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The Pre-AdS/CFT Dictionary

This page closes the CFT preparation course by assembling the pre-AdS/CFT dictionary. The word “pre” is important. We are not yet deriving holographic renormalization, computing Witten diagrams, or proving a duality. Instead, we are identifying the CFT structures that are about to become bulk structures.

The basic claim of AdS/CFT is not merely that two theories have the same symmetry group. It is that the complete quantum theory of gravity on an asymptotically AdS spacetime is encoded in the CFT generating functional. In its most compressed form, the dictionary says

ZCFT[Ji]=Zbulk[ϕiJi].Z_{\mathrm{CFT}}[J_i] = Z_{\mathrm{bulk}}\big[\phi_i\to J_i\big].

The left-hand side is the generating functional of CFT correlators in the presence of sources Ji(x)J_i(x) for local operators Oi(x)\mathcal O_i(x). The right-hand side is the bulk string/gravity path integral with boundary conditions fixed by those same functions Ji(x)J_i(x). In the semiclassical limit,

Zbulk[ϕiJi]exp(Sbulk,on shell[Ji]),Z_{\mathrm{bulk}}\big[\phi_i\to J_i\big] \approx \exp\big(-S_{\mathrm{bulk,on\ shell}}[J_i]\big),

so CFT correlators are obtained by differentiating the renormalized on-shell bulk action with respect to boundary data.

The most important moral is this:

The bulk is not added to the CFT. The bulk is a reorganization of CFT data.\boxed{ \text{The bulk is not added to the CFT. The bulk is a reorganization of CFT data.} }

The pre-AdS/CFT dictionary

The pre-AdS/CFT dictionary identifies CFT sources, operators, symmetries, and large-NN structures with bulk fields, boundary conditions, gauge redundancies, and particle states. The central relation is the equality of generating functionals ZCFT[J]=Zbulk[ϕzdΔJ]Z_{\rm CFT}[J]=Z_{\rm bulk}[\phi\to z^{d-\Delta}J].

Start with a CFT deformed by sources:

SCFTSCFT+ddxJi(x)Oi(x).S_{\mathrm{CFT}} \longrightarrow S_{\mathrm{CFT}}+ \int d^dx\,J_i(x)\mathcal O_i(x).

The Euclidean generating functional is

ZCFT[Ji]=exp[ddxJi(x)Oi(x)]CFT,Z_{\mathrm{CFT}}[J_i] = \left\langle \exp\left[-\int d^dx\,J_i(x)\mathcal O_i(x)\right] \right\rangle_{\mathrm{CFT}},

up to the sign convention chosen for source couplings. Functional derivatives generate correlation functions:

Oi1(x1)Oin(xn)=(1)n1ZCFT[0]δnZCFT[J]δJi1(x1)δJin(xn)J=0.\left\langle \mathcal O_{i_1}(x_1)\cdots \mathcal O_{i_n}(x_n)\right\rangle = (-1)^n \frac{1}{Z_{\mathrm{CFT}}[0]} \frac{\delta^n Z_{\mathrm{CFT}}[J]}{\delta J_{i_1}(x_1)\cdots \delta J_{i_n}(x_n)} \bigg|_{J=0}.

AdS/CFT interprets Ji(x)J_i(x) as the boundary value of a bulk field ϕi\phi_i. Schematically,

Ji(x)ϕiAdS.J_i(x) \quad\longleftrightarrow\quad \phi_i\big|_{\partial \mathrm{AdS}}.

Thus the CFT operation “turn on a source for Oi\mathcal O_i” becomes the bulk operation “solve the bulk equations with a prescribed boundary condition for ϕi\phi_i.” This is the cleanest way to remember the dictionary: sources are boundary conditions, operators are responses.

More precisely, for Euclidean AdSd+1\mathrm{AdS}_{d+1} in Poincare coordinates,

ds2=L2z2(dz2+dxμdxμ),z>0,ds^2 = \frac{L^2}{z^2}\left(dz^2+d x^\mu d x_\mu\right), \qquad z>0,

the boundary is at z=0z=0. A scalar field of mass mm behaves near the boundary as

ϕ(z,x)zdΔJ(x)+zΔA(x)+.\phi(z,x) \sim z^{d-\Delta}J(x)+z^\Delta A(x)+\cdots.

The coefficient J(x)J(x) is the source for the dual CFT operator O(x)\mathcal O(x). The coefficient A(x)A(x) is related, after holographic renormalization, to the one-point function O(x)J\langle \mathcal O(x)\rangle_J in the presence of the source.

The scaling dimension Δ\Delta is fixed by the bulk mass:

m2L2=Δ(Δd).m^2L^2=\Delta(\Delta-d).

Equivalently,

Δ±=d2±d24+m2L2.\Delta_\pm = \frac d2\pm\sqrt{\frac{d^2}{4}+m^2L^2}.

The standard quantization usually takes Δ=Δ+\Delta=\Delta_+. In the Breitenlohner—Freedman window

d24<m2L2<d24+1,-\frac{d^2}{4}< m^2L^2< -\frac{d^2}{4}+1,

there is also an alternate quantization in which the roles of the two asymptotic modes are exchanged. At the exact BF bound the two roots coincide and logarithmic boundary behavior requires separate treatment. For a first reading of AdS/CFT, one should master standard quantization first and treat alternate quantization as a controlled refinement.

A CFT operator and its source have complementary scaling dimensions. If

O(x)λΔO(λx),\mathcal O(x)\mapsto \lambda^{-\Delta}\mathcal O(\lambda x),

then the source term

ddxJ(x)O(x)\int d^dx\,J(x)\mathcal O(x)

is scale invariant when

J(x)λΔdJ(λx).J(x)\mapsto \lambda^{\Delta-d}J(\lambda x).

So the source JJ has engineering dimension

[J]=dΔ.[J]=d-\Delta.

This explains the boundary behavior

ϕ(z,x)zdΔJ(x)+zΔA(x).\phi(z,x)\sim z^{d-\Delta}J(x)+z^\Delta A(x).

The leading mode has precisely the scaling needed to represent a source. The subleading mode has precisely the scaling expected of a response controlled by an operator of dimension Δ\Delta.

A useful slogan is

source mode zdΔdeformation of the CFT action,\boxed{ \text{source mode } z^{d-\Delta} \quad\leftrightarrow\quad \text{deformation of the CFT action}, }

while

response mode zΔstate-dependent expectation value\boxed{ \text{response mode } z^\Delta \quad\leftrightarrow\quad \text{state-dependent expectation value} }

This distinction is everywhere in holography: scalar condensates, stress tensors, currents, black holes, entanglement, and double-trace deformations all depend on keeping source and response conceptually separate.

The simplest entry is the symmetry match:

Isom(AdSd+1)=SO(d,2)=Conf(Rd1,1).\mathrm{Isom}(\mathrm{AdS}_{d+1})=SO(d,2) = \mathrm{Conf}(\mathbb R^{d-1,1}).

This is why conformal symmetry was unavoidable in the first place. The CFT conformal group is the bulk AdS isometry group. In global AdS, radial quantization becomes especially transparent: the CFT cylinder Hamiltonian is the bulk global time generator, and a CFT primary of dimension Δ\Delta creates a bulk state of energy

EL=Δ.E L=\Delta.

The descendants created by PμP_\mu correspond to excitations carrying angular momentum and radial structure in global AdS. This is the same representation theory viewed from two sides.

The stress tensor and conserved currents are the next universal entries:

CFT structureBulk structureReason
TμνT_{\mu\nu}metric gMNg_{MN}TμνT_{\mu\nu} couples to the boundary metric and generates spacetime symmetries
flavor current JμaJ^a_\mugauge field AMaA^a_Mglobal CFT symmetry becomes bulk gauge redundancy
scalar primary OΔ\mathcal O_\Deltascalar field ϕ\phisource JJ is boundary value of ϕ\phi
exactly marginal operatormassless scalar moduluschanging the coupling moves along a conformal manifold
Wilson loopstring worldsheet or brane objectloop expectation values are computed by extended bulk saddles

The stress tensor entry is especially important. The CFT source for TμνT_{\mu\nu} is the background metric gμν(0)g^{(0)}_{\mu\nu}:

δSCFT=12ddxg(0)δgμν(0)Tμν.\delta S_{\mathrm{CFT}} = \frac12\int d^dx\sqrt{g^{(0)}}\,\delta g^{(0)}_{\mu\nu}T^{\mu\nu}.

Therefore the bulk field whose boundary value is gμν(0)g^{(0)}_{\mu\nu} must be the bulk metric. The graviton is not optional in an AdS dual of a local CFT with a stress tensor.

Similarly, if a CFT has a conserved current JμaJ^a_\mu, then the source is a background gauge field Aμa(0)A^{a(0)}_\mu:

δSCFT=ddxAμa(0)Jaμ.\delta S_{\mathrm{CFT}} = \int d^dx\,A^{a(0)}_\mu J^{a\mu}.

The dual bulk field is a gauge field AMaA^a_M. The global symmetry is global on the boundary because the gauge parameter is fixed at the boundary; in the interior it is a gauge redundancy.

The normalization of stress-tensor correlators measures the number of CFT degrees of freedom. In a holographic CFT this number is proportional to the inverse bulk Newton constant:

CTLd1GN.C_T\sim \frac{L^{d-1}}{G_N}.

The exact numerical coefficient depends on conventions for CTC_T and the gravitational action, but the scaling is the invariant statement. Large CTC_T means weak bulk quantum gravity:

GNLd11CT1.\frac{G_N}{L^{d-1}}\sim \frac{1}{C_T}\ll 1.

For adjoint large-NN gauge theories,

CTN2,C_T\sim N^2,

so the genus expansion of the bulk string theory is the 1/N1/N expansion of the CFT. Connected correlators of canonically normalized single-trace operators obey

O1OnconnN2n.\langle \mathcal O_1\cdots \mathcal O_n\rangle_{\mathrm{conn}} \sim N^{2-n}.

This is the CFT origin of weak bulk interactions. A three-point coefficient of order 1/N1/N is a cubic coupling suppressed by the bulk Planck scale. A connected four-point function of order 1/N21/N^2 is a tree-level exchange or contact process in the bulk.

Spectrum dictionary: single-trace and multi-trace

Section titled “Spectrum dictionary: single-trace and multi-trace”

In a large-NN CFT, the most important structural distinction is

single-traceversusmulti-trace.\text{single-trace} \quad\text{versus}\quad \text{multi-trace}.

For a matrix gauge theory, single-trace operators have the schematic form

Ost(x)=1NTr(X1X2XL)(x),\mathcal O_{\mathrm{st}}(x) = \frac{1}{N}\operatorname{Tr}\big(X_1X_2\cdots X_L\big)(x),

with normalization chosen so that their two-point functions are order one. These map to single-particle bulk states:

Ostone bulk particle or one string state.\mathcal O_{\mathrm{st}} \quad\leftrightarrow\quad \text{one bulk particle or one string state}.

Multi-trace operators, after subtracting descendants and lower-trace mixing, map to multi-particle states:

[O1O2]n,two-particle AdS state.[\mathcal O_1\mathcal O_2]_{n,\ell} \quad\leftrightarrow\quad \text{two-particle AdS state}.

At leading order in large NN, their dimensions are additive:

Δ12,n,(0)=Δ1+Δ2+2n+.\Delta_{12,n,\ell}^{(0)} = \Delta_1+\Delta_2+2n+\ell.

At subleading order,

Δ12,n,=Δ1+Δ2+2n++γ12,n,,\Delta_{12,n,\ell} = \Delta_1+\Delta_2+2n+\ell +\gamma_{12,n,\ell},

where γ12,n,\gamma_{12,n,\ell} is the anomalous dimension. In the bulk, this is an interaction energy or binding energy. Thus large-NN CFT perturbation theory literally becomes perturbation theory for particles interacting in AdS.

The OPE coefficient dictionary is equally direct:

Cijkbulk cubic coupling among ϕi,ϕj,ϕk.C_{ijk} \quad\leftrightarrow\quad \text{bulk cubic coupling among }\phi_i,\phi_j,\phi_k.

More generally, CFT four-point data encode exchange diagrams, contact interactions, loop corrections, and locality constraints.

A large-NN CFT does not automatically have a weakly curved Einstein-gravity dual. Large NN gives a weakly coupled bulk in the sense of factorization, but the bulk may still be stringy or nonlocal at the AdS scale.

For an ordinary local effective field theory in AdS, one wants a large gap to higher-spin single-trace operators:

Δgap1.\Delta_{\mathrm{gap}}\gg 1.

Here Δgap\Delta_{\mathrm{gap}} is the dimension of the lightest single-trace operator with spin greater than two, or more broadly the gap to genuinely stringy single-particle states. A sparse low-lying spectrum allows the low-energy bulk theory to be described by a small number of light fields.

The hierarchy is therefore:

large CTweak bulk quantum gravity,sparse single-trace spectrumlocal bulk EFT,Δgap1Einstein-like gravity regime.\begin{array}{ccl} \text{large }C_T &\Longleftrightarrow& \text{weak bulk quantum gravity},\\ \text{sparse single-trace spectrum} &\Longleftrightarrow& \text{local bulk EFT},\\ \Delta_{\mathrm{gap}}\gg1 &\Longleftrightarrow& \text{Einstein-like gravity regime}. \end{array}

For N=4\mathcal N=4 SYM, the role of this gap is controlled by the ‘t Hooft coupling

λ=gYM2N.\lambda=g_{\mathrm{YM}}^2N.

In the standard normalization of the AdS5×S5\mathrm{AdS}_5\times S^5 dual,

L4α2=λ,\frac{L^4}{\alpha'^2}=\lambda,

so strong coupling makes the AdS radius large compared with the string length:

L2α=λ1.\frac{L^2}{\alpha'}=\sqrt{\lambda}\gg1.

This is why classical supergravity requires both

N1,λ1.N\gg1, \qquad \lambda\gg1.

Finite NN gives quantum gravity corrections. Finite λ\lambda gives stringy α\alpha' corrections.

The canonical N=4\mathcal N=4 SYM parameter map

Section titled “The canonical N=4\mathcal N=4N=4 SYM parameter map”

For the standard example,

N=4 SYM with gauge group SU(N)type IIB string theory on AdS5×S5,\mathcal N=4\ \mathrm{SYM\ with\ gauge\ group}\ SU(N) \quad\longleftrightarrow\quad \text{type IIB string theory on }\mathrm{AdS}_5\times S^5,

the main parameter relations are

L4α2=λ,4πgs=gYM2,λ=4πgsN.\frac{L^4}{\alpha'^2}=\lambda, \qquad 4\pi g_s=g_{\mathrm{YM}}^2, \qquad \lambda=4\pi g_s N.

Conventions for factors of 2π2\pi vary, but the physical meanings are stable:

Ngs0 at fixed λ,λLs,N1, λ1classical type IIB supergravity.\begin{array}{ccl} N\to\infty &\Longleftrightarrow& g_s\to0\ \text{at fixed }\lambda,\\ \lambda\to\infty &\Longleftrightarrow& L\gg \ell_s,\\ N\gg1,\ \lambda\gg1 &\Longleftrightarrow& \text{classical type IIB supergravity}. \end{array}

The protected half-BPS chiral primaries discussed earlier map to Kaluza—Klein modes on S5S^5. Long unprotected single-trace operators map to massive string states. Wilson loops map to string worldsheets ending on boundary curves. The stress tensor maps to the graviton. The SU(4)RSO(6)RSU(4)_R\simeq SO(6)_R currents map to gauge fields arising from the isometries of S5S^5.

The Euclidean dictionary is often the first one learned, but real-time physics is equally central. Thermal CFT states correspond to asymptotically AdS black holes or black branes. For a planar thermal state,

T0AdS black brane with Hawking temperature T.T\neq0 \quad\leftrightarrow\quad \text{AdS black brane with Hawking temperature }T.

Entropy density scales as

sCTTd1,s\sim C_T T^{d-1},

which matches the area density of the black-brane horizon in Planck units. Retarded correlators are computed by imposing infalling boundary conditions at the horizon. The simple mnemonic is

GR(ω,k)bulk wave equation with infalling horizon behavior.G_R(\omega,\mathbf k) \quad\leftrightarrow\quad \text{bulk wave equation with infalling horizon behavior}.

Entanglement has its own geometric entry. For holographic CFT states with a classical bulk dual, the leading large-NN entanglement entropy of a spatial region AA is computed by an extremal surface γA\gamma_A:

SA=Area(γA)4GN+.S_A = \frac{\operatorname{Area}(\gamma_A)}{4G_N} +\cdots.

The dots denote quantum bulk corrections and higher-derivative corrections. From the CFT side, this is a statement about the reduced density matrix and the modular structure of the state. From the bulk side, it is a statement about geometry emerging from entanglement data.

The dictionary is powerful, but it is easy to overstate it. The safe statements are:

  • every bulk field corresponds to a CFT operator,
  • every boundary condition for that field corresponds to a CFT source,
  • bulk symmetries act as CFT global or spacetime symmetries,
  • bulk interactions are encoded in OPE coefficients and higher-point functions,
  • weakly coupled bulk physics requires large-NN factorization,
  • local Einstein gravity requires more than large NN: it also requires a sparse spectrum and a large gap.

The unsafe statement is: “every CFT has a simple geometric bulk.” That is not true. A generic CFT may have a valid AdS representation only as a highly stringy, strongly quantum, non-geometric theory. Geometry is an emergent special regime, not an automatic consequence of conformal symmetry.

It is also misleading to imagine the dictionary as a one-to-one map between elementary CFT fields and elementary bulk fields. The CFT elementary variables may not be gauge invariant, may depend on a Lagrangian description, and may not exist in a non-Lagrangian CFT. The dictionary is formulated in terms of gauge-invariant local operators and their correlation functions.

At this point, the essential CFT concepts are in place. Before reading a serious AdS/CFT paper, one should be comfortable with the following translations:

CFT questionBulk translation
What is the scaling dimension Δ\Delta?What is the bulk mass m2L2m^2L^2?
What is the source JJ?What is the boundary value of ϕ\phi?
What is OJ\langle \mathcal O\rangle_J?What is the normalizable response mode?
What is CTC_T?What is Ld1/GNL^{d-1}/G_N?
Is there a conserved current?Is there a bulk gauge field?
Is the operator single-trace?Is the state single-particle?
Are correlators factorized?Is the bulk weakly coupled?
Is there a large higher-spin gap?Is the bulk local and weakly curved?
What is the thermal state?What is the black hole or black brane?
What is the Wilson loop?What string worldsheet ends on it?

This is the conceptual bridge from modern CFT to AdS/CFT. The next step is to choose a bulk coordinate system, solve bulk equations near the boundary, renormalize the on-shell action, and compute correlators directly.

Exercise 1: derive the scalar mass-dimension relation

Section titled “Exercise 1: derive the scalar mass-dimension relation”

Consider a scalar field in Euclidean AdSd+1\mathrm{AdS}_{d+1} with metric

ds2=L2z2(dz2+dxμdxμ).ds^2=\frac{L^2}{z^2}\left(dz^2+dx^\mu dx_\mu\right).

Near the boundary, ignore derivatives along xμx^\mu and solve the massive wave equation

(2m2)ϕ=0(\nabla^2-m^2)\phi=0

with the ansatz ϕ(z,x)zαf(x)\phi(z,x)\sim z^\alpha f(x). Show that

α(αd)=m2L2,\alpha(\alpha-d)=m^2L^2,

and hence that m2L2=Δ(Δd)m^2L^2=\Delta(\Delta-d).

Solution

For the metric above,

g=(Lz)d+1,gzz=z2L2.\sqrt g=\left(\frac Lz\right)^{d+1}, \qquad g^{zz}=\frac{z^2}{L^2}.

Ignoring boundary derivatives, the Laplacian gives

2ϕ=1gz(ggzzzϕ)=zd+1Ld+1z(Ld1z1dzϕ).\nabla^2\phi = \frac1{\sqrt g}\partial_z\left(\sqrt g\,g^{zz}\partial_z\phi\right) = \frac{z^{d+1}}{L^{d+1}}\partial_z\left(L^{d-1}z^{1-d}\partial_z\phi\right).

For ϕ=zαf(x)\phi=z^\alpha f(x),

2ϕ=1L2α(αd)zαf(x).\nabla^2\phi = \frac{1}{L^2}\alpha(\alpha-d)z^\alpha f(x).

The wave equation therefore requires

1L2α(αd)m2=0,\frac{1}{L^2}\alpha(\alpha-d)-m^2=0,

or

α(αd)=m2L2.\alpha(\alpha-d)=m^2L^2.

The two roots are α=dΔ\alpha=d-\Delta and α=Δ\alpha=\Delta, with

m2L2=Δ(Δd).m^2L^2=\Delta(\Delta-d).

Exercise 2: source dimension and boundary falloff

Section titled “Exercise 2: source dimension and boundary falloff”

Suppose a scalar primary has scaling dimension Δ\Delta. Show that its source has dimension dΔd-\Delta. Explain why this is consistent with the leading near-boundary falloff zdΔJ(x)z^{d-\Delta}J(x) of the dual bulk field.

Solution

The source term is

ddxJ(x)O(x).\int d^dx\,J(x)\mathcal O(x).

Under xλxx\mapsto \lambda x, the measure scales as ddxλdddxd^dx\mapsto \lambda^d d^dx, while

O(x)λΔO(λx).\mathcal O(x)\mapsto \lambda^{-\Delta}\mathcal O(\lambda x).

For the deformation to be dimensionless, the source must scale as

J(x)λΔdJ(λx),J(x)\mapsto \lambda^{\Delta-d}J(\lambda x),

so its engineering dimension is dΔd-\Delta.

In AdS, the radial coordinate zz scales like a boundary length. The near-boundary field

ϕ(z,x)zdΔJ(x)\phi(z,x)\sim z^{d-\Delta}J(x)

is invariant under the combined scaling zλzz\mapsto \lambda z, xλxx\mapsto \lambda x if JJ has dimension dΔd-\Delta. Thus the source falloff is exactly what conformal covariance demands.

Exercise 3: large-NN factorization and bulk interactions

Section titled “Exercise 3: large-NNN factorization and bulk interactions”

Assume canonically normalized single-trace operators obey

O1OnconnN2n.\langle \mathcal O_1\cdots \mathcal O_n\rangle_{\rm conn}\sim N^{2-n}.

What does this imply for the scaling of bulk cubic and quartic interactions?

Solution

A CFT three-point coefficient of single-trace operators scales as

C1231N.C_{123}\sim \frac1N.

In the bulk, a three-point function is computed at tree level by a cubic interaction, so the cubic coupling scales as

g31N.g_3\sim \frac1N.

Similarly, connected four-point functions scale as

O1O2O3O4conn1N2.\langle \mathcal O_1\mathcal O_2\mathcal O_3\mathcal O_4\rangle_{\rm conn} \sim \frac1{N^2}.

They can arise from two cubic vertices joined by an exchange propagator, giving g321/N2g_3^2\sim 1/N^2, or from a quartic contact coupling with

g41N2.g_4\sim \frac1{N^2}.

This is the CFT origin of weakly coupled bulk perturbation theory. In gravitational language,

GN/Ld11/N2.G_N/L^{d-1}\sim 1/N^2.

Exercise 4: why the stress tensor maps to the metric

Section titled “Exercise 4: why the stress tensor maps to the metric”

Use source coupling to explain why the CFT stress tensor must be dual to the bulk metric rather than to an ordinary scalar or vector field.

Solution

The stress tensor is defined as the response of the CFT generating functional to a variation of the background metric:

δW[g(0)]=12ddxg(0)Tμνδgμν(0).\delta W[g^{(0)}] = \frac12\int d^dx\sqrt{g^{(0)}}\, \langle T^{\mu\nu}\rangle\delta g^{(0)}_{\mu\nu}.

Thus the source for TμνT_{\mu\nu} is the boundary metric gμν(0)g^{(0)}_{\mu\nu}. In the bulk dictionary, sources are boundary values of bulk fields. Therefore the bulk field whose boundary value is gμν(0)g^{(0)}_{\mu\nu} must be the bulk metric gMNg_{MN}.

This also matches symmetry. The stress tensor generates spacetime transformations in the CFT. In the bulk, spacetime transformations are encoded by diffeomorphism invariance, whose gauge field is the metric. Hence

TμνgMN.T_{\mu\nu}\quad\leftrightarrow\quad g_{MN}.

Exercise 5: when does a large-NN CFT have an Einstein-like dual?

Section titled “Exercise 5: when does a large-NNN CFT have an Einstein-like dual?”

Explain why large NN is not enough to guarantee a weakly curved Einstein gravity dual. What extra spectral condition is needed?

Solution

Large NN gives factorization:

O1OnconnN2n.\langle \mathcal O_1\cdots\mathcal O_n\rangle_{\rm conn}\sim N^{2-n}.

This implies weak bulk interactions and a small bulk Newton constant. But weak coupling does not imply that the bulk is described by a local two-derivative gravity theory. The bulk may still contain stringy states with masses of order the AdS scale.

To obtain a local Einstein-like effective theory, the CFT should have a sparse low-lying single-trace spectrum and a large gap to higher-spin/stringy single-trace operators:

Δgap1.\Delta_{\rm gap}\gg1.

Then the low-energy bulk dynamics can be organized as an effective field theory with finitely many light fields. Without such a gap, the bulk description, if it exists, is stringy or nonlocal at the AdS scale.

The whole course can be summarized as a single chain:

CFT datalarge-N organizationbulk fields and interactionsAdS geometry when the spectrum is sparse.\text{CFT data} \quad\Rightarrow\quad \text{large-}N\text{ organization} \quad\Rightarrow\quad \text{bulk fields and interactions} \quad\Rightarrow\quad \text{AdS geometry when the spectrum is sparse}.

The first AdS/CFT computations will now look much less mysterious. A bulk scalar is not introduced out of nowhere: it is the representation-theoretic avatar of a scalar primary. A graviton is not optional: it is the source-response partner of TμνT_{\mu\nu}. A Witten diagram is not a new kind of observable: it is a reorganization of CFT conformal blocks and OPE data. A black brane is not merely a geometry: it is a thermal large-NN CFT state.

This is the point at which modern CFT becomes holography.