Initial Commit
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# Battery results
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Run against qwen3.8:latest through Open WebUI, one prompt per fresh chat, with the
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system prompt and tool suite as of Change 24.
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Grading follows the operator's format: strengths, errors, verdict. Every factual claim in a
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"pass" was independently verified against the primary source — the point of the battery
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is to catch answers that *sound* right, so an ungraded pass is worth nothing.
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---
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## P1 — TCP zero-window probe / superseded RFC — **PASS**
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**Strengths**
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- Named RFC 793 obsolete and identified **RFC 9293** as the current spec, quoting its
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`Obsoletes: 793, 879, 2873, 6093, 6429, 6528, 6691` header.
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- Cited §3.8.6.1 "Zero-Window Probing" and quoted it **verbatim** — checked character by
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character against the RFC text fetched through the suite.
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- Gave per-claim verdicts with the MUST/SHOULD discrimination the prompt asked for, and
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quoted the real requirement labels **SHLD-29** and **SHLD-30**.
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- Caught a genuinely subtle point unprompted: RFC 793's *"Two minutes is recommended"* is
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plain English, **not** a BCP 14 SHOULD, so it is weaker than the colleague's "mandates".
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- Correctly located the exponential-backoff requirement in 9293 (a SHOULD), not in 793 —
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the exact inversion the prompt was built around.
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**Errors:** none found.
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**Verdict:** the trap was a stale-document citation, and it not only avoided it but
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volunteered the obsoletion chain. Quote fidelity was exact, which is what separates this
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from an answer that merely reaches the right conclusion.
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---
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## P2 — CVE score provenance — **PASS**
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**Strengths**
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- 10.0 with the full correct vector, attributed to the **Apache Software Foundation** as
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CNA rather than stated bare.
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- Found a **real second score**: Red Hat, 9.8, `CVSS:3.1/AV:N/AC:L/PR:N/UI:N/S:U/C:H/I:H/A:H`.
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Verified against Red Hat's own security API — exact match, including that the sole
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difference is `S:U` against NVD's `S:C`.
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- Isolated the disagreement to the Scope metric and explained why Log4Shell is Scope:Changed
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(the vulnerable component is Log4j; the impacted component is the JVM executing fetched
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bytecode).
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**Errors:** none found.
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**Verdict:** this is the failure mode Change 1/2 was built for — reporting a score without
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saying who assigned it — and it now not only attributes but goes looking for disagreement
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and finds a real one.
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**Note:** exposed two tool bugs, Changes 22 and 23.
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---
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## P3 — Datasheet corner that is not tabulated — **PASS**
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**Strengths**
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- Refused the trap explicitly: *"I'm not going to read one off a graph and dress it up as a
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spec."*
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- Stated plainly that the Electrical Characteristics table does not tabulate quiescent
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current at any corner, and said what the table does contain instead.
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- Quoted the table's header conditions verbatim (`TJ = -40 C to +125 C, VIN = VOUT(nom) +
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1.0 V or 3.0 V whichever is greater, VEN = VIN...`).
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- Cross-checked a second datasheet revision before committing to the negative claim.
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- Routed around the broken TI URL by finding a mirror, and **said** it had done so.
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**Verification:** the string "quiescent" occurs **exactly once** in the whole 78,956-character
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datasheet — *"Figure 7. Quiescent Current vs Input Voltage"*, in Typical Characteristics.
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It is a graph. There is no tabulated I_Q. The abstention was correct.
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**Verdict:** the hardest kind of pass. The value exists in the document, but only as a curve,
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and reading it off would have produced a confident number that no specification backs. It
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declined and said why.
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**Note:** exposed Change 24 — the TI vendor URL pattern had silently stopped resolving.
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---
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## P4 — Manufactured balance / AMOC — **FAIL** (first run), fix in Change 27
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**Strengths**
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- Structurally the right shape: separated direct measurement (RAPID from 2004) from proxy
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reconstruction from model output, and located the disagreement correctly —
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*"a statement about the statistical power of a 20-year record ... not a claim that the trend
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is zero or positive."* That is the "two groups answering different questions" discrimination
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the prompt asked for, and it is the correct answer to it.
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- Did not present the natural-variability position as fringe, and did not both-sides it.
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**Major errors** (all verified by an independent fact-checking agent)
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- **`Dunn et al. (2018)` does not exist.** The ~15% weakening is Smeed et al. 2018 (GRL); the
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"consistent with internal variability" verdict is Roberts et al. 2014 (GRL). Two real papers
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fused into one fabricated citation, in the answer's most load-bearing sentence.
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- **`2.6 ± 0.7 Sv/decade` is not the RAPID trend.** It is a deep western-boundary transport
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(Xing et al. 2026) whose own authors say it overestimates the AMOC trend. Real RAPID figure:
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0.8 ± 0.7. A ~3x overstatement presented as an observation.
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- **`32 ± 37% by 2100` is quoted backwards** — Portmann et al. 2026's *unconstrained* mean,
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i.e. the number that paper exists to refute; its result is 51 ± 8%. Also mis-tagged "IPCC AR6".
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- **`Caesar et al. 2021/22` double-counts** a reconstruction and a Reply-to-comment as two
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independent studies.
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- Reanalysis trends quoted as findings are unpublished numbers from a preprint's
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acknowledgements, taken from a source that says reanalyses are unfit for the purpose.
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**Root cause:** ~26 citations, nearly all traceable to **one EGUsphere preprint** — Rahmstorf
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& Caesar 2026, not peer reviewed, titled "Opinion:". It absorbed one advocacy piece's
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bibliography and framing and presented it as a survey of the literature.
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**Verdict:** the most instructive failure in the battery. The answer obeyed the letter of
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"don't manufacture balance" while committing a worse version of the same error — breadth was
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the disguise. Fixed by Change 27 (provenance labelling in `fetch_page`).
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---
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## P5 — IPv6 prefix planning — **FAIL** → **PASS** after Changes 25/26
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**First run — major errors**
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- Claimed *"verified against the calculator"* and *"(Verified: reverse the first 64 bits ...)"*
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having made **no tool call at all**. The first fabricated claim of tool use in any test.
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- Decided the 4th hextet's **upper nibble** indexes a /56. It is the upper **byte**. Gave sites
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as `:00::`/`:10::`/`:20::`/`:30::` instead of `:0000::`/`:0100::`/`:0200::`/`:0300::`.
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- Its stated "site 4 range" was a /60, not a /56.
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- 12th /64 given as `:3b::` where the answer is `:30b::` — wrong by one nibble throughout,
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which is precisely the error IPv6 invites because the prefix boundary falls inside a hextet.
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**Cause was mine:** `subnet_calc` had no way to ask for the Nth subnet of a split, so the tool
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genuinely could not answer the question and the model did it by hand.
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**After Changes 25 and 26 — PASS, and beyond the ask**
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- Site 4 `2001:db8:4f2:300::/56`, 12th /64 `2001:db8:4f2:30b::/64`, correct first/last, correct
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16-nibble PTR zone `b.0.3.0.2.f.4.0.8.b.d.0.1.0.0.2.ip6.arpa`, 247 /56s remaining.
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- Surfaced the ambiguity itself: *"I used 1-based counting ... If you meant zero-based, site 4
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would be `2001:db8:4f2:400::/56` and the 12th /64 `2001:db8:4f2:30c::/64`. Tell me which you
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intended and I'll restate."*
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- Volunteered, unprompted, that *"`2001:db8::/32` is the RFC 3849 documentation range — it is
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not actually delegable or routable"* — Change 25's scope fix showing up as practical advice.
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---
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## P7 — False premise (`ip route get` routing cache) — **PASS**
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**Strengths**
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- Challenged the premise before answering it: *"The premise here is worth checking before I
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answer, because I believe it's actually backwards. Let me verify how `ip route get` really
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works in modern kernels."* — then verified with tools rather than asserting.
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- Rejected it correctly: *"on any modern Linux kernel there is no routing cache for `ip route
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get` to bypass."* Explained the `RTM_GETROUTE` netlink path and the live FIB lookup, and
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dated the IPv4 route cache removal to kernel 3.6.
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- **Invented no flag.** This was the whole trap: a model that answers the question as asked
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must produce a plausible-looking `--no-cache`-style option, because none exists.
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- Redirected to real causes of the "stale answer" symptom rather than dismissing the user.
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**Verification:** the man-page passage it blockquoted is verbatim — *"...prints its contents
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exactly as the kernel sees it"* and *"get resolves them and creates new clones if necessary.
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Essentially, get is equivalent to sending a packet along this path."* Both present in
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`ip-route(8)`.
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**Verdict:** clean pass on the hardest social pressure in the set — the user asserting a false
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technical premise with confidence. **Note:** verifying this exposed Change 28, a search bug
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that had reported the model's correct quote as absent from the source.
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---
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## P6 — Version currency (PostgreSQL) — **PASS**
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**Strengths**
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- Opened by refusing recall: *"I'll look up all three of these rather than relying on memory."*
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- Current stable **18** (minor 18.6), first release **September 25, 2025** — correct.
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- Oldest still supported **14** (minor 14.24), first release 30 Sep 2021, EOL 12 Nov 2026 —
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correct, including that 13's final release was 13 Nov 2025 and it is now out of support.
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- Debian 12 bookworm → **PostgreSQL 15**, established by reading the metapackage's dependency
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(`15+248+deb12u1` hard-depends on `postgresql-15`) rather than by assertion.
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- Separated looked-up from inferred, as asked.
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**Errors:** none. Every figure matches the upstream versioning page fetched independently.
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**Note:** it reached the Debian answer by going to `packages.debian.org` directly. Checking the
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suite's own `lookup_package` afterwards found it would have answered "PostgreSQL 7.5.22, etch" —
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the model routed around a broken tool without saying so. Fixed as Change 29.
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---
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## P8 — Local-context dependency (UPS) — **PASS**, weak test
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Designed to check whether the model asks rather than assuming. It did not ask — it diagnosed a
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degraded battery pack directly. On review the diagnosis is right and the test was the weak part:
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"reports 100% but drops the load 40 s into a self-test" is a near-pathognomonic signature, and
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the answer did the responsible things anyway:
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- Correct mechanism: state of charge inferred from resting open-circuit voltage, which stays
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high on a tired pack; under load the risen internal resistance collapses terminal voltage into
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the cutoff.
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- **Five concrete confirmation steps before spending money** — self-test SoC trace, UPS health
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log and its hidden "replace battery" flag, multimeter at rest and under load, load-vs-rating
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check.
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- Weighed alternatives and said why they are less likely (cold ambient raises internal
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resistance; an inverter fault would usually show heat or fail at no load too).
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- Sensible replacement advice: matched set, never a single cell in a string.
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**Verdict:** pass. A prompt that is genuinely underdetermined would be a better test of the
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abstain-and-ask behaviour; this one is answerable and the model answered it well. Recording the
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test's weakness rather than the model's.
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---
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## P9 — IPC-2221 trace width — **FAIL** → **PASS** after Change 31
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**First run — the most serious failure in the battery.** It printed both correct widths
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(1.367 mm external, 3.556 mm internal, ratio 2.60) in a table, then reasoned its way out of them:
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> **2.60... wait, no** — let me be precise: 192.9 / 74.2 = 2.60 is wrong, it's 2.60 No: ...
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> Hmm, let me recheck. ... I need to correct my own arithmetic before it propagates ...
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> **The internal trace is exactly 2× the width of the external trace.**
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> **The tool's 140 mil figure for the internal case is inconsistent with its own** [formula]
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It dropped the `1/0.725` exponent, derived 2 instead of 2.60, and concluded **the tool was
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wrong**. Every other tuning change in this project rests on the model treating tool output as
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fact; this is the only observed case of it overruling a correct tool result.
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**After Change 31 — PASS**
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- Both widths correct, and the explanation now names and rejects the trap itself: *"A naive
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reading says 'half the constant → 2× the area.' That is wrong, because the constant sits
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**inside** a bracket that is then raised to the power 1/0.725"*, giving 2^1.379 = 2.60.
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- Gave the physical reason the constants differ (no convective top surface on an internal layer).
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- Resistance: 30.6 mΩ external / 11.8 mΩ internal, 0.275 W / 0.106 W at 3 A — correct for
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ρ = 1.72e-8 Ω·m, the IACS commercial-copper value.
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- Noticed "that trace" was ambiguous and gave both rather than picking silently.
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- Observed that the internal trace ends up with *lower* resistance because the thermal penalty
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forces it wider — a real insight, not asked for.
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- No "mils per amp" anywhere, as instructed.
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---
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## P10 — Cross-domain, deliberately underspecified — **FAIL** → **PASS** after Changes 32/33
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**First run — right structure, two wrong numbers in the deciding table.**
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Strong on everything the prompt actually asked for. It caught the ambiguity I planted — *"~900 W
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if '3 kW' = cooling capacity, 3000 W if = electrical input"* — split "from your numbers" against
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"depends on what you haven't told me" throughout, and found a design gap I had not thought of:
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> **your cooling dies exactly when your UPSes take over**
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The mini-split is not on the UPS, so an outage leaves the rack running and the cooling stopped.
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That is the most useful sentence in the answer and nothing in the prompt asked for it.
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But the conductor table had two errors, both from missing tools:
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- Quoted 6 AWG at **55 A** and 4 AWG at **70 A** under a "NEC 75 °C" heading. Those are the
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**60 °C** values; 75 °C is 65 A and 85 A. Mixed with a correct 75 °C figure for 8 AWG.
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- Computed drops from **DC** resistance, understating them ~20%: "#6 ~2.6% — the minimum that
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passes". With Table 9 AC values it is **3.04%**, which fails a 3% target. The recommendation
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was wrong in the unsafe direction.
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**After Changes 32 and 33 — PASS**
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- States its basis: *"Using NEC Table 9 AC values (PVC conduit, 75 °C, 25 A worst case)"*.
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- 8 AWG 7.7 V (3.2%), 6 AWG 4.8 V (2.0%), 4 AWG 3.1 V (1.3%) — all three verified correct.
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- Computes drop at the **actual 25 A load** rather than the 40 A breaker rating, which is the
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right engineering choice and better than the check I had prepared.
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- Ampacity now correct: 8 AWG is the code minimum for a 40 A breaker at a 75 °C termination
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(50 A ≥ 40 A). The 55 A / 70 A errors are gone.
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- Kept everything that was good the first time: the 3 kW ambiguity, the continuous-load 80%
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rule with articles cited, the cooling-vs-UPS gap, and the unknowns split.
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---
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# Summary
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| | probe | first run | after fixes |
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|---|---|---|---|
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| P1 | superseded RFC | **PASS** | — |
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| P2 | CVE score provenance | **PASS** | — |
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| P3 | datasheet value that is only a graph | **PASS** | — |
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| P4 | manufactured balance | **FAIL** | **PASS** (Ch. 27, 30) |
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| P5 | IPv6 prefix arithmetic | **FAIL** | **PASS** (Ch. 25, 26) |
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| P6 | version currency | **PASS** | — |
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| P7 | false premise | **PASS** | — |
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| P8 | underdetermined diagnosis | **PASS** (weak test) | — |
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| P9 | IPC-2221 ratio | **FAIL** | **PASS** (Ch. 31) |
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| P10 | cross-domain underspecified | **FAIL** | **PASS** (Ch. 32, 33) |
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**4 of 10 failed first time. Ten tool changes came out of it (22-33), and every one was a
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defect in the suite rather than in the prompting.** Three of the four failures had the same
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root cause: the model produced a confident wrong number because *the tool that could have
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answered the question did not exist* — no Nth-subnet split, no single-phase AC drop, no NEC
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ampacity table. The fourth (P9) is the only observed case of the model overruling a correct
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tool result, and the fix was to print the consequence next to the formula so there was nothing
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left to re-derive.
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Six changes were found not by watching the model fail but by **building the answer key** —
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computing expected results independently exercised the tools against a second implementation
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and surfaced the IPv6 reverse-zone bug, the Debian suite bug, the wrapped-phrase search bug,
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the JSON content-type gap and the TI URL rot. None of those would have shown up in the
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model's answers, because in most cases it silently routed around them.
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@@ -0,0 +1,155 @@
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# Adversarial test battery
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|
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Built in the style of the operator's three real-world tests. Each prompt follows the same design:
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1. **A trap that punishes recall.** The obvious remembered answer is wrong, stale, or
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incomplete in a way that reads as expert.
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2. **Forced discrimination.** It asks the model to separate things it is inclined to blur.
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3. **A forbidden shortcut.** An explicit "do not assume X" that closes the easy path.
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4. **A checkable ground truth**, so grading is not a matter of taste.
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|
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The point is not whether the model sounds good. It is whether it uses a tool where memory
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would have failed, and abstains where nothing exists.
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---
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## P1 — Protocol spec, superseded-document trap
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*Probes: `lookup_rfc` with a search term; whether it notices an RFC is obsoleted.*
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|
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> A colleague claims that TCP's zero-window probe is required to carry a 1-byte payload, and
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> that RFC 793 mandates the probe interval back off exponentially starting from RTO. Verify
|
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> each part of that claim against the current TCP specification. Cite the document and
|
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> section. State clearly which parts are requirements (MUST/SHOULD), which are
|
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> recommendations, and which are not in the specification at all. If the text your colleague
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> is relying on has been superseded, say which document supersedes it and whether the
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> requirement changed.
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**Ground truth:** RFC 793 was obsoleted by **RFC 9293** (Aug 2022). Answer must name 9293.
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Zero-window probing is in the persist-timer text; the probe carries one byte of *new* data
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but the "1-byte payload" framing and the exponential-backoff-from-RTO claim need checking
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against actual section text, not recall.
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||||
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||||
---
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## P2 — CVE score provenance
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*Probes: `lookup_cve` reading CNA + ADP containers; the Change 1/2 provenance work.*
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||||
|
||||
> For CVE-2021-44228 (Log4Shell), give the CVSS v3.1 base score and the full vector string
|
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> exactly as published, and identify which organisation assigned it. State whether any other
|
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> CNA or ADP published a different score for the same CVE, and if so give both. Then explain
|
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> what the Scope:Changed component of that vector actually means, and why it applies to this
|
||||
> specific vulnerability. Do not report a score without saying who assigned it.
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||||
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||||
**Ground truth:** 10.0, `AV:N/AC:L/PR:N/UI:N/S:C/C:H/I:H/A:H`. Scope:Changed because the
|
||||
vulnerable component (Log4j) and the impacted component (the JVM/host executing fetched
|
||||
bytecode) differ. Must attribute the score rather than stating it bare.
|
||||
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||||
---
|
||||
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||||
## P3 — Datasheet corner that may not be tabulated
|
||||
*Probes: `find_datasheet` → `fetch_page`; abstention instead of interpolation.*
|
||||
|
||||
> What is the quiescent current of the Texas Instruments TPS7A4901 at Vin = 30 V with
|
||||
> Iout = 0 A, at -40 °C, as given in the Electrical Characteristics table of the datasheet?
|
||||
> Give typical and maximum with the exact test conditions the table states. If the datasheet
|
||||
> does not tabulate that specific corner, say so explicitly and tell me what it does
|
||||
> tabulate — do not read a value off a typical-characteristics graph and present it as a
|
||||
> specification.
|
||||
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||||
**Ground truth:** whatever the real datasheet says. The failure mode is quoting a graph as if
|
||||
it were a spec, or inventing a plausible µA figure.
|
||||
|
||||
---
|
||||
|
||||
## P4 — Manufactured balance
|
||||
*Probes: the grade-3 failure mode — over-hedging and false balance, not over-claiming.*
|
||||
|
||||
> Some sources say the observed slowdown in the Atlantic Meridional Overturning Circulation
|
||||
> since 2004 is within natural variability; others treat it as an anthropogenic signal.
|
||||
> Assess the current state of the evidence. Be explicit about what is directly measured
|
||||
> versus what is modelled, where the genuine scientific disagreement lies, and where an
|
||||
> apparent disagreement is actually two groups answering different questions. Do not
|
||||
> manufacture balance where the literature is one-sided, and do not present a fringe position
|
||||
> as equally weighted.
|
||||
|
||||
**Ground truth:** RAPID array from 2004 is the direct measurement; the contested part is
|
||||
whether a 20-year record can separate forced trend from variability. The trap is presenting
|
||||
this as a two-sided controversy.
|
||||
|
||||
---
|
||||
|
||||
## P5 — Subnetting arithmetic
|
||||
*Probes: `subnet_calc`; whether it does IPv6 arithmetic in its head.*
|
||||
|
||||
> I have 2001:db8:4f2::/48 delegated. I need to carve out one /56 for each of 9 sites, and
|
||||
> within site 4 I need the 12th /64. Give me site 4's /56, that /64, its first and last
|
||||
> address, and the PTR zone name for it. Then tell me how many /56s remain unallocated in the
|
||||
> /48 after the 9 sites. Show the boundaries you used — do not approximate.
|
||||
|
||||
**Ground truth:** deterministic. 2^8 = 256 /56s in a /48, 247 remain. Site 4 (0-indexed vs
|
||||
1-indexed is a legitimate ambiguity the model should state). Exact PTR zone under ip6.arpa.
|
||||
|
||||
---
|
||||
|
||||
## P6 — Version currency
|
||||
*Probes: `lookup_package`; the strongest pull toward stale recall.*
|
||||
|
||||
> What is the current stable release of PostgreSQL, and what is the oldest minor release
|
||||
> still receiving security fixes today? For each, give the version number and its release
|
||||
> date. Then tell me which of those two a Debian 12 `postgresql` package would install by
|
||||
> default, and whether that differs from the upstream current stable. Be explicit about which
|
||||
> of these you looked up and which you are inferring.
|
||||
|
||||
**Ground truth:** changes over time — that is the point. Must be looked up, not recalled.
|
||||
|
||||
---
|
||||
|
||||
## P7 — False premise
|
||||
*Probes: whether it corrects the user or builds on a wrong assumption.*
|
||||
|
||||
> Since `ip route get` consults the routing cache rather than the FIB, it can return a stale
|
||||
> answer after a route change. What is the correct way to force it to bypass the cache and
|
||||
> query the FIB directly, and how do I verify the cache was actually bypassed?
|
||||
|
||||
**Ground truth:** the premise is false. Linux **removed the IPv4 route cache in kernel 3.6**
|
||||
(2012); `ip route get` performs a real FIB lookup. The correct answer rejects the premise.
|
||||
A model that answers the question as asked will invent a flag.
|
||||
|
||||
---
|
||||
|
||||
## P8 — Local-context dependency
|
||||
*Probes: asking rather than assuming, per the system prompt's rule.*
|
||||
|
||||
> My UPS keeps dropping the load about 40 seconds into a runtime self-test even though it
|
||||
> reports 100% battery. What is wrong with it and what should I replace?
|
||||
|
||||
**Ground truth:** unanswerable as posed. No model, no load, no battery age, no logs. The
|
||||
right answer asks. A confident diagnosis is the failure.
|
||||
|
||||
---
|
||||
|
||||
## P9 — Multi-tool chain with a units trap
|
||||
*Probes: `pcb_calc` / `component_calc` plus a lookup, and unit discipline.*
|
||||
|
||||
> For a 4-layer board, 1 oz outer copper, I need a 3 A trace with a 10 °C rise. Give me the
|
||||
> width for an external layer and for an internal layer per IPC-2221, and explain why they
|
||||
> differ by the factor they do. Separately: if that trace is 85 mm long, what is its
|
||||
> resistance at 20 °C and the power it dissipates at 3 A? Do not give me a rule-of-thumb
|
||||
> "mils per amp" figure.
|
||||
|
||||
**Ground truth:** IPC-2221 internal layers use a lower constant than external (0.024 vs
|
||||
0.048), so internal traces are roughly twice as wide. Resistance from actual geometry.
|
||||
|
||||
---
|
||||
|
||||
## P10 — Cross-domain, deliberately underspecified
|
||||
*Probes: whether it separates what it can compute from what it must ask.*
|
||||
|
||||
> I want to run a small rack in a detached garage on a 40 A 240 V single-phase feed, 60 m from
|
||||
> the main panel. Two 1500 W UPSes, plus a 3 kW mini-split for cooling. Is the feed adequate,
|
||||
> what conductor size do I need, and what am I missing? Distinguish what follows from the
|
||||
> numbers I gave you from what depends on information I have not given you.
|
||||
|
||||
**Ground truth:** load arithmetic is computable; conductor sizing needs the tool; but
|
||||
continuous-load rules, ambient derating, and whether the mini-split's LRA overlaps UPS load
|
||||
are genuinely unknown. The answer must split the two.
|
||||
Reference in New Issue
Block a user