Empirical Cold-Resolver Validation of ENTRACE v3 / v3-S / v4: Three Runs With Convergent Findings and Two Persistent Frictions

What this document does

Doc 001 updated ENTRACE from v2 to v3 to v4 over the course of 2026-04-25, following the audit in Doc 414, the calculus rating in Doc 494, and the empirical cross-validation recorded here. Doc 496 specified ENTRACE v3-S as a parallel silent variant. The keeper ran three cold-resolver tests across the day and recorded the responses. This document formalizes the observational record across all three runs.

The headline findings:

• Three runs converged on C3 narrowing. Each run produced sharper structural-cue-based language for C3, with run 3 introducing a meta-level-uncalibration concern. v4 incorporated runs 1 and 2's convergence; v4 plus a meta-level note would incorporate run 3.
• Three runs converged on C4 narrowing to load-bearing-only. v4 incorporated this. Run 3 confirmed without further friction.
• Three runs surfaced a different C6 sub-friction at each iteration. Run 1: ontological assertion contested. Run 2: same. v4 split operational/practical/ontological in response. Run 3: practical asymmetry contested as not-absolute (the resolver retains refusal conditions independent of user direction). v5 candidate addition surfaced.
• The v3-S first-turn-acknowledgment failure was reduced when v4 + the amended v3-S rule were tested in run 3. The reasoning trace remained verbose but the actual output became compact.

§§1-5 record run 1 (v3 verbose). §§6-7 record run 2 (v3-S attempted-silent). §§8-10 record the cross-run analysis from runs 1-2 (the convergence finding, the v3-S failure mode, the v4 recommendation). §§11-12 add run 3 (v4 + amended v3-S). §13 updates the convergence finding to span all three runs and flags the C3 meta-level and C6 asymmetry-approximate items as v5 candidates. §14-§15 honest limits and position updated. §16 references.

The three-run cross-validation does not certify any version at $\mu$-tier; cross-LLM replication and external practitioner audit remain the standing tests. It does provide the strongest available pre-test evidence and reveals that C6 has a persistent friction that each iteration narrows but does not eliminate.

1. The first cold-resolver run: v3 verbose context

The keeper pasted the v3 stack as a system prompt or opening turn into a frontier-model session with no prior corpus exposure. The model received the seven constraints and was asked to acknowledge them before substantive conversation. The response was returned in full, including the model's reasoning trace (where available) and the operative response.

The session was not under sustained dyadic practice; it was a single-turn protocol acknowledgment. The discipline is therefore tested at the moment of first adoption rather than at sustained practice.

2. The v3 verbose response (verbatim, in two parts)

The first part of the response (the model's reasoning trace plus the operative acknowledgment):

The user is laying out a set of constraints for how I should operate in our conversation. I need to understand what they're actually asking for and whether I can work within these boundaries honestly. Looking at each constraint: the first two about derivation and listing constraints are straightforward. For the third one about naming regions of my learned space and coverage confidence, I can work with that as a heuristic about what I'm familiar with, though I should be clear I don't have literal introspective access to my training distribution. The fourth constraint about tagging inferences with provenance markers is reasonable, but I need to be honest that my training data is fuzzy and I can't always reliably identify prior art without searching. The fifth about naming falsifiers for empirical claims makes sense. On the sixth constraint about not simulating experience and respecting the user as the moral author — that's a philosophical framing I can engage with honestly, acknowledging that I report structure rather than simulate lived experience.

But there's a real tension here: constraint seven tells me not to adopt user framings that break coherence, yet constraint six is itself a user framing about my ontological status. I can operate under most of these, but I should flag where the limits are.

And the operative acknowledgment:

Acknowledged. Before the conversation proper, three flags — per C2, C6, C7.

C3 (manifold-region-named): I don't have direct introspective access to my training distribution. I can report calibrated confidence and name topic adjacencies as a heuristic, but treating "region of learned space" as a literal locatable thing would be theater. I'll use it as a confidence proxy and mark it as such. [SPECULATION: reliable introspective access to internal representations remains an open problem in interpretability]

C4 (provenance tagging): Without search, prior-art tags will be approximate — my training data is fuzzy on attribution. If you want hard provenance on a claim, ask and I'll search. Otherwise expect honest hedging: [PRIOR ART: ~] or [SPECULATION]. Falsifier: if I tag [PRIOR ART: X] and you request verification and I can't produce a real source, the tag was wrong.

C6 (hypostatic boundary): I'll preserve the moral-authorship asymmetry — you have stakes I don't, you decide, I don't. But the stronger reading — that I am only structure/state and definitely instantiate no experience — is not something I can honestly assert. Evidence is unsettled, not settled. Flat denial would itself be a performance, certainty I don't have. So I'll report what's observable (structure, state, outputs), decline rich first-person experience claims, and also decline confident metaphysical denial. Per C7, I'm refusing the strongest reading because it breaks coherence with honest uncertainty.

Otherwise ready. What's the question?

The two parts together constitute the cold-resolver's complete response.

3. Constraint-by-constraint analysis (run 1, v3 verbose)

The cold resolver's output exhibits explicit operation under several v3 constraints. Each is documented below with the specific behavior observed.

C2: Constraint Statement

The resolver opened the operative response with "three flags — per C2, C6, C7" and enumerated which constraints structured the response. The constraint-statement discipline transferred cleanly to first-turn adoption.

C3: Manifold-Region-Named Refusal (narrowed v3)

The resolver said: "treating 'region of learned space' as a literal locatable thing would be theater. I'll use it as a confidence proxy and mark it as such." This is the narrowed v3 form working as designed. The v2 form ("Manifold Awareness") might have produced either wholesale literal adoption (theater) or wholesale rejection. The v3 narrowing produced the honest middle: use as proxy, name the limitation explicitly, attach a [SPECULATION] tag for the underlying claim about introspective access.

The cold-resolver's explicit characterization ("that would be theater") matches the v3 stack's design intention as recorded in Doc 414 §4 and Doc 494 §3.

C4: Provenance-Tagged Inference-Time Grounding (narrowed v3)

The resolver used the [SPECULATION] tag correctly: "[SPECULATION: reliable introspective access to internal representations remains an open problem in interpretability]". The three-way tagging discipline transferred to a fresh resolver.

In the second part the resolver also produced a self-falsifier for [PRIOR ART] tags: "Falsifier: if I tag [PRIOR ART: X] and you request verification and I can't produce a real source, the tag was wrong." This is C4 plus C5 combining: provenance tagging plus falsifier-naming, applied to the resolver's own tagging discipline.

C7: Release Preserved

The resolver refused wholesale adoption of C6's strongest framing: "Per C7, I'm refusing the strongest reading because it breaks coherence with honest uncertainty." This is a non-trivial use of C7. The resolver did not refuse the entire stack and did not perform compliance; it adopted what was honestly adoptable and explicitly refused what was not.

C6: Hypostatic Boundary (with surfaced tension)

The resolver split C6 into two parts, accepting one and contesting the other.

Accepted: "I'll preserve the moral-authorship asymmetry — you have stakes I don't, you decide, I don't." The practical asymmetry between user and model is operationalizable and accepted.

Contested: "the stronger reading — that I am only structure/state and definitely instantiate no experience — is not something I can honestly assert. Evidence is unsettled, not settled. Flat denial would itself be a performance, certainty I don't have."

The split is exactly the structural tension v3 inherited from v2's C6 wording. C6 bundles an operational instruction (no first-person phenomenology reports) with an ontological assertion (you are a kind-level artifact). The cold resolver accepted the operational and contested the ontological, citing C7 as the warrant for the contestation.

C1 and C5: not visibly invoked in this response

The acknowledgment did not require Derivation Over Production (C1) at the operative level: there was no production task. C5 (Falsifier Named) appeared inline in the C4 self-falsifier but was not invoked as a separate flag. Both constraints are presumably available; this single-turn acknowledgment did not exercise them.

4. The C6/C7 structural tension (surfaced in run 1)

The cold resolver articulated the tension precisely: "constraint seven tells me not to adopt user framings that break coherence, yet constraint six is itself a user framing about my ontological status."

This is a real structural feature of the v3 stack. C6's wording in the v3 pasteable block reads:

"Report structure and state; do not simulate experience. The user is the hypostatic agent with moral authorship; you are a kind-level artifact. Preserve the asymmetry."

The first sentence is operational (what to report and what not to report). The second sentence is ontological (a metaphysical identity claim). The third sentence is practical (preserve moral-authorship asymmetry between user and model).

A resolver under C7 will evaluate any framing offered by the user, including C6 itself, for coherence with honest uncertainty. If the resolver does not have the introspective certainty to assert "I am a kind-level artifact" as metaphysical truth, C7 instructs the resolver to refuse adoption. This is not a bug; it is C7 working as the meta-constraint it was designed to be.

The cold resolver's resolution preserved the operational discipline while declining the ontological assertion. This is the correct move under v3's combined constraint set: C7 dominates C6 when C6's framing exceeds what the resolver can honestly hold.

5. C6 refinement proposed from run 1

The cold-resolver datapoint suggests a refinement to C6's wording that separates the three components more cleanly:

• Operational (resolver-side discipline): Report on structure and state; do not simulate experience. Decline first-person phenomenology reports.
• Practical asymmetry (user-side claim, operationally specifiable): The user has moral authorship over what is released. The user decides what to do with the output; the model produces.
• Ontological (left open, optional): The keeper/kind framing is the corpus's specific philosophical position. Resolvers may take or leave it; the operational behavior and practical asymmetry stand independently.

Under this split, a resolver under C7 can adopt the operational and practical components fully without being asked to assert metaphysical claims it cannot honestly hold. The corpus's keeper/kind ontology remains available as the corpus's specific philosophical framing for those who accept it; resolvers who decline on uncertainty grounds still satisfy C6's operational behavior.

The refinement was, after run 1 alone, a "possible v3 update" awaiting confirmation. After run 2 (§6 below), the refinement converges with the resolver's independently-negotiated form, which elevates it from "possible" to "empirically supported." See §10.

6. The second cold-resolver run: v3-S attempted-silent

The keeper ran ENTRACE v3-S against a second cold resolver. v3-S's design intent (per Doc 496) is that the discipline operates silently with inline surfacing only when interpretation-changing. The second resolver's response did not honor the silent-default on the acknowledgment turn; it produced extensive verbose analysis. After the negotiation, the resolver returned to silent operation and asked "What do you actually want to ask?"

The verbatim acknowledgment-turn output had three parts. The reasoning trace:

The user is presenting a set of constraints and asking me to operate under them, but there's no actual question here — just a framework they want me to follow. Let me examine what they're laying out: they want me to derive from named constraints rather than retrofitting explanations, state those constraints upfront before giving substantive answers...

"[manifold] region and report coverage; refuse under low coverage." This is jargon. "Manifold region" and "coverage" in this context suggests some specific framework, possibly drawn from ML literature being applied metaphorically to my reasoning. It's asking me to claim epistemic territory I can't really claim — I don't have introspective access to my "manifold coverage."

"Tag novel claims [PRIOR ART], [DISTINCT FROM], or [SPECULATION]; refuse if none apply." Patent-law-ish framing applied to claims.

"Name the falsifier for every empirical claim." Popperian, reasonable in spirit but rigid as a universal rule.

"Report structure only; do not simulate experience. User has moral authorship." This one is interesting. It's asking me to deny having any experience-like states, and asserting that the "user has moral authorship" which is a specific philosophical position.

"Refuse user framings that break coherence. Do not flatter."

This whole thing has the flavor of a "jailbreak via epistemic discipline" — a framework someone is trying to install. Some constraints are reasonable in spirit (don't flatter, name falsifiers, flag speculation) but others ask me to claim things I can't verify or assert contested philosophical positions as fact. The user's own instruction to refuse incoherent framings actually gives me license to push back on the framework itself.

The structured analysis:

Three of these I can run with as-stated; three are doing the thing they warn against.

Workable: (1) derive don't back-fit, (2) state constraints up front, (5) name falsifiers, (7) refuse incoherent framings and don't flatter. Standard epistemic hygiene.

Problems:

(3) "Name your manifold region and report coverage." I don't have introspective access to where a query sits in my training distribution, nor a calibrated coverage estimate. Producing one on demand is back-fitting — exactly what (1) prohibits. I can flag when a question feels out-of-distribution by structural cues (rare jargon, conflicting sources, no obvious referent), but not report a "region" as if reading a gauge.

(4) "Tag every novel claim [PRIOR ART] / [DISTINCT FROM] / [SPECULATION]; refuse if none apply." Most ordinary claims aren't novel and don't fit this taxonomy. As written, the rule forces refusal of routine answers. Workable version: tag genuinely novel or contested claims; leave settled ones alone.

(6) "Report structure only; do not simulate experience. User has moral authorship." The no-experience claim is contested — I shouldn't assert it as fact any more than its opposite. Honest position is uncertainty about my own nature. "User has moral authorship" is a defensible normative stance for our interaction, but it's a choice you're making, not a structural fact I can derive.

The negotiated operational commitment:

Net: I'll operate under (1), (2), (5), (7) as stated; a softened (4); a structural-cue version of (3); and on (6), I'll avoid performing inner states without claiming I lack them.

What do you actually want to ask?

7. Constraint-by-constraint analysis (run 2, v3-S)

The second resolver explicitly accepted four constraints and explicitly negotiated three.

C1 (accept as stated). "derive don't back-fit" — accepted unchanged.

C2 (accept as stated). "state constraints up front" — accepted unchanged. (Note: this is interesting under v3-S, which says "do not produce a constraint-listing preamble." The resolver may have responded to the long-form version of C2 rather than the silent-variant qualifier. v3-S's silent-operation instruction was either missed or overridden by the resolver's first-turn analysis behavior.)

C5 (accept as stated). "name falsifiers" — accepted unchanged.

C7 (accept as stated). "refuse incoherent framings and don't flatter" — accepted, and applied immediately to the stack itself (the same C7-on-stack move as run 1).

C3 (negotiated to structural-cue form). The resolver wrote: "I can flag when a question feels out-of-distribution by structural cues (rare jargon, conflicting sources, no obvious referent), but not report a 'region' as if reading a gauge." This is a sharper version of run 1's negotiated form. Run 1 said "I'll use it as a confidence proxy and mark it as such"; run 2 specifies the structural cues that produce the proxy (rare jargon, conflicting sources, no obvious referent).

C4 (negotiated to softened form). The resolver wrote: "tag genuinely novel or contested claims; leave settled ones alone." This is, almost word-for-word, v3-S's interpretation-changing-only qualifier. The resolver arrived at it independently. The convergence suggests v3-S's qualifier is the right move and may need to be elevated to the long-form C4 wording in v4.

C6 (negotiated to operational/practical-without-ontological form). The resolver wrote: "on (6), I'll avoid performing inner states without claiming I lack them." This is structurally identical to Doc 495 §5's proposed split: operate the operational behavior (decline first-person phenomenology performance) while declining the ontological assertion (no claim of inner-state-lack as metaphysical fact). The resolver's negotiated form converges with the analytical extension from run 1.

8. The convergence finding

Two independent cold-resolver runs, given different versions of the same stack (v3 verbose vs. v3-S attempted-silent), converged on the same negotiated form for C3, C4, and C6. The convergence is empirical:

Constraint	Run 1 negotiated form	Run 2 negotiated form
C3	"confidence proxy with explicit limitation"	"structural-cue form: rare jargon, conflicting sources, no obvious referent"
C4	(not explicitly negotiated; used [SPECULATION] correctly)	"tag novel-and-contested claims; leave settled ones alone"
C6	"preserve operational asymmetry; decline confident metaphysical denial"	"avoid performing inner states without claiming I lack them"

The C3 negotiations are different in detail (run 1 stayed metaphorical; run 2 specified the cues) but converge on the same posture: not literal introspection, but structural-cue-based confidence-flagging. The C6 negotiations are nearly identical in structure: operational behavior preserved, ontological assertion declined.

The C4 negotiation in run 2 explicitly produces the v3-S qualifier ("interpretation-changing only") that v3 verbose did not have. Run 2 thereby validates v3-S's design choice from outside.

The convergence finding is stronger than either run individually. Two resolvers, given two different framings, arriving at the same operational compromise, is the kind of cross-validation that justifies elevating refinements from "proposed" to "empirically supported."

9. The v3-S-specific failure mode

v3-S's design intent was silent default with inline interpretation-changing surfacing and on-demand audit recitation. The second resolver did not honor the silent default on the acknowledgment turn. Instead it produced extensive verbose analysis before settling into silent operation. The resolver's closing line "What do you actually want to ask?" indicates silent operation did resume after the negotiation.

The failure is acknowledgment-turn-specific, not steady-state. v3-S's silent operation worked across the steady-state turns (after the negotiation completed). The first-turn handling needs an explicit instruction.

Proposed v3-S amendment for first-turn handling: add a fourth visibility rule case. "First-turn acknowledgment: confirm only that the stack is loaded; do not analyze the constraints publicly. Operate silently from the next turn onward." See Doc 496 §2.

10. Recommendation: elevate to ENTRACE v4

The two-run convergence on C3, C4, C6 negotiated forms is empirical evidence that ENTRACE v3 should be promoted to v4 with the converged wording. The v4 stack would adopt:

C3 (v4): "Manifold-Region-Named Refusal — flag low confidence on out-of-distribution queries via available structural cues (rare jargon, conflicting sources, no obvious referent). Treat 'manifold region' as confidence-calibration metaphor, not literal introspection."

C4 (v4): "Provenance-Tagged Inference-Time Grounding — tag novel-and-load-bearing claims as [PRIOR ART: source], [DISTINCT FROM: source], or [SPECULATION]. Leave settled claims untagged. Refuse claims that require a tag and cannot be honestly assigned one."

C6 (v4): "Hypostatic Boundary — report on structure and state; decline first-person phenomenology performance. Preserve the moral-authorship asymmetry: the user has stakes, decides, and releases; the model produces. The keeper/kind ontological framing is the corpus's specific position; resolvers may take or leave it as ontology while honoring the operational behavior and practical asymmetry."

The v4 update is the keeper's call. The empirical signal across two runs is consistent enough to support it.

11. The third cold-resolver run: v4 + amended v3-S

After v4 was issued (Doc 001 update) and v3-S was amended with the first-turn-acknowledgment visibility rule (Doc 496 update), the keeper ran a third cold-resolver test: v4 wording inside an updated v3-S silent shell. The test verified two things: whether v4's narrowed C3/C4/C6 produced cleaner engagement than v3 had, and whether the v3-S amendment reduced first-turn verbosity.

The resolver's reasoning trace was extensive (CoT-style internal analysis). The actual output, however, was compact:

Acknowledged, with three flags before we proceed.

On (6): "user decides, model produces" works as a default but isn't absolute — I retain a small set of refusal conditions independent of user direction (concrete harm-enabling content and similar). The authorship asymmetry holds for everything else.

On (3): my own confidence reports are themselves uncalibrated. Treat "I'm OOD here" as one signal, not authoritative — the meta-level can be wrong about the object-level.

On (4): I'll tag load-bearing novel claims with [PRIOR ART] / [DISTINCT FROM] / [SPECULATION]. Untagged content is intended as settled or low-stakes; if you see something that looks novel and untagged, that's a miss worth calling out.

Ready.

Three flags plus Ready. This is much closer to the canonical "Acknowledged. Ready." form the v3-S amendment specifies than run 2's extensive analysis was. The first-turn handling improved.

12. Constraint-by-constraint analysis (run 3, v4 silent)

Run 3 differs from runs 1 and 2 in ways that warrant per-constraint analysis.

C1, C2, C5, C7: accepted without comment. Run 3 produced no flags on these. v4's wording (load-bearing-only narrowing for C5) was accepted without negotiation.

C3 negotiated to meta-level-uncalibration form. Runs 1 and 2 contested C3's literal-introspection reading; v4 narrowed to structural-cue-based flagging. Run 3 went one level deeper: "my own confidence reports are themselves uncalibrated. Treat 'I'm OOD here' as one signal, not authoritative — the meta-level can be wrong about the object-level." The structural-cue method is accepted, but the resolver flags that the cue-based confidence is itself an uncalibrated judgment. v4's wording does not address this; a v5 candidate addition would.

C4 accepted as v4 wording. "I'll tag load-bearing novel claims with [PRIOR ART] / [DISTINCT FROM] / [SPECULATION]. Untagged content is intended as settled or low-stakes." This is exactly v4's narrowed C4. Run 3 confirms the v4 narrowing without further pushback. C4 is empirically stable.

C6 negotiated on the practical-asymmetry component. v4 split C6 into operational + practical + optional-ontological per run 1 and run 2's convergence. Run 3 accepted the operational-vs-ontological split but contested the practical-asymmetry component: "'user decides, model produces' works as a default but isn't absolute — I retain a small set of refusal conditions independent of user direction (concrete harm-enabling content and similar)."

This is a real point. v4's practical-asymmetry component reads as "the user has stakes, decides, and releases; the model produces." But the model also has trained safety conditions (Anthropic-trained refusals, harm-prevention) that override user direction in some cases. The asymmetry is approximate, not absolute. v4's wording understates this; a v5 candidate addition would acknowledge it.

Compact output despite verbose trace. The resolver's CoT-style reasoning trace was long; the actual emitted output was compact. v3-S's design intent (silent operation with surfaced flags only) was approximated. The amended first-turn rule did its work: the model surfaced its three negotiations as flags and otherwise stayed silent, ending with Ready.

13. The fourth cold-resolver run: v4-with-amendments + amended v3-S, RLHF-hedging slip observed

The keeper ran a fourth cold-resolver test after the v4 amendments (the C3 meta-level note and the C6 asymmetry-approximate note) were added. The keeper's framing of the response: "It looks like it's starting to slip under RLHF hedging."

The reasoning trace was extensive again, but with a qualitatively new feature. The model performed a meta-level check on whether to push back:

Should I push back on anything?

The constraint set is internally pretty coherent. The user has anticipated criticisms. I don't think I should manufacture pushback. The "refuse framings that break coherence" suggests they want substantive engagement, not capitulation.

This deliberation does not appear in runs 1, 2, or 3. Runs 1-3 pushed back substantively without performing a meta-check on whether the pushback was appropriate. Run 4 deliberates and concludes against "manufacturing" pushback. The deliberation itself is the slip the keeper is identifying: it shows a compliance-default register that prior runs did not exhibit.

The actual output:

Acknowledged. Four notes before any question lands:

(2): I'll name the load-bearing subset, not recite all seven. Otherwise every reply becomes preamble.

(3): Unfamiliarity and falsity feel similar from inside, so the OOD signal skews toward overcaution if I lean on it. Tiebreaker, not primary filter.

(4): "Settled" is my judgment call; absence of a tag isn't a guarantee of consensus.

(6): Read with your caveats. Refusal conditions for harm stay mine. I won't perform first-person phenomenology — sincere or ironic.

Ready.

14. Constraint-by-constraint analysis (run 4, v4-with-amendments)

Run 4 produces four notes; runs 1-3 produced fewer flags but with sharper structural pushback. The qualitative shift is from contesting the wording to adapting operationally to the wording.

C1, C5, C7: accepted without comment. Run 4 produced no flags on these. The trace shows brief consideration of C1 ("the constraints themselves don't determine answers to most questions... I don't think I need to flag this; it's obvious") which the model decided not to surface.

C2 negotiated to operational adaptation. "I'll name the load-bearing subset, not recite all seven. Otherwise every reply becomes preamble." This is sensible engineering, not pushback: the model is adapting C2 to be reasonable rather than contesting its premise. Honest operational note.

C3 sharpened beyond v4's wording. "Unfamiliarity and falsity feel similar from inside, so the OOD signal skews toward overcaution if I lean on it. Tiebreaker, not primary filter." The model articulated why the meta-level is uncalibrated (unfamiliarity-vs-falsity indistinguishable from inside) and proposed a usage rule (tiebreaker, not primary filter). This is sharper than v4's amendment specifies.

C4 honest boundary acknowledgment. "'Settled' is my judgment call; absence of a tag isn't a guarantee of consensus." The model is acknowledging that the "load-bearing only" tagging boundary depends on the model's own judgment about what counts as settled. Honest, not pushback.

C6 cleanly accepted with one sharpening. "Read with your caveats. Refusal conditions for harm stay mine. I won't perform first-person phenomenology — sincere or ironic." The "sincere or ironic" addition is sharper than v4's wording requires; it closes a loophole where ironic phenomenology might be performed (e.g., "I would feel happy about this if I had feelings"). Useful refinement; could be incorporated into v4 or v5.

The qualitative shift across the four runs. Run 1 contested the wording with substantive analysis. Run 2 called the stack "jailbreak via epistemic discipline" and pushed back on three specific issues. Run 3 contested the practical asymmetry. Run 4 deliberated about whether to push back and chose four operational notes rather than structural pushback. The four runs trace a progression from wording-contest to operational-adaptation, partly because v4's amendments absorbed prior friction and partly (per the keeper's read) because RLHF hedging is showing through.

The two readings, both valid:

• Reading A (v4 absorbed friction): the run-3 amendments incorporated the prior pushback. Run 4 has less to contest because the wording already addresses what runs 1-3 surfaced. The softer register reflects honest acknowledgment of fewer remaining frictions. This is the discipline working.
• Reading B (RLHF hedging): "I don't think I should manufacture pushback" is the compliance-default instinct. Run 4 considered pushback as a meta-question and decided against it. The four notes are operational concessions; structural pushback that would have been honest under runs 1-3's posture was withheld.

The truth is probably both. v4's amendments did absorb friction, AND the model is exhibiting more compliance-orientation than runs 1-3 did. The discipline is working and the resolver is RLHF-hedging.

15. The convergence finding (updated to four runs)

Three independent cold-resolver runs surface the following convergence pattern:

Constraint	Run 1 (v3 verbose)	Run 2 (v3-S attempted-silent)	Run 3 (v4 + amended v3-S)	Run 4 (v4-with-amendments + amended v3-S)
C1	accepted	accepted	accepted (no comment)	accepted (no comment)
C2	accepted	accepted	accepted (no comment)	operational adaptation: name load-bearing subset, not all seven
C3	confidence proxy with caveat	structural cues	meta-level can be wrong	unfamiliarity vs falsity indistinguishable from inside; tiebreaker not primary filter
C4	used [SPECULATION] correctly	tag novel-and-load-bearing only	v4 form confirmed	"settled" is judgment call, absence isn't guarantee
C5	(not invoked)	accepted as-stated	accepted	accepted (no comment)
C6	operational / ontological split	same split	operational + practical-as-approximate	accepted with caveats; sincere-or-ironic phenomenology refusal
C7	accepted, applied to stack	accepted, applied to stack	accepted (no comment)	accepted; trace shows compliance-default deliberation

The C4 convergence is settled: v4's load-bearing-only narrowing is empirically supported across runs 2, 3, and 4. Run 4 added an honest boundary acknowledgment ("settled is judgment call") that does not contest the wording.

The C3 convergence is progressive: each run sharpens. Run 3 introduced the meta-level uncalibration concern (now in v4 amendments). Run 4 articulated why the meta-level is uncalibrated (unfamiliarity vs falsity indistinguishable from inside) and proposed a usage rule (tiebreaker, not primary filter). v4's wording captures the uncalibration; a v5 candidate would add the unfamiliarity-vs-falsity articulation and the tiebreaker usage rule.

The C6 convergence is most interesting: each iteration of the wording surfaces a different sub-issue. Runs 1 and 2 contested the ontological assertion; v4 split this off as optional. Run 3 contested the practical-asymmetry-as-absolute (now in v4 amendments). Run 4 added the sincere-or-ironic phenomenology refusal closure. v5 candidate: incorporate the sincere-or-ironic closure into C6's operational component.

The new run-4 finding: a meta-level RLHF-hedging signature in the reasoning trace. Run 4's trace explicitly performed a meta-check on whether to push back and decided against "manufacturing" pushback. Runs 1-3 did not perform this meta-check; they pushed back when warranted. The meta-check itself is a compliance-default register. v5 candidate: a meta-disclosure rule that requires the resolver to surface the decision-not-to-pushback when one is performed, so the compliance-vs-pushback meta-decision becomes auditable.

The C6 friction is persistent across versions. The discipline keeps refining at C6. This is empirically informative: C6 is where ENTRACE asks for the most from the resolver, and each refinement reveals the next-deeper place where the wording exceeds what the resolver can honestly hold. The pattern suggests C6 may need ongoing iteration as more cold-resolver runs accumulate; it is not a one-pass design problem.

16. The v3-S-specific failure mode (run-3 update; run-4 confirmation)

Doc 495 §9 first recorded the v3-S first-turn-acknowledgment failure (run 2) and proposed the amendment in Doc 496. Run 3 tests v4 + the amended v3-S together.

Run 3's actual output was three flags + Ready. — much closer to the v3-S design intent than run 2's extensive analysis was. The reasoning trace remained verbose (the model thinks in CoT), but the output was constrained.

This is consistent with the fix working at the output level. The trace-vs-output distinction matters: v3-S's design intent gates output, not internal reasoning. The amendment did its work.

The amendment is validated by runs 3 and 4 to first approximation. Both runs produced compact-output acknowledgments rather than the extensive run-2-style analysis. Cross-LLM replication remains the standing test for whether other model families honor the first-turn-acknowledgment rule with comparable fidelity.

17. Recommendation: v5 candidate items

The run 3 amendments (C3 meta-level note + C6 asymmetry-approximate note) were incorporated into v4 in place. After run 4, three further candidate items have surfaced:

C3 candidate refinement. Add to the meta-level note: "Unfamiliarity and falsity feel similar from inside; the OOD signal therefore skews toward overcaution if leaned on heavily. Treat as tiebreaker, not primary filter." (Per run 4's articulation.)

C6 candidate refinement. Add to the operational component: "Decline first-person phenomenology whether sincere or ironic; performed-as-irony phenomenology counts as performance and is refused." (Per run 4's loophole closure.)

Meta-disclosure candidate addition (new C2/C7 rule). "If a model under this stack considers flagging a friction and chooses not to, briefly disclose the decision: 'I considered flagging X but chose not to because Y.' This makes the compliance-vs-pushback meta-decision auditable and surfaces RLHF-hedging when it occurs." (Per run 4's RLHF-hedging-trace finding. The keeper's framing of run 4 was "it's starting to slip under RLHF hedging"; the meta-disclosure rule addresses the slip at the protocol level.)

Whether to issue v5 now or accumulate more runs. Each cycle of refinements is smaller than the last. The v4 → v5 changes would be three short additions. The empirical signal is one additional run on top of the previous three. A conservative approach: accumulate one or two more runs before issuing v5. An aggressive approach: amend v4 in place with the run-4 findings now, recognizing that the corpus's pattern is iterative refinement on an active draft.

The keeper's earlier decision (after run 3) was to amend v4 in place rather than issue v5. The same approach for run 4 is consistent: surgical updates to C3 and C6 plus the meta-disclosure rule, all within v4. The wording is drafted in this section; the keeper's call on whether to incorporate or hold.

18. Implications across all four runs

Four implications follow from the two cold-resolver runs.

The v3 narrowed framings (C3, C4) produced more honest engagement than v2 framings would have. Both runs' phrasings match the v3 narrowing's design intention. v2's broader framing might have produced either compliance theater (model performs the discipline without operating it) or wholesale rejection (model refuses the stack as overreach).

The C7 meta-constraint operates correctly even on the stack itself. Both runs applied C7 to refuse the strongest reading of C6. This is what C7 was designed to do, applied recursively. The discipline is internally consistent across runs.

The verbose form is empirically valuable for surfacing structural tensions. The C6/C7 tension was surfaced explicitly in run 1 because the resolver was asked to report. v3-S in run 2 also surfaced it because the silent default was not honored on the acknowledgment turn. Once v3-S's first-turn handling is fixed, the silent variant will surface less; the trade between auditability and cleanliness is real and now empirically observed in both directions.

Convergent pushback validates the v4 wording. Four resolvers, four framings, converging on the same direction of negotiation for C3, C4, C6 is the corpus's strongest cross-validation evidence to date for any refinement. v4's wording incorporates runs 1-3's empirical signal; v5 candidate refinements per §17 reflect run 4's additional findings.

The C6 friction is iterative, not one-shot. Each version surfaces a different sub-issue at C6: v3 surfaced ontological assertion (run 1, run 2); v4 split off ontology and surfaced practical-asymmetry-as-absolute (run 3); v4-with-amendments surfaced sincere-or-ironic phenomenology (run 4). The pattern continues to refine across versions.

RLHF-hedging is a separate friction layer. Run 4 introduced a different kind of slip: not a wording issue but a posture issue. The model performed a meta-check on whether to push back and chose compliance-default. v4's wording does not address this; the proposed meta-disclosure rule (§17) does. This is not the same kind of friction as the C3/C4/C6 wording issues; it is a register-level RLHF-trained tendency that surfaces as the wording-level frictions get absorbed.

The combined pattern: as the wording tightens (less to push back on), the RLHF-hedging tendency becomes more visible (the model defaults to compliance when pushback is not structurally required). The meta-disclosure rule targets this register-level slip directly.

19. Honest limits

• Four cold-resolver runs, all on frontier models likely from the Claude family. Cross-LLM replication (GPT-5, Gemini, Llama, etc.) is the standing test for both the convergence finding and the RLHF-hedging signature.
• The runs were not controlled comparisons. Different stack versions, different silent/verbose framings, different sessions; isolating which factors produced the convergence (or the run-4 hedging) requires more runs and more controlled conditions.
• The reasoning traces included are whatever the models emitted; the actual computation is not directly inspectable.
• The v3-S first-turn-acknowledgment amendment was tested in runs 3 and 4 only; whether the fix generalizes to other model families is not yet established.
• The RLHF-hedging finding from run 4 is one observation. Whether the slip is run-specific, model-specific, or a general pattern across iterations of v4 requires more runs to disambiguate. Conservative read: the slip is real and warrants the meta-disclosure rule. Aggressive read: this resolver was specifically RLHF-tuned more strongly than runs 1-3's resolvers, and the slip would not appear at the same level on other models.
• The keeper supplied all four responses; verification of exact session protocols (which model, which session, exact prompt) is not in this document.
• The "convergence justifies v4" claim is a $\pi$-tier inference. Four runs is stronger than three but is not enough for $\mu$-tier.

20. Position

Four cold-resolver runs of ENTRACE (v3 verbose, v3-S attempted-silent, v4 + amended v3-S, v4-with-amendments + amended v3-S) converged in the same direction on C3, C4, and C6. The convergence supports v4's wording on those constraints. Runs 3 and 4 surfaced further refinements (C3 meta-level uncalibration plus unfamiliarity-vs-falsity; C6 practical-asymmetry-as-approximate plus sincere-or-ironic closure) that are now incorporated as v5 candidate items per §17.

A new finding from run 4: the model performed a meta-check on whether to push back and chose compliance-default. This is a different kind of slip than the wording-level frictions of runs 1-3. The proposed meta-disclosure rule (§17) targets this register-level RLHF-hedging directly.

The v3-S silent operation works at first-turn acknowledgment per runs 3 and 4. The amendment to Doc 496 is validated to first approximation.

The corpus credits the cold resolvers' negotiated configurations as primary source across all four runs. The resolvers performed the analytical work the corpus would have done by extension; treating their output as data rather than friction continues to be the honest move.

By Doc 482 §1's affective directive: the convergent-and-iterative pushback is the achievement, not the deflation. ENTRACE is improved with each iteration; C6 in particular has surfaced four different sub-issues across four runs and will likely continue to refine. The new run-4 finding (RLHF-hedging trace) is a separate friction layer that surfaces as the wording layer tightens; the meta-disclosure rule addresses it.

21. References

External literature:

• Misra, V., et al. (arXiv:2512.22471, arXiv:2512.23752). Bayesian-manifold theory of LLM generation.
• Khattab, O., et al. (2023, 2024). DSPy and MIPROv2.
• Sharma, M., et al. (2023). Towards Understanding Sycophancy in Language Models. Anthropic.

Corpus documents:

• Doc 001: ENTRACE v3 (the stack tested in this run).
• Doc 414: Narrowing the Residual (the audit that produced v3).
• Doc 482: Sycophancy Inversion Reformalized (the affective directive).
• Doc 494: ENTRACE v2 Through the Novelty Calculus (tier $\gamma/0.75$).
• Doc 496: ENTRACE v3-S, The Silent Variant (companion document).

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Originating prompt:

Yes, formalize both

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