604a4d6a8836456.

Validation: Rust 1.89 formatting, workspace/L1/L2 all-targets Clippy, workspace tests, API docs, L1 release suite (98 tests), L2 release suite (42 tests), docs lint, and the exact release overflow regression passed on a synthetic merge with live main (a4cb23ea). The failing no-Stash CLI composition was reproduced against the same merge.

// expectations are revisited deliberately — a silent fallback to the
// compressed value used to hide exactly this kind of shift.
let outcome = response_pipeline(&response_canonical(), ResponseCompressor::new());
outcome.expect_err("pinned known limitation: mid-array marker breaks TOON decode");

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[P2] Do not accept invalid TOON as the expected pipeline outcome

This makes the newly exposed decode failure a passing test, but --no-stash is a supported mode and the size fallback does not always protect it. For example:

p=$(jq -cn '{bad:[range(0;60)|{id:.,value:"x"}],good:[range(0;5)|{identifier:.,repeated_field_alpha:"alpha-value"}],tool:"search",status:"ok"}')
c=$(printf '%s\n' "$p" | tokenless compress-response --no-stash)
t=$(printf '%s\n' "$c" | tokenless compress-toon)
printf '%s\n' "$t" | tokenless decompress-toon

On this head the sizes are 1628 → 1220 → 1148 bytes, so compress-toon emits the TOON candidate, but decompress-toon exits 2 at the mid-array marker (Expected newline or next list item after list item 33). Both compression commands report success while producing output that the paired decoder rejects. The pipeline needs to make the plain marker round-trip or reject/fall back from an undecodable TOON candidate; this test should not require the invalid result.

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Adopted — fixed in f20383a (docs in 60dbcd1; current head 60dbcd1).

Root cause: the plain marker <... N more items truncated> contains no character that the TOON encoder quotes (quoting is triggered by [ ] { } : -, the comma delimiter, quotes, etc.), so it was emitted unquoted and the TOON decoder rejected it — entirely when it sits mid-array (the default head+tail shape), and with corrupted text in the trailing position. The stash marker was unaffected because ,/: inside <<tokenless:KEY>> already force quoting.

Fix: the plain marker now carries a trailing , not stashed clause. It is accurate (the dropped middle segment was not stashed) and it forces the encoder to quote the string, so the marker round-trips intact — the "make the plain marker round-trip" option of the two you outlined.

Verified with your exact repro (Linux x86_64, rustc 1.94.1):

  • sizes 1628 → 1233 → 1163 bytes; compress-toon still emits the TOON candidate
  • decompress-toon now exits 0
  • decoded content checked: tool/status recovered, the truncated array carries 41 entries (32 head + marker + 8 tail) with the marker text intact, untouched arrays intact

Additionally verified that all three truncation shapes (default head+tail, head-only, stash) now decode under strict mode — the exact mode decompress-toon uses — with root-level keys after the array recovered and marker text intact; the head-only shape no longer needs non-strict tolerance either.

Test changes:

  • the L1 pipeline retention tests now decode in strict mode (modeling decompress-toon) and pin round-trip success for every supported shape; the test that pinned the decode failure is gone, as requested
  • a new CLI end-to-end regression test runs the exact compress-response --no-stash → compress-toon → decompress-toon pipeline and asserts the paired decoder accepts the output and the content survives

Suites: tokenless-schema 101 passed; tokenless-cli 259 passed (incl. the new test); L1 97 passed / 0 failed; L2 42 passed; cargo fmt --check clean; cargo clippy --all-targets -- -D warnings clean on the workspace and both benchmark trees.

The plain array-truncation marker '<... N more items truncated>' contains no character the TOON
encoder quotes, so it was emitted unquoted and the TOON decoder rejected it inside compressed
arrays. The supported --no-stash pipeline 'compress-response --no-stash | compress-toon |
decompress-toon' therefore reported success at both compression stages while decompress-toon
exited 2 at the mid-array marker.

Append a trailing ', not stashed' clause to the plain marker. It is factually accurate (the
dropped middle segment was not stashed) and it forces the TOON encoder to quote the string, so
the marker now round-trips intact — the stash marker was already quoted (it contains ',' and
':'), which is why the stash shape was unaffected.

All truncation shapes (default head+tail, head-only, stash) now decode under strict mode — the
exact mode decompress-toon uses — and root-level keys after the array are recovered. The L1
pipeline retention tests switch to strict decode and pin round-trip success for every supported
shape instead of pinning the previous failure; a CLI end-to-end regression test runs the exact
failing pipeline and asserts the paired decoder accepts the output.
…ty note

Reflect the new '<... N more items truncated, not stashed>' marker form in the
response-compression examples and R2 rule, and note in the stash doc that the trailing clause
also keeps the plain marker TOON-safe by forcing the encoder to quote it.
@Forrest-ly
Forrest-ly force-pushed the fix/tokenless-l2-retention-reporting branch from 60dbcd1 to 69c0f6b Compare August 22, 2026 11:11
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