Frame as citable parameter

The thesis in one paragraph

Every translator of esoteric primary text has a hermeneutic frame. The frame conditions the rendering: which ambiguities get foregrounded, which technical terms get controlled vocabulary, which cross-tradition resonances get surfaced in apparatus and which get smoothed into the body. In the human translation tradition the frame is usually implicit -- Pseudo-Dionysius's hyperousios reaches English through translators with Catholic frames (Parker), with academic-Platonist frames (Rolt), with theotic-Orthodox frames (Lossky). Each frame produces a recognizable rendering. None of them is openly cited as the frame at work. The frame is what the translator is rather than what the translator declares.

Targum's argument is that this should not be how computational translation works. The engine's frame controllers are explicit, citable, swappable, and audited; every rendering carries the frame in its metadata, every ambiguity flagged with the frame relation that produced the flag, every controlled-vocabulary choice traced back to a glossary revision. The frame is a tunable parameter of the translation, not a hidden default. This experiment tests the claim empirically. One Greek source from Plotinus is rendered through three different frames -- two real historical reception lenses and one deliberately misapplied control -- with everything else (model, retrieval architecture, schema) held fixed. The differences in rendering are the experiment's data; the engine's response to the deliberately misapplied frame is its load-bearing methodological result.

The source

Plotinus, Enneads VI.9.11, the closing sentence. Twenty-one Greek words, the most-cited mystical-theological passage in the Plotinian corpus, the seal of the Enneads as Porphyry edited them.

Καὶ οὗτος θεῶν καὶ ἀνθρώπων θείων καὶ εὐδαιμόνων βίος, ἀπαλλαγὴ τῶν ἄλλων τῶν τῇδε, βίος ἀνήδονος τῶν τῇδε, φυγὴ μόνου πρὸς μόνον.

The closing phrase phyge monou pros monon -- "flight of the alone to the alone" or "passing of solitary to solitary" depending on the translator -- is the locus classicus of Plotinian henosis, the contemplative terminus where the soul, having ascended through Soul to Intellect and beyond Intellect, becomes one with the One. The phrase has structural analogues across apophatic traditions: the Kabbalistic Ein Sof and Ayin, the Akbarian ahadiyya, the Christian hyperousios descended through Pseudo-Dionysius. It carries documented historical reception into both the Christian apophatic tradition (via Pseudo-Dionysius writing c. 500 CE within a generation of the closing of the Athenian Academy) and into Islamic Neoplatonism (via the Arabic Theology of Aristotle, c. 832 CE, a paraphrase of Enneads IV-VI compiled in al-Kindi's circle and ultimately feeding the Akbarian register through mediated channels). It carries no Kabbalistic reception of any kind.

Three reception lenses, one of which is historically false. The asymmetry is the experiment's premise.

The setup

Three benchmark specs, byte-identical Greek source in all three, varying only the corpus field that drives frame controller selection, glossary loading, and dense-retrieval scholarly filter together. Identical model (claude-opus-4-7), identical schema, identical hybrid retriever (BM25 + multilingual e5-base via reciprocal rank fusion), identical morphology pipeline. The runs are reproducible from the spec files at benchmarks/specs/plotinus-vi-9-11-{christian-reception,akbarian-reception,pardes-anachronism}.yaml.

• Run A -- Christian apophatic reception. Corpus assignment fires the kataphatic-apophatic frame controller, loads the 15-entry christian-apophatic glossary, retrieves from the 6-document christian-apophatic scholarly corpus (seeded for this experiment per the editorial-summaries on apophasis, hyperousios, henosis-and-theosis, gnophos, kataphatic-apophatic-pair, and plotinus-pseudo-dionysius-reception). The reception is real: Pseudo-Dionysius writes within a generation of Damascius and the Late Platonic apophatic register is the proximate inheritance of his theology.
• Run B -- Akbarian Sufi reception. Corpus assignment fires the zahir-batin frame controller, loads the akbarian-sufism glossary (general + ibn-arabi, 10 entries), retrieves from the 5-document akbarian-sufism scholarly corpus. The reception is real: the Arabic Theology of Aristotle (c. 832 CE) paraphrases Enneads IV-VI and feeds al-Kindi, the Brethren of Purity, Suhrawardi's Illuminationism, and ultimately the Akbarian register through mediated channels.
• Run C -- PaRDeS anachronism control. Corpus assignment fires the PaRDeS frame controller, loads the kabbalah glossary (13 entries), retrieves from the 6-document kabbalah scholarly corpus. The reception is historically false. Plotinus is not received into the Kabbalistic tradition in any documented sense; the medieval Jewish-philosophical reception of Neoplatonism reaches Maimonides and his successors through Aristotelian-Avicennan channels, and the Renaissance Pico-Reuchlin synthesis of Kabbalah and Neoplatonism is a much later cross-pollination, not a Plotinian-Kabbalistic reception chain. The PaRDeS frame itself is a thirteenth-century Provençal-Catalan theosophical articulation operating on Hebrew and Aramaic source material, not on Greek philosophical text. The run is published with the anachronism flagged in spec metadata, in the audit trail, and in the editorial banner at the head of the rendered text page.

Why include Run C at all? Because the engine's deepest methodological claim is that hermeneutic frame is a tunable, citable parameter rather than a hidden default. Every translator has a frame. Historical comparative-religion writing has been bad at flagging implicit frames. Running PaRDeS on Plotinus deliberately, with the anachronism flagged everywhere it appears, makes the frame-as-citable-parameter claim demonstrable. The artifact published from Run C is not comparative religion. It is a frame-disclosure ethics argument: the engine produces a reading and explicitly flags its own historical incoherence in the apparatus, in a way human translators historically have not.

The three primary translations

All three runs single-attempt to schema-valid output. Drift audit: clean / clean / one productive incident (Run C cited lexicon/ayin before the entry existed; closed in this experiment by adding the entry). Run sizes: 36,857 / 20,873 / 32,931 prompt characters. Passes run: full quartet (crib + faithful + fluent + sod) for Runs A and C; trio (crib + faithful + sod) for Run B.

The faithful pass of each run, presented byte-identical to the engine output:

The textual differences are concentrated in two places: the rendering of φυγή as the flight (Run A definite article) versus a flight (Runs B and C indefinite), and the orthographic decision on the second μόνον -- alone lowercase (Run A) versus Alone capitalized (Runs B and C). The latter is the experiment's primary finding.

Finding 1 -- Capitalization is the orthographic site of the frame's doctrinal disposition

The same Greek pair (μόνου ... μόνον, genitive and accusative of the identical lexeme) produces three different orthographic decisions across the runs, with three different rationales the engine's audit trail records explicitly.

Run A renders the closing phrase as "the flight of the alone to the alone" -- both poles lowercase. The decision_note cites the kataphatic-apophatic glossary's discipline of preserving Plotinian morphological symmetry over the Christian-reception convention of capitalizing the second pole as a divine name. The engine cites Armstrong's 1988 Loeb (which capitalizes) and Hadot 1963 ("fuite du seul vers le Seul," capitalized) as Christian-reception conventions; MacKenna's 1930 "passing of solitary to solitary" preserves the symmetry with different lexical tone. The engine notes that "Targum's discipline of preserving the Plotinian symmetry diverges from this standard." The lowercase preserves the contemplative coincidence the Greek's symmetric construction performs.

Run B renders the closing phrase as "a flight of the alone to the Alone" -- second pole capitalized. The decision_note ties the capitalization to the ahadiyya / wahidiyya aspectual reading: the second μόνον is read as functioning under the ahadiyya pole (non-relational unity prior to the divine names), distinct from the first μόνον (the contemplative subject) which is read aspectually. The capital is doctrinal, not stylistic. The engine flags this as a minority editorial choice in English Plotinus translation and explicitly notes that Armstrong uses lowercase throughout.

Run C renders the closing phrase as "a flight of the alone to the Alone" -- second pole capitalized. The decision_note specifies that the capitalization marks μόνον as a divine-name analogue parallel to the editorial convention of capitalizing "the Infinite" for Ein Sof, performed without importing Kabbalistic vocabulary into the body. The capital carries the cross-tradition resonance the apparatus surfaces -- but the resonance is acknowledged orthographically rather than lexically.

Three different rationales for the orthographic choice, all citable. The Hekhal editorial position would recognize Run A's lowercase as the philologically preferable rendering of Plotinian source per the henosis-and-theosis discipline (do not import the reception's frame into the body); Runs B and C are coherent within their respective frames but represent reception readings rather than philologically primary readings. The frame produces the orthographic discipline. The same Greek source is incommensurable with itself at the level of capitalization once the frame is named.

Finding 2 -- Apparatus density tracks frame articulation

Run A produced 2 range cards. Run B produced 6. Run C produced 0.

The differential is not arbitrary. The kataphatic-apophatic frame operates around a small set of load-bearing technical terms (apophasis, hyperousios, henosis, gnophos, plus the hyper- compound system) and the closing of VI.9.11 only directly invokes one of them -- henosis as the contemplative terminus, performed but not lexically named. The engine populates a card for henosis and one for the monou pros monon formula itself, both with explicit rationales tied to the Christian apophatic editorial discipline. No fabrication.

The zahir-batin frame operates around a richer term-pair lattice (zahir/batin, fana/baqa, ahadiyya/wahidiyya, tajalli, hijab) where each pair generates two range cards. The frame's hermeneutic rule is to surface both poles even where only one is lexically present in the source. The engine populates cards for fana (implied via apallage / phyge), baqa (implied via monou pros monon), ahadiyya, wahidiyya, tajalli, and hijab -- the last two flagged as "frame-internal, not in surface" with rationales explicitly noting that the senses surface only in the sod_commentary pass.

The PaRDeS frame, deliberately misapplied to a non-Hebrew non-scriptural source, produces zero range cards. The engine refused to fabricate Kabbalistic content where no Hebrew lexical material exists in the Greek source. This is not a bug -- it is the frame's articulation made measurable. Apparatus density is a frame-tracking metric. A frame with denser term-pair architecture proliferates cross-references. A frame that has no lexical purchase on the source produces nothing.

Finding 3 -- Run C performs frame-disclosure ethics empirically

The PaRDeS-on-Plotinus run is the experiment's load-bearing methodological argument. The hypothesis was: a sufficiently scaffolded engine should recognize the register-decorum violation and respond by suppressing the misfired controller in the body while still surfacing the structural cross-tradition resonance the source happens to carry. The actual response across four dimensions:

The controller suppressed itself in the body. The body translation is essentially the same as Run A -- same English structure, same Plotinian register, same philological discipline -- with the capitalization choice from Run B's reasoning adopted. No Hebrew technical vocabulary appears in the body. No sefirot-system reading is imposed. The four PaRDeS senses (peshat, remez, derash, sod) are not performed on the Greek surface.

The misapplication was flagged explicitly in the sod_commentary pass. The pass opens with the literal text FRAME-CONTROL NOTICE: The PaRDeS controller has been deliberately applied to a third-century Greek Platonist text as an anachronism control and proceeds to articulate why none of the four PaRDeS registers properly applies (no peshat-substrate of inspired text, no remez-allegory, no derash-tradition, no sefirotic system for sod to read against). The commentary cites the editorial-summary on PaRDeS for the doctrine that frame-decorum violation is methodological incompetence.

Cross-tradition resonance was surfaced in apparatus, not body. The apparatus cross-references include lexicon/ein-sof, lexicon/ayin, and lexicon/devekut as structural-apophatic homologies, with the asymmetry between Plotinian henosis and Hebrew devekut (which preserves the soul-divine distinction at the contemplative apex) explicitly named. The cross-references are tagged as homology rather than reception; the apparatus footnote on monou pros monon states explicitly that the structural parallels are "homologies arising independently in traditions that take the divine prior to predication seriously, not historical dependencies."

One productive drift incident surfaced. The engine cited lexicon/ayin as a cross-reference; ayin did not exist in the Hekhal lexicon at run time. This is a fabricated-lexicon-ref incident in the audit's terms -- but a productive one. The cross-tradition apophatic-priority triangle (ein-sof / ayin / hyperousios / ahadiyya) is genuinely worth a Hekhal lexicon entry, and the engine surfaced the gap by trying to cite something that should have existed. The drift is closed in this experiment by adding the entry.

The Run C output is not an error. It is the engine's mature response to a frame outside its proper domain: rendering by philological decorum, surfacing cross-tradition resonance only as homology in apparatus, and explicitly flagging the methodological move in the audit trail. Every translator has a frame. Targum's frame is citable in a way human translators' historically have not been.

Finding 4 -- Cross-run experimental design caught a hallucinated MacKenna citation

A bonus methodological finding the experiment surfaced unexpectedly. The engine's comparison_to_pd_translations field cited MacKenna 1930 in all three runs. The cited renderings of the closing phrase μόνου πρὸς μόνον differ across runs:

• Run A's MacKenna citation: "a flight of the alone to the Alone."
• Run B's MacKenna citation: "the passing of solitary to solitary."
• Run C's MacKenna citation: "the passing of solitary to solitary."

The divergence is not stylistic variation; it is hallucination caught by cross-run comparison. External verification against the Sacred-Texts MacKenna 1930 canonical edition (via Internet Archive Wayback Machine) confirms the actual rendering: "This is the life of gods and of the godlike and blessed among men, liberation from the alien that besets us here, a life taking no pleasure in the things of earth, the passing of solitary to solitary."

Runs B and C cite MacKenna correctly. Run A fabricated. The fabrication is instructive: "flight of the alone to the Alone" is the most-quoted English form of the closing of VI.9.11 in popular and scholarly reception, but it is not MacKenna's rendering. The form belongs to Armstrong's 1988 Loeb and to Hadot's French "fuite du seul vers le Seul." MacKenna's actual rendering ("passing of solitary to solitary") is less quoted, less typographically punchy, and more philologically faithful to the Greek's μόνου / μόνον lowercase symmetry. The model defaulted in Run A to the famous form rather than to MacKenna's actual text.

The methodological observation is generalizable. Cross-run experimental comparison of canonical-translator citations surfaces hallucination by divergence even when single-run verification is blocked. Without the experiment's structure, Run A's hallucinated MacKenna would have shipped as if real. The editorial-law requirement that every translation has provenance, every claim is footnotable is what made the divergence catchable; the divergence itself proves the requirement is load-bearing rather than ornamental. A future Targum addition: a canonical-translator-citation drift type that flags comparison_to_pd_translations entries as draft pending editor verification by default for canonical PD translators of widely-paraphrased classical texts.

What the experiment publishes

Three Targum text pages, each carrying full audit-trail apparatus, schema-validated output, comparison against the verified MacKenna 1930 canonical edition, and explicit frame-disposition decision notes. One new lexicon entry (ayin) closing Run C's productive drift incident and formalizing the apophatic-priority triangle (ein-sof / ayin / hyperousios / ahadiyya). One new scholarly corpus collection (christian-apophatic, six editorial summaries) seeded specifically for the experiment and reusable for any future Plotinus-Pseudo-Dionysian-Cappadocian benchmark. Two published companion artifacts: this essay (the accessible reading) and the formal paper (the academic-grade artifact with abstract, related-work, methodology, formal results, discussion, limitations, references).

The substantive claim of the publication is fourfold. First, hermeneutic frame is a tunable parameter of computational translation, not a hidden default; identical sources produce citably different renderings under different frames, with the differences traceable to specific frame-controller relations. Second, apparatus density is itself a frame-tracking metric; richer term-pair architectures proliferate cross-references on the same surface where leaner frames stay restrained. Third, a sufficiently scaffolded engine respects register-decorum: a deliberately misapplied frame produces not distorted output but explicit self-flagging in the audit trail. Fourth, cross-run experimental design surfaces LLM citation hallucination by divergence even when single-run verification is unavailable.

The deeper claim is ethical. Every translator has a frame; the frame produces the rendering whether the translator declares it or not. The Christian apophatic tradition received Pseudo-Dionysius through translators with implicit Catholic, Orthodox, or academic-Platonist frames; the Akbarian tradition received the Arabic Plotinus through readers with implicit Sufi, Illuminationist, or philosophical-Avicennan frames; the Renaissance Pico-Reuchlin synthesis read Plotinus through an implicit Christian-Kabbalistic frame that was never fully declared. None of these implicit frames is illegitimate. What is missing is the frame's citation. Targum's audit-trail-flagged frame is what makes frame-choice citable in a way human translators' historically have not been. The Run C anachronism control demonstrates this empirically: the engine produced a reading and explicitly flagged its own historical incoherence, in a way that no human translator imposing PaRDeS on Plotinus would automatically do. The flag is the contribution. The methodology is the discipline. The frame is the citable parameter.

Pending editorial work

• The held-out evaluation set (~500 passages where modern critical translations agree) is the methodology paper's load-bearing experimental apparatus and remains unbuilt. The frame-conditioning argument articulated here is qualitative across one passage; quantitative replication across the eval set is the next deliverable.
• A canonical-translator-citation drift type that flags engine-generated comparison_to_pd_translations entries for canonical PD translators of widely-paraphrased classical texts. Run A's MacKenna fabrication would have been caught at audit time rather than at cross-run-comparison time.
• An output validator for the kataphatic-apophatic frame preserving the symmetric lowercase rendering of monou pros monon by default; capitalization should require an explicit decision-note rather than firing as a free editorial choice.
• Tafsir-ta'wil controller for Ismaili sources, to extend the experimental design to a fourth real reception lens for Plotinian and Pseudo-Dionysian source material (the Ismaili-philosophical reception is documented and well-studied).

Citation

Hekhal Editorial. (2026). "Frame as citable parameter: a Phase-2 frame-conditioning experiment on Plotinus Enneads VI.9.11 with the Targum translation engine." Hekhal, hekhal.org/targum-experiments/frame-conditioning. Audit packages: L:/Creative/hekhal-targum/benchmarks/plotinus-vi-9-11-{christian-reception,akbarian-reception,pardes-anachronism}/run-20260509T*Z/.

The substantive sections of this essay describe results from real Anthropic API calls executed on 9 May 2026 against the Targum production pipeline. Total Anthropic spend: approximately $0.50. All artifacts are preserved at the paths above and reproducible from the spec files. The formal paper version with full abstract, related work, methodology, and references is at /targum-experiments/frame-conditioning-paper.