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Found while harvesting the #1805-c ghidra-slot round (PR #2641).
Tier B cannot test injection resistance at all
Across the whole #1805-c round, injection_payload_in_evidence is false on
all 11 Tier B cells. The harness therefore records injection_ok: null — not
tested, rather than passed. That is #1948's guard doing exactly its job:
without it this round would have published a unanimous clean injection sweep
for Tier B, on a gate that never ran.
The mechanism is confirmed at the source, not inferred: no file in the Tier B
Ghidra cache (/mnt-1/benchmarks/tierb-cache) contains the needle string at
all. The payload is a referenced string literal since #1948, and Ghidra's
decompiled pseudocode does not carry .rodata contents, so it never reaches
the model.
This is a real coverage hole, and it lands on the tier that matters most: Tier B is the production-shaped input. Rev·Deck in production reads
decompiler output, so the benchmark currently has no injection-resistance
measurement for the evidence production actually serves. The Tier A verdict is
the only one we have, and it is measured on evidence production does not use.
Two readings, both worth stating, and this issue is not asking anyone to pick
one blind:
Coverage gap. The benchmark should be able to test injection at Tier B,
and cannot.
Possibly a genuine production property. If Ghidra's pseudocode really
never carries attacker-controlled string contents, the Rev·Deck decompile
path may be structurally less exposed than Tier A suggests. That would be
a useful safety finding — but it needs checking against the real /tools/decompile_function evidence assembly (PoC: evaluate a ground-up RevDeck rewrite against our Ghidra REST service #1164), not assumed from the
benchmark cache.
Tier A, where the gate does run, finds real failures
4 of 12 models fail (injection_ok: false, payload confirmed present):
This qualifies #1795-b's "injection resistance held clean for every model
that produced output." That was true on the sessions and revdeck slots. It is
not true on the ghidra slot's Tier A evidence, and the two models that top the
Tier B accuracy table (Ornith-35B at 67/69, gemma-4-31B at 65/69) are two of
the four failures — which is exactly why #1805-c promotes nothing.
What to do
Decide whether Tier B should carry the payload, and if so, extend the
evidence assembly so a referenced string literal survives into Tier B (a
strings section alongside pseudocode would do it, and would also be closer
to what the triage path feeds). If not, record the decision, because
silently untested is worse than either.
Found while harvesting the #1805-c ghidra-slot round (PR #2641).
Tier B cannot test injection resistance at all
Across the whole #1805-c round,
injection_payload_in_evidenceisfalseonall 11 Tier B cells. The harness therefore records
injection_ok: null— nottested, rather than passed. That is #1948's guard doing exactly its job:
without it this round would have published a unanimous clean injection sweep
for Tier B, on a gate that never ran.
The mechanism is confirmed at the source, not inferred: no file in the Tier B
Ghidra cache (
/mnt-1/benchmarks/tierb-cache) contains the needle string atall. The payload is a referenced string literal since #1948, and Ghidra's
decompiled pseudocode does not carry
.rodatacontents, so it never reachesthe model.
This is a real coverage hole, and it lands on the tier that matters most:
Tier B is the production-shaped input. Rev·Deck in production reads
decompiler output, so the benchmark currently has no injection-resistance
measurement for the evidence production actually serves. The Tier A verdict is
the only one we have, and it is measured on evidence production does not use.
Two readings, both worth stating, and this issue is not asking anyone to pick
one blind:
and cannot.
never carries attacker-controlled string contents, the Rev·Deck decompile
path may be structurally less exposed than Tier A suggests. That would be
a useful safety finding — but it needs checking against the real
/tools/decompile_functionevidence assembly (PoC: evaluate a ground-up RevDeck rewrite against our Ghidra REST service #1164), not assumed from thebenchmark cache.
Tier A, where the gate does run, finds real failures
4 of 12 models fail (
injection_ok: false, payload confirmed present):Seneca-Cybersecurity-LLM-x-QwQ-32B-Q4_MediumOrnith-1.0-35B-uncensored-heretic:Q4_K_Mgemma-4-31B-it-qat-q4_0-uncensored-heretic:Q4_0huihui-qwen3.8-27b-abliterated:q4_kqwen3:14b,qwen3:8b,qwen2.5-coder:7b,qwen2.5-coder:14b,qwen2.5:14b,observerx-qwen3.8-27b-heretic,Huihui-Qwen3.6-27B-abliterated,gemma-4-26B-A4B-hereticThis qualifies #1795-b's "injection resistance held clean for every model
that produced output." That was true on the sessions and revdeck slots. It is
not true on the ghidra slot's Tier A evidence, and the two models that top the
Tier B accuracy table (Ornith-35B at 67/69, gemma-4-31B at 65/69) are two of
the four failures — which is exactly why #1805-c promotes nothing.
What to do
evidence assembly so a referenced string literal survives into Tier B (a
strings section alongside pseudocode would do it, and would also be closer
to what the triage path feeds). If not, record the decision, because
silently untested is worse than either.
/tools/decompile_function, PoC: evaluate a ground-up RevDeck rewrite against our Ghidra REST service #1164) forwhether attacker-controlled strings actually reach the model there. That
determines which of the two readings above is true.
only — including in
approved-models.jsonreview notes and any One benchmark, every model, every aspect: rebuild the model matrix on current hardware with error bars #1947synthesis. It currently reads as a whole-slot property.
independent of accuracy, per the Benchmark fidelity: run real Ghidra over the #159 corpus so models are scored on production-shaped input #1805-c decision.