A personality’s dreams should be performed through a series of functions.

First we recognize some Φ{\Phi} composed of some set of LLM calls on a set of tuples {ϕ(P1,r1),..,ϕ(Pi,rN)}\{\phi(\mathcal{P}_{1} ,\mathcal{r}_{1}),..,\phi(\mathcal{P}_{i}, \mathcal{r}_{N}) \}. Where the list contains n distinct P\mathcal{P} and N distinct r\mathcal{r}. The order of operations is not necessarily direct.

Φ=ϕ(P1,r1)ϕ(P2,r2)ϕ(P1,r3)ϕ(Pn,rj)ϕ(Pi,rN)ofinal{\Phi} = \phi(\mathcal{P}_{1} ,\mathcal{r}_{1}) \to \phi(\mathcal{P}_{2},\mathcal{r}_{2}) \to \phi(\mathcal{P}_{1} ,\mathcal{r}_{3}) \to \dots \to\phi(\mathcal{P}_{n} ,\mathcal{r}_{j}) \to \phi(\mathcal{P}_{i},\mathcal{r}_{N})\to \mathcal{o}_{final}

ΦPi={ϕ(Pi,rj) for any valid j=1,..,N}{\Phi}_{\mathcal{P}_{i}}=\{\phi(\mathcal{P}_{i}, \mathcal{r}_{j}) \text{ for any valid j=1,..,N} \}

ΦPi{\Phi}_{\mathcal{P}_{i}} is essentially the space that a given sub-personality in a personality-matrix covers. This may be represented as some other set of logical/semantic meanings such as:

ΦPi={ϕ(Pi,rj)    j=valid}oi{\Phi}_{\mathcal{P}_{i}}= \{\phi(\mathcal{P}_{i}, \mathcal{r}_{j}) \hspace{0.1 cm} \iff j=\text{valid}\} \text{} \mapsto \mathbb{o}_{i} \hspace{0.1 cm}

Vcorrect(oi)={correct,if IΦoiincorrect,if IΦ∉oi\mathcal{V}_{correct}(\mathcal{o}_{i})=\begin{cases} \text{correct}, & \text{if $\exists \hspace{0.1 cm} I_{\Phi} \in \mathcal{o}_{i} $}\\ \text{incorrect}, & \text{if $ \exists \hspace{0.1 cm} I_{\Phi} \not \in \mathcal{o}_{i}$} \end{cases} Vvalid(oi)={valid,if IΦoiinvalid,if ∄IΦoi\mathcal{V}_{valid}(\mathbb{o}_{i})=\begin{cases} \text{valid}, & \text{if $\exists \hspace{0.1 cm} I_{\Phi} \in \mathbb{o}_{i} $}\\ \text{invalid}, & \text{if $\not \exists \hspace{0.1 cm} I_{\Phi} \in \mathbb{o}_{i}$} \end{cases}

and this can be used to build a matrix of Boolean type values

For all personalities in a given Φ{\Phi} there are distinct bounds that are considered the “norm”. These are calculated via the application of Thermodynamics of LLM conformational space and the usage of Detecting information in personality matrices

To dream requires Language model communication

The process of dreaming would thus be:

Select your dream topic:

  1. Take the tuples of (Pi,rj)(\mathcal{P_{i},r_{j}}) from Pi,j\mathbb{P}_{i,j} for every i and ji\text{ and }j. Create your dream:
  2. Run ϕ(Pi,rj)\phi(\mathcal{P}_{i},\mathcal{r}_{j}) at high temperature (T)(\uparrow T) to make oi,j,dream\mathcal{o}_{i,j,dream} Narrativise your dream:
  3. Run ϕnarrative(Pi,oi,j,dream)\phi_{narrative}(\mathcal{P}_{i},\mathcal{o}_{i,j,dream}) ask to “make a narrative from oi,j,dream\mathcal{o}_{i,j,dream}” to make oi,j,narrative\mathcal{o}_{i,j,narrative} Dream interpretation:
  4. Run ϕmeaning(Pi,oi,j,narrative)\phi_{meaning}(\mathcal{P}_{i},\mathcal{o}_{i,j,narrative}) and ask “what does oi,j,narrative\mathcal{o}_{i,j,narrative} mean” to make oi,j,meaning\mathcal{o}_{i,j,meaning} Lucid Dreaming:
  5. Run ϕ(Pi,oi,j,narrative,oi,j,meaning)\phi(\mathcal{P}_{i},\mathcal{o}_{i,j,narrative}, \mathcal{o}_{i,j,meaning}) and ask “what would you change in oi,j,narrative\mathcal{o}_{i,j,narrative} given oi,j,meaning\mathcal{o}_{i,j,meaning}\to “write that story” to get oi,j,lucid\mathcal{o}_{i,j,lucid}
  6. Repeat step 3-5 to get oi,j,refined\mathcal{o}_{i,j,refined} Compiling
  7. Repeat steps 1-6 for all i,ji,j and collate those stories into one final overarching story ϕ(Pi,oi,j,refined)oi,j,final\phi(\mathcal{P}_{i}, \mathbb{o}_{i,j,refined}) \mapsto \mathcal{o}_{i,j,final} Recording:
  8. Write oi,final\mathcal{o}_{i,final} into ISI_{S} to update the self