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Sample Review: Susskind et al.

See a real AI-generated peer review of the paper "Complexity Equals Action" by Brown, Roberts, Susskind, Swingle, and Zhao (Physical Review Letters). This is exactly what our system produces.

PEER REVIEW REPORT

Article: “Complexity Equals Action”

Author(s): Adam R. Brown, Daniel A. Roberts, Leonard Susskind, Brian Swingle, and Ying Zhao

Decision: Recommended for publication after revision

1. Summary

This paper proposes a new holographic duality, called the Complexity-Action (CA) conjecture, which posits that the quantum computational complexity of a holographic boundary state is equal to the gravitational action of the Wheeler-DeWitt (WDW) patch divided by πℏ. The WDW patch is defined as the union of all spacelike slices in the bulk that are anchored at a given boundary time. The conjecture is motivated by and represents a significant refinement of an earlier proposal (complexity-volume duality) which related complexity to the volume of the Einstein-Rosen bridge. The authors test the conjecture for neutral, charged (Reissner-Nordström), and rotating (BTZ) black holes in Anti-de Sitter space, as well as black holes perturbed by static shells and null shock waves, finding in each case that the rate of change of the WDW action saturates Lloyd’s conjectured bound on the rate of computation (dC/dt ≤ 2M/πℏ). The paper further discusses the nuances arising for large, highly charged black holes, where an apparent violation of the complexity bound is argued to signal the development of hair in UV-complete theories. The authors conclude that the CA conjecture is a more natural and universal framework than the complexity-volume proposal, eliminates arbitrary length-scale ambiguities, and provides a natural setting for understanding black holes as the fastest computers in nature.

2. Novelty Assessment

The CA conjecture represents a genuine and significant conceptual advance over the prior complexity-volume (CV) conjecture of Stanford and Susskind (2014). The specific novelty is threefold. First, the identification of the WDW patch action—rather than an extremal spatial volume—as the holographic dual of complexity removes the ambiguity of choosing an arbitrary length scale (ℓₐₓₗ for large black holes, Schwarzschild radius for small ones) that plagued the CV conjecture. Second, the universality of the result dAction/dt = 2M for neutral black holes of any size and in any number of dimensions is a non-trivial and previously unknown result with direct implications for Lloyd’s bound. Third, the extension to charged and rotating cases, with the natural generalization of the complexity bound to dC/dt ≤ (2/πℏ)[(M−μQ)−(M−μQ)_gs], is a new and testable prediction. The approach builds on a well-established research program (holographic complexity, AdS/CFT, tensor networks) but offers a genuinely new organizing principle. Comparable prior work (CV duality) is properly cited and distinguished. The paper is therefore appropriately positioned as a substantial contribution rather than an incremental one. The companion paper (Ref. [9]) contains the detailed calculations, which is a mild limitation of the present letter but is standard practice for PRL-style publications.

3. Relevance Assessment

The topic sits at the intersection of quantum gravity, quantum information theory, and condensed matter physics, all of which are highly active fields. The question of what geometric quantity is dual to computational complexity is central to understanding the emergence of spacetime from entanglement and to resolving the black hole information paradox. The connection to Lloyd’s bound on computation provides a concrete, potentially falsifiable link between quantum gravity and quantum information. The practical significance includes a new diagnostic tool for identifying when a black hole develops hair and for understanding firewalls and horizon transparency. The theoretical significance is high: if correct, the conjecture implies that gravitational action—one of the most fundamental quantities in physics—has a direct quantum-information-theoretic interpretation. The timing is appropriate given the rapid development of holographic complexity research since 2014.

4. Structure Assessment

The paper is published as a Physical Review Letters (PRL) article, which has a distinct format from a standard APA-structured manuscript. It does not contain explicit sections labeled Introduction, Methods, Results, Discussion, and Conclusion. Instead, it follows the PRL convention of a flowing narrative with diamond separators (♦♦♦♦) marking major transitions. Within this format, the logical flow is generally clear: motivation and conjecture statement → neutral black holes → charged black holes → rotating black holes → large charged black holes (hair discussion) → shock wave and static shell perturbations → discussion and outlook. The abstract is concise and appropriately summarizes the content. References (35 in total) are comprehensive and well-chosen. The main structural limitation, appropriate to a PRL letter, is that all detailed derivations are deferred to the companion paper [9], making independent verification of the key results impossible from this document alone. From a strict APA standpoint, the paper lacks explicit section headers, a formal literature review section, and a methods section, but these omissions are consistent with the journal’s format requirements.

5. Methodology Assessment

The methodology is primarily analytical (pen-and-paper gravitational calculations in general relativity and AdS/CFT). The core method—computing the on-shell gravitational action of the WDW patch using the Einstein-Maxwell action with York-Gibbons-Hawking boundary terms—is well-established and appropriate. The use of a regulator to handle UV divergences at the AdS boundary is acknowledged and correctly noted not to affect the time derivative of the action. The authors correctly identify and discuss the nontrivial cancellations between bulk (EH) and boundary (YGH) terms. The scope of tests is appropriate for a letter: neutral, rotating (2+1D), small charged (3+1D), large charged (3+1D), plus perturbative tests with shock waves and static shells. The discussion of large RN black holes is notably careful—the authors acknowledge an apparent violation and provide a physically motivated resolution via hair formation, turning it into a diagnostic tool rather than a counterexample. A limitation, explicitly acknowledged, is that results are derived in the limit of strong coupling (two-derivative bulk gravity), and higher-derivative corrections relevant to less strongly coupled theories are left for future work. The reproducibility of the key results depends entirely on the companion paper [9], as no derivations are presented here.

6. Identified Errors and Comments

Logical3
Arithmetic3
Spelling5
Punctuation6
Table2
Style7
Total errors26
6.1. Logical Errors
#LocationError DescriptionRecommendation
1Eq. (2) and surrounding textThe logical step from Eq. (1) to Eq. (2) by multiplying and dividing by ℓ_AdS is algebraically trivial and does not by itself motivate replacing W/(Gℓ²_AdS) with Action/πℏ. The authors note that 1/ℓ²_AdS is proportional to the cosmological constant Λ, so Eq. (2) is proportional to VΛ/G ~ (Action contribution from cosmological constant term), but this is only one term in the full action (Eq. 4). The inferential leap to identifying the full WDW action with complexity is not adequately justified by this algebraic manipulation alone. The motivation is heuristic rather than deductive, which is acceptable for a conjecture but should be stated more explicitly.The authors should clarify that Eq. (2) serves only as heuristic motivation for the conjecture and that the true justification rests on the subsequent tests. A sentence such as ‘This algebraic rewriting, while not a derivation, motivates us to consider whether the full bulk action of the WDW patch might serve as the complexity dual’ would improve logical transparency.
2Discussion of large charged black holesThe authors present an apparent violation of the complexity bound (Eq. 11 >> Eq. 10 near extremality) and resolve it by invoking hair formation. However, the resolution is conditional (‘all Reissner-Nordstrom-AdS-type large charged black holes that can be embedded in UV-complete theories must develop hair’) and the authors admit this ‘does not seem impossible’ rather than proven. The logical structure implies that any case where the CA conjecture appears violated can be explained away by invoking new physics (hair), which could make the conjecture unfalsifiable in practice if the hair argument is always available as a rescue.The authors should more explicitly delineate the conditions under which the hair argument applies and, ideally, provide a criterion (independent of the complexity conjecture) for when hair must form. Without this, the argument risks being circular: hair is required because the bound must hold, and the bound holds because hair forms.
3Footnote 1This statement claims universality (‘all systems’) based on tests performed only on black hole solutions in AdS. Extending the claim to ‘all systems’ is an overreach not supported by the evidence presented.Restrict the universality claim to the systems actually tested: ‘the same coefficient determines the complexity-action relation for all black holes studied here.’ The extension to all physical systems should be flagged as a conjecture requiring further evidence.
6.2. Arithmetic Errors
#LocationError DescriptionRecommendation
1Eq. (8)For a BTZ black hole in 2+1-dimensional AdS, the identity M − ΩJ = √(M² − J²/ℓ²_AdS) is a specific algebraic identity for the BTZ metric parameters. While this identity is correct for the BTZ black hole, its derivation is not shown and a reader unfamiliar with BTZ thermodynamics cannot verify it from the text. The exact form of this identity depends on the normalization convention used. The paper does not specify which convention is employed, creating potential ambiguity.The authors should specify the normalization convention for BTZ mass and angular momentum and verify that the stated equality holds in that convention, or provide an intermediate step.
2Eq. (9)For a Reissner-Nordström black hole, the chemical potential is μ = Q/r₊. The claim that M − μQ = √(M² − Q²/G) for a small RN-AdS black hole is a non-trivial identity. Without showing the intermediate steps or specifying units clearly, this equality is difficult to verify from the text alone.Provide the intermediate algebraic steps connecting M − μQ to √(M² − Q²/G) for the small RN-AdS black hole, or cite Ref. [9] explicitly for this derivation with a pointer to the relevant equation.
3Eq. (10) and (11)The dimensional analysis of the expression for MQ should be checked. The exponent structure ‘(G³)^(−1/4)’ is dimensionally unusual. The expression mixes gravitational and electromagnetic units in a way that is not transparent without specifying the unit system.Clarify the unit system used for Eq. (10) and verify the dimensional consistency of the expression for MQ. Provide a brief derivation or citation to Ref. [9] for this specific formula.
6.3. Spelling Errors
#LocationError DescriptionRecommendation
1‘thermofield double’The ligature ‘fi’ in ‘thermofield’ is rendered as a single character due to PDF/LaTeX font encoding. While not a spelling error per se, it may cause issues in text processing and search.Ensure ‘thermofield’ is rendered with standard ASCII characters.
2‘butterfly effect’The ligatures ‘fl’ and ‘ff’ in ‘butterfly effect’ are rendered as single glyphs due to font encoding.Ensure ‘butterfly effect’ is rendered with standard ASCII.
3Throughout documentThe ‘fi’ ligature is rendered as a single special character throughout the document (‘field’, ‘configuration’, ‘fixed’, ‘find’, ‘first’, etc.). This is a systematic font encoding issue.Use standard ASCII ‘fi’ in all instances. This is a formatting/encoding issue that should be resolved in the LaTeX source.
4‘afflicts’The ‘ffl’ ligature in ‘afflicts’ is rendered as a single glyph.Replace with standard ASCII ‘afflicts’.
5‘differential’The ‘ff’ ligature in ‘differential’ is rendered as a single glyph.Replace with standard ASCII ‘differential’.
6.4. Punctuation Errors
#LocationError DescriptionRecommendation
1Body textThe comma before ‘and’ in ‘EH volume term, and the YGH surface term’ is unnecessary in a two-element list.Remove the comma: ‘EH volume term and the YGH surface term in Eq. 4.’ Additionally, add ‘the’ before ‘EH volume term’.
2Body textThe phrase ‘to be believe’ contains a redundant verb (‘be’) and is grammatically incorrect. This reads as a typographical error combining ‘to believe’ and ‘to be believed’.Correct to: ‘There are good reasons to believe that neutral, rotating, and small charged AdS black holes can be embedded in UV-complete theories without developing hair.’
3Body textA very long sentence where the participial phrase ‘representing the action of a region M’ is a non-restrictive modifier but is not set off by commas.Rewrite as: ‘The three terms in Eq. 4, which represent the action of a region M, are the Einstein-Hilbert (EH) action...’
4Reference [13]‘Entropy to Energy Ratio’ should use a hyphen to form the compound modifier: ‘Entropy-to-Energy Ratio’.Correct the title to: ‘A Universal Upper Bound on the Entropy-to-Energy Ratio for Bounded Systems.’
5Reference [11]The page range appears duplicated: both ‘1993:0284-296’ and ‘pp. 0284-296’ convey the same information. Leading zeros are non-standard.Remove duplication and leading zeros: ‘in Salamfest 1993, pp. 284–296, 1993.’ Use an en-dash.
6Eq. (1) captionDisplay equations that end a sentence should be followed by a period, per mathematical typesetting conventions.Add periods after display equations that conclude sentences.
6.5. Table Errors
#LocationError DescriptionRecommendation
1Tables 1–8 (all extracted tables)The extracted tables are not actual data tables from the article. They appear to be garbled extractions of axis labels and coordinate labels from Figure 1 and Figure 2 (Penrose/Kruskal diagrams). The paper contains no actual data tables.The figures should be reproduced as proper vector figures with clearly labeled axes. The publisher should ensure figure labels are correctly rendered.
2Table 1: ‘TWO-SIDED BLACK HOLE’ headerThe label ‘r = 1’ is likely a misparse of ‘r = ∞’ (the AdS boundary), which is a physically meaningful distinction. If ‘r = 1’ is indeed present in the figure, it should be replaced by ‘r → ∞’.Verify in the original LaTeX/PDF that the AdS boundary in the Penrose diagrams is correctly labeled as ‘r = ∞’ rather than ‘r = 1’.
6.6. Style Comments
#LocationError DescriptionRecommendation
1Body text‘to excel at’ is slightly informal. ‘information theoretic’ should be hyphenated as ‘information-theoretic’ when used as a compound modifier.Revise to: ‘Black holes are known to achieve extreme performance on information-theoretic tasks.’
2Body text‘One wonders if’ is a colloquial and imprecise expression in scientific writing.Revise to: ‘It remains an open question whether a deep connection exists between the principle of least action and this principle of least computational complexity.’
3Body textParenthetical ‘(The detailed calculations are presented in [9].)’ interrupts the logical flow.Integrate: ‘We note that detailed calculations supporting this conjecture are presented in [9].’
4Body text‘non-trivial’ is a common but often unhelpful descriptor. APA style prefers specificity.Revise to: ‘This result is elegantly simple, yet its derivation requires nontrivial cancellation between bulk and boundary contributions to the action.’
5♦♦♦♦ separatorsDiamond separators are conventional for PRL but non-standard for APA-formatted documents.For APA compliance, replace with centered section headings (e.g., ‘Charged and Rotating Black Holes’, ‘Perturbative Tests’, ‘Discussion’).
6Body textRepetition of ‘diagnosing’ in close proximity is stylistically redundant.Revise to: ‘CA-duality provides a tool for diagnosing when horizons are transparent [35] and for identifying when the state does not belong to a consistent truncation.’
7Body text‘the geometry being defined by the smallest tensor network’ is ambiguous: unclear whether ‘the geometry’ refers to the bulk geometry or the tensor network geometry.Revise to: ‘the geometry of the minimal tensor network being defined by the smallest such network capable of preparing the state.’

7. Recommendations

  1. Provide the full derivation of the key result dAction/d(tL+tR) = 2M for neutral AdS black holes within the supplemental material or an appendix, rather than deferring entirely to the companion paper [9]. Even a one-paragraph sketch would allow referees and readers to assess the nontrivial cancellations between EH and YGH terms without accessing a separate document.
  2. The apparent violation of the complexity bound for large charged RN-AdS black holes (Eqs. 10–11) should be discussed with greater rigor. The authors should either (a) prove, using the weak gravity conjecture [24], that hair formation is inevitable in all UV-complete embeddings for this parameter range, or (b) explicitly label this as an open problem rather than a resolved one. As currently written, the resolution is suggestive but not conclusive.
  3. Equation (3) defines the CA conjecture as Complexity = Action/πℏ, but the paper should explicitly state what definition of ‘computational complexity’ is being used (e.g., circuit complexity with respect to a specific gate set and reference state). The definition in the text (‘minimum number of quantum gates from some universal set required to prepare the boundary state from a reference state’) is given two paragraphs later but should be stated before or immediately after Eq. (3) to avoid ambiguity.
  4. The figure labels in Figures 1 and 2 use ‘r = 1’ at what appears to be the AdS boundary. Standard notation in the AdS/CFT literature uses ‘r → ∞’ for the conformal boundary. If ‘r = 1’ reflects a specific coordinate choice, this should be explained in the caption.
  5. The grammatical error ‘reasons to be believe’ in the body text (‘There are good reasons to be believe that...’) must be corrected to ‘reasons to believe that...’ before publication.
  6. The paper should include a brief discussion of the regime of validity of the late-time approximation used in evaluating dAction/dt. Equations (6), (8), (9), and (11) are all stated to hold ‘at late times.’ The timescale beyond which ‘late time’ applies (relative to, e.g., the scrambling time or the Page time) should be specified.
  7. Reference [9] (the companion paper) is available on arXiv (1512.04993) and has been published in Phys. Rev. D. All references to future calculations ‘to be presented in [9]’ should be updated to past tense (‘as presented in [9]’) since [9] is now published.
  8. The normalization convention for complexity (Eq. 3) should be discussed more carefully. Footnote 1 acknowledges that the numerical coefficient in Lloyd’s bound (Eq. 5) is not fixed by theoretical considerations alone, yet the conjecture is presented as an equality (Complexity = Action/πℏ) rather than a proportionality. The authors should clarify whether the equality sign in Eq. (3) is exact or an approximation valid up to an O(1) factor.

8. Conclusion

This paper presents an important and genuinely novel contribution to the field of holographic quantum gravity, proposing the Complexity-Action (CA) conjecture as a significant improvement over the existing complexity-volume duality. The key strengths are the elimination of the arbitrary length-scale ambiguity from the previous proposal, the universality of the result for neutral black holes across all dimensions and sizes, and the breadth of nontrivial tests including rotating and charged black holes, static shells, and shock wave perturbations. However, several issues require attention before the paper can be considered fully satisfactory: (1) a grammatical error (‘reasons to be believe’) must be corrected; (2) the resolution of the apparent complexity-bound violation for large charged black holes relies on an unproven assumption about mandatory hair formation and risks circularity; (3) the derivation of key equalities in Eqs. (8) and (9) is not shown and cannot be verified without Ref. [9]; (4) figure labels (‘r = 1’ for the AdS boundary) are potentially nonstandard and should be clarified; and (5) several stylistic issues inconsistent with APA standards should be addressed. The paper is recommended for publication after minor revisions addressing these points, particularly the grammatical error, the clarification of the large charged black hole argument, and the specification of normalization conventions for the CA conjecture.

Decision: Recommended for publication after revision

Review date: 20.03.2026

Frequently Asked Questions

How does AI peer review work?
PeerReviewerAI uses advanced large language models to analyze your scientific manuscript. The AI reads the entire document, detects errors across six categories, evaluates methodology and structure, then generates a comprehensive peer review report — similar to what a human reviewer would produce, but in minutes instead of weeks.
What types of academic papers can be reviewed?
Our service handles research papers, journal articles, conference papers, theses, dissertations, literature reviews, case studies, and technical reports across all scientific disciplines including STEM, social sciences, humanities, medicine, and engineering.
How accurate is the AI analysis?
Our AI is powered by state-of-the-art language models trained on vast scientific literature. It excels at detecting logical inconsistencies, arithmetic errors, spelling mistakes, and structural issues. While no tool replaces human judgment entirely, PeerReviewerAI provides a thorough first-pass review that catches issues often missed by authors.
What academic standards are supported?
We support APA (American), DIN (German), AFNOR (French), UNE (Spanish), UNI (Italian), ABNT (Brazilian), TSE (Turkish), NEN (Dutch), SIS (Swedish), PKN (Polish), and more. The standard is automatically selected based on your article's language.
How long does a review take?
Most reviews are completed in 2-5 minutes, depending on the document length. A typical 5,000-word research paper is reviewed in approximately 3 minutes. You will see real-time progress as the AI analyzes your manuscript.
Can I get the review as a downloadable document?
Yes. After payment, you can download the full peer review as a professionally formatted DOCX file. The review can also be sent directly to your email address.

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