diff --git a/css/highlightjs/github-dark.min.css b/css/highlightjs/github-dark.min.css
new file mode 100644
index 00000000..03b6da8b
--- /dev/null
+++ b/css/highlightjs/github-dark.min.css
@@ -0,0 +1,10 @@
+pre code.hljs{display:block;overflow-x:auto;padding:1em}code.hljs{padding:3px 5px}/*!
+  Theme: GitHub Dark
+  Description: Dark theme as seen on github.com
+  Author: github.com
+  Maintainer: @Hirse
+  Updated: 2021-05-15
+
+  Outdated base version: https://github.com/primer/github-syntax-dark
+  Current colors taken from GitHub's CSS
+*/.hljs{color:#c9d1d9;background:#0d1117}.hljs-doctag,.hljs-keyword,.hljs-meta .hljs-keyword,.hljs-template-tag,.hljs-template-variable,.hljs-type,.hljs-variable.language_{color:#ff7b72}.hljs-title,.hljs-title.class_,.hljs-title.class_.inherited__,.hljs-title.function_{color:#d2a8ff}.hljs-attr,.hljs-attribute,.hljs-literal,.hljs-meta,.hljs-number,.hljs-operator,.hljs-selector-attr,.hljs-selector-class,.hljs-selector-id,.hljs-variable{color:#79c0ff}.hljs-meta .hljs-string,.hljs-regexp,.hljs-string{color:#a5d6ff}.hljs-built_in,.hljs-symbol{color:#ffa657}.hljs-code,.hljs-comment,.hljs-formula{color:#8b949e}.hljs-name,.hljs-quote,.hljs-selector-pseudo,.hljs-selector-tag{color:#7ee787}.hljs-subst{color:#c9d1d9}.hljs-section{color:#1f6feb;font-weight:700}.hljs-bullet{color:#f2cc60}.hljs-emphasis{color:#c9d1d9;font-style:italic}.hljs-strong{color:#c9d1d9;font-weight:700}.hljs-addition{color:#aff5b4;background-color:#033a16}.hljs-deletion{color:#ffdcd7;background-color:#67060c}
\ No newline at end of file
diff --git a/css/highlightjs/highlightjs-copy.min.css b/css/highlightjs/highlightjs-copy.min.css
new file mode 100644
index 00000000..5a94fece
--- /dev/null
+++ b/css/highlightjs/highlightjs-copy.min.css
@@ -0,0 +1 @@
+.hljs-copy-wrapper{position:relative;overflow:hidden}.hljs-copy-wrapper:hover .hljs-copy-button,.hljs-copy-button:focus{transform:translateX(0)}.hljs-copy-button{position:absolute;transform:translateX(calc(100% + 1.125em));top:1em;right:1em;width:2rem;height:2rem;text-indent:-9999px;color:#fff;border-radius:.25rem;border:1px solid #ffffff22;background-color:#2d2b57;background-color:var(--hljs-theme-background);background-image:url('data:image/svg+xml;utf-8,<svg width="16" height="16" viewBox="0 0 24 24" fill="none" xmlns="http://www.w3.org/2000/svg"><path fill-rule="evenodd" clip-rule="evenodd" d="M6 5C5.73478 5 5.48043 5.10536 5.29289 5.29289C5.10536 5.48043 5 5.73478 5 6V20C5 20.2652 5.10536 20.5196 5.29289 20.7071C5.48043 20.8946 5.73478 21 6 21H18C18.2652 21 18.5196 20.8946 18.7071 20.7071C18.8946 20.5196 19 20.2652 19 20V6C19 5.73478 18.8946 5.48043 18.7071 5.29289C18.5196 5.10536 18.2652 5 18 5H16C15.4477 5 15 4.55228 15 4C15 3.44772 15.4477 3 16 3H18C18.7956 3 19.5587 3.31607 20.1213 3.87868C20.6839 4.44129 21 5.20435 21 6V20C21 20.7957 20.6839 21.5587 20.1213 22.1213C19.5587 22.6839 18.7957 23 18 23H6C5.20435 23 4.44129 22.6839 3.87868 22.1213C3.31607 21.5587 3 20.7957 3 20V6C3 5.20435 3.31607 4.44129 3.87868 3.87868C4.44129 3.31607 5.20435 3 6 3H8C8.55228 3 9 3.44772 9 4C9 4.55228 8.55228 5 8 5H6Z" fill="white"/><path fill-rule="evenodd" clip-rule="evenodd" d="M7 3C7 1.89543 7.89543 1 9 1H15C16.1046 1 17 1.89543 17 3V5C17 6.10457 16.1046 7 15 7H9C7.89543 7 7 6.10457 7 5V3ZM15 3H9V5H15V3Z" fill="white"/></svg>');background-repeat:no-repeat;background-position:center;transition:background-color 200ms ease,transform 200ms ease-out}.hljs-copy-button:hover{border-color:#ffffff44}.hljs-copy-button:active{border-color:#ffffff66}.hljs-copy-button[data-copied="true"]{text-indent:0;width:auto;background-image:none}@media(prefers-reduced-motion){.hljs-copy-button{transition:none}}.hljs-copy-alert{clip:rect(0 0 0 0);clip-path:inset(50%);height:1px;overflow:hidden;position:absolute;white-space:nowrap;width:1px}
diff --git a/css/html_instruct_style.css b/css/html_instruct_style.css
index 673dad2a..8891d180 100644
--- a/css/html_instruct_style.css
+++ b/css/html_instruct_style.css
@@ -1,13 +1,12 @@
 .chat {
-    background: var(--block-background-fill);
+    background: transparent;
     padding: 24px 19px;
     padding-right: 19px !important;
     padding-top: 0;
-    border: 1px solid var(--block-border-color);
 }
 
 .chat > .messages {
-    padding-top: 28px !important;
+    padding-top: 18px !important;
 }
 
 .message {
@@ -50,23 +49,24 @@
 
 .gradio-container .chat .assistant-message {
     padding: 20px;
-    background: var(--background-fill-secondary);
-    margin-top: 12px !important;
-    margin-bottom: 24px !important;
-    margin-right: 16px;
-    border-radius: 22px;
-    border-bottom-left-radius: 0;
+    background: var(--color-grey-200);
+    margin-top: 9px !important;
+    margin-bottom: 12px !important;
+    border-radius: 7px;
     border: 1px solid var(--border-color-primary);
 }
 
+.dark .chat .assistant-message {
+    background: var(--color-grey-800);
+}
+
 .gradio-container .chat .user-message {
     padding: 20px;
-    background-color: var(--color-accent-soft);
-    margin-bottom: 12px !important;
-    margin-left: 16px;
-    border-radius: 22px;
+    padding-left: 0px;
+    padding-right: 0px;
+    background-color: transparent;
+    border-radius: 8px;
     border-bottom-right-radius: 0;
-    border: 1px solid var(--border-color-accent-subdued);
 }
 
 .gradio-container .chat .assistant-message:last-child, .gradio-container .chat .user-message:last-child {
@@ -79,4 +79,4 @@ code {
 
 .dark code {
     background-color: #1f2937 !important;
-}
\ No newline at end of file
+}
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diff --git a/css/katex/fonts/KaTeX_Typewriter-Regular.ttf b/css/katex/fonts/KaTeX_Typewriter-Regular.ttf
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diff --git a/css/katex/katex.min.css b/css/katex/katex.min.css
new file mode 100644
index 00000000..b5337aae
--- /dev/null
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diff --git a/css/main.css b/css/main.css
index 5a79489c..a1ff2a36 100644
--- a/css/main.css
+++ b/css/main.css
@@ -96,7 +96,7 @@ gradio-app > :first-child {
 
 .header_bar {
     background-color: #f7f7f7;
-    box-shadow: 0 2px 3px rgba(22 22 22 / 35%);
+    box-shadow: 0 0px 3px rgba(22 22 22 / 35%);
     margin-bottom: 0;
     overflow-x: scroll;
     margin-left: calc(-1 * var(--size-4));
@@ -220,7 +220,7 @@ button {
 }
 
 .pretty_scrollbar::-webkit-scrollbar {
-    width: 5px;
+    width: 7px;
 }
 
 .pretty_scrollbar::-webkit-scrollbar-track {
@@ -229,12 +229,12 @@ button {
 
 .pretty_scrollbar::-webkit-scrollbar-thumb,
 .pretty_scrollbar::-webkit-scrollbar-thumb:hover {
-    background: #c5c5d2;
+    background: var(--neutral-300);
 }
 
 .dark .pretty_scrollbar::-webkit-scrollbar-thumb,
 .dark .pretty_scrollbar::-webkit-scrollbar-thumb:hover {
-    background: #374151;
+    background: var(--neutral-700);
 }
 
 .pretty_scrollbar::-webkit-resizer {
@@ -433,11 +433,12 @@ div.svelte-362y77>*, div.svelte-362y77>.form>* {
 .message-body code {
     white-space: pre-wrap !important;
     word-wrap: break-word !important;
-    border: 1px solid var(--border-color-primary);
-    border-radius: var(--radius-sm);
-    background: var(--background-fill-secondary);
-    font-size: 90%;
+    border: 1px solid #666666;
+    border-radius: 5px;
+    font-size: 82%;
     padding: 1px 3px;
+    background: #0d1117 !important;
+    color: rgb(201, 209, 217);
 }
 
 .message-body pre > code {
@@ -518,8 +519,12 @@ div.svelte-362y77>*, div.svelte-362y77>.form>* {
     text-overflow: ellipsis;
 }
 
+.dark #show-controls span {
+    color: var(--neutral-400);
+}
+
 #show-controls span {
-    opacity: 0.6;
+    color: var(--neutral-600);
 }
 
 #typing-container {
@@ -590,8 +595,8 @@ div.svelte-362y77>*, div.svelte-362y77>.form>* {
     position: absolute;
     bottom: 80%;
     left: 0;
-    background-color: var(--background-fill-secondary);
-    box-shadow: 0 0 10px rgb(0 0 0 / 50%);
+    background-color: var(--background-fill-primary);
+    box-shadow: 0 0 5px rgb(0 0 0 / 25%);
     z-index: 10000;
     min-width: 330px;
     flex-direction: column;
@@ -601,6 +606,7 @@ div.svelte-362y77>*, div.svelte-362y77>.form>* {
     width: 100%;
     background: transparent !important;
     border-radius: 0 !important;
+    border-color: var(--border-color-primary);
     justify-content: space-between;
     margin: 0 !important;
     height: 36px;
@@ -611,7 +617,7 @@ div.svelte-362y77>*, div.svelte-362y77>.form>* {
 }
 
 .hover-menu button:not(#clear-history-confirm):last-child {
-    border-bottom: var(--button-border-width) solid var(--button-secondary-border-color) !important;
+    border-bottom: var(--button-border-width) solid var(--border-color-primary) !important;
 }
 
 .hover-menu button:hover {
diff --git a/js/highlightjs/highlight.min.js b/js/highlightjs/highlight.min.js
new file mode 100644
index 00000000..5d699ae6
--- /dev/null
+++ b/js/highlightjs/highlight.min.js
@@ -0,0 +1,1213 @@
+/*!
+  Highlight.js v11.9.0 (git: f47103d4f1)
+  (c) 2006-2023 undefined and other contributors
+  License: BSD-3-Clause
+ */
+var hljs=function(){"use strict";function e(n){
+return n instanceof Map?n.clear=n.delete=n.set=()=>{
+throw Error("map is read-only")}:n instanceof Set&&(n.add=n.clear=n.delete=()=>{
+throw Error("set is read-only")
+}),Object.freeze(n),Object.getOwnPropertyNames(n).forEach((t=>{
+const a=n[t],i=typeof a;"object"!==i&&"function"!==i||Object.isFrozen(a)||e(a)
+})),n}class n{constructor(e){
+void 0===e.data&&(e.data={}),this.data=e.data,this.isMatchIgnored=!1}
+ignoreMatch(){this.isMatchIgnored=!0}}function t(e){
+return e.replace(/&/g,"&amp;").replace(/</g,"&lt;").replace(/>/g,"&gt;").replace(/"/g,"&quot;").replace(/'/g,"&#x27;")
+}function a(e,...n){const t=Object.create(null);for(const n in e)t[n]=e[n]
+;return n.forEach((e=>{for(const n in e)t[n]=e[n]})),t}const i=e=>!!e.scope
+;class r{constructor(e,n){
+this.buffer="",this.classPrefix=n.classPrefix,e.walk(this)}addText(e){
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+if(e.startsWith("language:"))return e.replace("language:","language-")
+;if(e.includes(".")){const t=e.split(".")
+;return[`${n}${t.shift()}`,...t.map(((e,n)=>`${e}${"_".repeat(n+1)}`))].join(" ")
+}return`${n}${e}`})(e.scope,{prefix:this.classPrefix});this.span(n)}
+closeNode(e){i(e)&&(this.buffer+="</span>")}value(){return this.buffer}span(e){
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+;return Object.assign(n,e),n};class o{constructor(){
+this.rootNode=s(),this.stack=[this.rootNode]}get top(){
+return this.stack[this.stack.length-1]}get root(){return this.rootNode}add(e){
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+;this.add(n),this.stack.push(n)}closeNode(){
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+walk(e){return this.constructor._walk(e,this.rootNode)}static _walk(e,n){
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+addText(e){""!==e&&this.add(e)}startScope(e){this.openNode(e)}endScope(){
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+end:/(TODO|FIXME|NOTE|BUG|OPTIMIZE|HACK|XXX):/,excludeBegin:!0,relevance:0})
+;const r=m("I","a","is","so","us","to","at","if","in","it","on",/[A-Za-z]+['](d|ve|re|ll|t|s|n)/,/[A-Za-z]+[-][a-z]+/,/[A-Za-z][a-z]{2,}/)
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+},M=x("//","$"),S=x("/\\*","\\*/"),A=x("#","$");var C=Object.freeze({
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+C_BLOCK_COMMENT_MODE:S,C_LINE_COMMENT_MODE:M,C_NUMBER_MODE:{scope:"number",
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+NUMBER_MODE:{scope:"number",begin:y,relevance:0},NUMBER_RE:y,
+PHRASAL_WORDS_MODE:{
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diff --git a/js/highlightjs/highlightjs-copy.min.js b/js/highlightjs/highlightjs-copy.min.js
new file mode 100644
index 00000000..b1c0d041
--- /dev/null
+++ b/js/highlightjs/highlightjs-copy.min.js
@@ -0,0 +1 @@
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\ No newline at end of file
diff --git a/js/katex/auto-render.min.js b/js/katex/auto-render.min.js
new file mode 100644
index 00000000..46d62af2
--- /dev/null
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diff --git a/js/katex/katex.min.js b/js/katex/katex.min.js
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Vn{constructor(e,t){this.mode=void 0,this.gullet=void 0,this.settings=void 0,this.leftrightDepth=void 0,this.nextToken=void 0,this.mode="math",this.gullet=new Hn(e,t,this.mode),this.settings=t,this.leftrightDepth=0}expect(e,t){if(void 0===t&&(t=!0),this.fetch().text!==e)throw new n("Expected '"+e+"', got '"+this.fetch().text+"'",this.fetch());t&&this.consume()}consume(){this.nextToken=null}fetch(){return null==this.nextToken&&(this.nextToken=this.gullet.expandNextToken()),this.nextToken}switchMode(e){this.mode=e,this.gullet.switchMode(e)}parse(){this.settings.globalGroup||this.gullet.beginGroup(),this.settings.colorIsTextColor&&this.gullet.macros.set("\\color","\\textcolor");try{const e=this.parseExpression(!1);return this.expect("EOF"),this.settings.globalGroup||this.gullet.endGroup(),e}finally{this.gullet.endGroups()}}subparse(e){const t=this.nextToken;this.consume(),this.gullet.pushToken(new Nr("}")),this.gullet.pushTokens(e);const r=this.parseExpression(!1);return this.expect("}"),this.nextToken=t,r}parseExpression(e,t){const r=[];for(;;){"math"===this.mode&&this.consumeSpaces();const n=this.fetch();if(-1!==Vn.endOfExpression.indexOf(n.text))break;if(t&&n.text===t)break;if(e&&yn[n.text]&&yn[n.text].infix)break;const o=this.parseAtom(t);if(!o)break;"internal"!==o.type&&r.push(o)}return"text"===this.mode&&this.formLigatures(r),this.handleInfixNodes(r)}handleInfixNodes(e){let t,r=-1;for(let o=0;o<e.length;o++)if("infix"===e[o].type){if(-1!==r)throw new n("only one infix operator per group",e[o].token);r=o,t=e[o].replaceWith}if(-1!==r&&t){let n,o;const s=e.slice(0,r),i=e.slice(r+1);let a;return n=1===s.length&&"ordgroup"===s[0].type?s[0]:{type:"ordgroup",mode:this.mode,body:s},o=1===i.length&&"ordgroup"===i[0].type?i[0]:{type:"ordgroup",mode:this.mode,body:i},a="\\\\abovefrac"===t?this.callFunction(t,[n,e[r],o],[]):this.callFunction(t,[n,o],[]),[a]}return e}handleSupSubscript(e){const t=this.fetch(),r=t.text;this.consume(),this.consumeSpaces();const o=this.parseGroup(e);if(!o)throw new n("Expected group after '"+r+"'",t);return o}formatUnsupportedCmd(e){const t=[];for(let r=0;r<e.length;r++)t.push({type:"textord",mode:"text",text:e[r]});const r={type:"text",mode:this.mode,body:t};return{type:"color",mode:this.mode,color:this.settings.errorColor,body:[r]}}parseAtom(e){const t=this.parseGroup("atom",e);if("text"===this.mode)return t;let r,o;for(;;){this.consumeSpaces();const e=this.fetch();if("\\limits"===e.text||"\\nolimits"===e.text){if(t&&"op"===t.type){const r="\\limits"===e.text;t.limits=r,t.alwaysHandleSupSub=!0}else{if(!t||"operatorname"!==t.type)throw new n("Limit controls must follow a math operator",e);t.alwaysHandleSupSub&&(t.limits="\\limits"===e.text)}this.consume()}else if("^"===e.text){if(r)throw new n("Double superscript",e);r=this.handleSupSubscript("superscript")}else if("_"===e.text){if(o)throw new n("Double subscript",e);o=this.handleSupSubscript("subscript")}else if("'"===e.text){if(r)throw new n("Double superscript",e);const t={type:"textord",mode:this.mode,text:"\\prime"},o=[t];for(this.consume();"'"===this.fetch().text;)o.push(t),this.consume();"^"===this.fetch().text&&o.push(this.handleSupSubscript("superscript")),r={type:"ordgroup",mode:this.mode,body:o}}else{if(!En[e.text])break;{const t=On.test(e.text),n=[];for(n.push(new Nr(En[e.text])),this.consume();;){const e=this.fetch().text;if(!En[e])break;if(On.test(e)!==t)break;n.unshift(new Nr(En[e])),this.consume()}const s=this.subparse(n);t?o={type:"ordgroup",mode:"math",body:s}:r={type:"ordgroup",mode:"math",body:s}}}}return r||o?{type:"supsub",mode:this.mode,base:t,sup:r,sub:o}:t}parseFunction(e,t){const r=this.fetch(),o=r.text,s=yn[o];if(!s)return null;if(this.consume(),t&&"atom"!==t&&!s.allowedInArgument)throw new n("Got function '"+o+"' with no arguments"+(t?" as "+t:""),r);if("text"===this.mode&&!s.allowedInText)throw new n("Can't use function '"+o+"' in text mode",r);if("math"===this.mode&&!1===s.allowedInMath)throw new n("Can't use function '"+o+"' in math mode",r);const{args:i,optArgs:a}=this.parseArguments(o,s);return this.callFunction(o,i,a,r,e)}callFunction(e,t,r,o,s){const i={funcName:e,parser:this,token:o,breakOnTokenText:s},a=yn[e];if(a&&a.handler)return a.handler(i,t,r);throw new n("No function handler for "+e)}parseArguments(e,t){const r=t.numArgs+t.numOptionalArgs;if(0===r)return{args:[],optArgs:[]};const o=[],s=[];for(let i=0;i<r;i++){let r=t.argTypes&&t.argTypes[i];const a=i<t.numOptionalArgs;(t.primitive&&null==r||"sqrt"===t.type&&1===i&&null==s[0])&&(r="primitive");const l=this.parseGroupOfType("argument to '"+e+"'",r,a);if(a)s.push(l);else{if(null==l)throw new n("Null argument, please report this as a bug");o.push(l)}}return{args:o,optArgs:s}}parseGroupOfType(e,t,r){switch(t){case"color":return this.parseColorGroup(r);case"size":return this.parseSizeGroup(r);case"url":return this.parseUrlGroup(r);case"math":case"text":return this.parseArgumentGroup(r,t);case"hbox":{const e=this.parseArgumentGroup(r,"text");return null!=e?{type:"styling",mode:e.mode,body:[e],style:"text"}:null}case"raw":{const e=this.parseStringGroup("raw",r);return null!=e?{type:"raw",mode:"text",string:e.text}:null}case"primitive":{if(r)throw new n("A primitive argument cannot be optional");const t=this.parseGroup(e);if(null==t)throw new n("Expected group as "+e,this.fetch());return t}case"original":case null:case void 0:return this.parseArgumentGroup(r);default:throw new n("Unknown group type as "+e,this.fetch())}}consumeSpaces(){for(;" "===this.fetch().text;)this.consume()}parseStringGroup(e,t){const r=this.gullet.scanArgument(t);if(null==r)return null;let n,o="";for(;"EOF"!==(n=this.fetch()).text;)o+=n.text,this.consume();return this.consume(),r.text=o,r}parseRegexGroup(e,t){const r=this.fetch();let o,s=r,i="";for(;"EOF"!==(o=this.fetch()).text&&e.test(i+o.text);)s=o,i+=s.text,this.consume();if(""===i)throw new n("Invalid "+t+": '"+r.text+"'",r);return r.range(s,i)}parseColorGroup(e){const t=this.parseStringGroup("color",e);if(null==t)return null;const r=/^(#[a-f0-9]{3}|#?[a-f0-9]{6}|[a-z]+)$/i.exec(t.text);if(!r)throw new n("Invalid color: '"+t.text+"'",t);let o=r[0];return/^[0-9a-f]{6}$/i.test(o)&&(o="#"+o),{type:"color-token",mode:this.mode,color:o}}parseSizeGroup(e){let t,r=!1;if(this.gullet.consumeSpaces(),t=e||"{"===this.gullet.future().text?this.parseStringGroup("size",e):this.parseRegexGroup(/^[-+]? *(?:$|\d+|\d+\.\d*|\.\d*) *[a-z]{0,2} *$/,"size"),!t)return null;e||0!==t.text.length||(t.text="0pt",r=!0);const o=/([-+]?) *(\d+(?:\.\d*)?|\.\d+) *([a-z]{2})/.exec(t.text);if(!o)throw new n("Invalid size: '"+t.text+"'",t);const s={number:+(o[1]+o[2]),unit:o[3]};if(!V(s))throw new n("Invalid unit: '"+s.unit+"'",t);return{type:"size",mode:this.mode,value:s,isBlank:r}}parseUrlGroup(e){this.gullet.lexer.setCatcode("%",13),this.gullet.lexer.setCatcode("~",12);const t=this.parseStringGroup("url",e);if(this.gullet.lexer.setCatcode("%",14),this.gullet.lexer.setCatcode("~",13),null==t)return null;const r=t.text.replace(/\\([#$%&~_^{}])/g,"$1");return{type:"url",mode:this.mode,url:r}}parseArgumentGroup(e,t){const r=this.gullet.scanArgument(e);if(null==r)return null;const n=this.mode;t&&this.switchMode(t),this.gullet.beginGroup();const o=this.parseExpression(!1,"EOF");this.expect("EOF"),this.gullet.endGroup();const s={type:"ordgroup",mode:this.mode,loc:r.loc,body:o};return t&&this.switchMode(n),s}parseGroup(e,t){const r=this.fetch(),o=r.text;let s;if("{"===o||"\\begingroup"===o){this.consume();const e="{"===o?"}":"\\endgroup";this.gullet.beginGroup();const t=this.parseExpression(!1,e),n=this.fetch();this.expect(e),this.gullet.endGroup(),s={type:"ordgroup",mode:this.mode,loc:Cr.range(r,n),body:t,semisimple:"\\begingroup"===o||void 0}}else if(s=this.parseFunction(t,e)||this.parseSymbol(),null==s&&"\\"===o[0]&&!Rn.hasOwnProperty(o)){if(this.settings.throwOnError)throw new n("Undefined control sequence: "+o,r);s=this.formatUnsupportedCmd(o),this.consume()}return s}formLigatures(e){let t=e.length-1;for(let r=0;r<t;++r){const n=e[r],o=n.text;"-"===o&&"-"===e[r+1].text&&(r+1<t&&"-"===e[r+2].text?(e.splice(r,3,{type:"textord",mode:"text",loc:Cr.range(n,e[r+2]),text:"---"}),t-=2):(e.splice(r,2,{type:"textord",mode:"text",loc:Cr.range(n,e[r+1]),text:"--"}),t-=1)),"'"!==o&&"`"!==o||e[r+1].text!==o||(e.splice(r,2,{type:"textord",mode:"text",loc:Cr.range(n,e[r+1]),text:o+o}),t-=1)}}parseSymbol(){const e=this.fetch();let t=e.text;if(/^\\verb[^a-zA-Z]/.test(t)){this.consume();let e=t.slice(5);const r="*"===e.charAt(0);if(r&&(e=e.slice(1)),e.length<2||e.charAt(0)!==e.slice(-1))throw new n("\\verb assertion failed --\n                    please report what input caused this bug");return e=e.slice(1,-1),{type:"verb",mode:"text",body:e,star:r}}Dn.hasOwnProperty(t[0])&&!oe[this.mode][t[0]]&&(this.settings.strict&&"math"===this.mode&&this.settings.reportNonstrict("unicodeTextInMathMode",'Accented Unicode text character "'+t[0]+'" used in math mode',e),t=Dn[t[0]]+t.slice(1));const r=kn.exec(t);let o;if(r&&(t=t.substring(0,r.index),"i"===t?t="\u0131":"j"===t&&(t="\u0237")),oe[this.mode][t]){this.settings.strict&&"math"===this.mode&&Ae.indexOf(t)>=0&&this.settings.reportNonstrict("unicodeTextInMathMode",'Latin-1/Unicode text character "'+t[0]+'" used in math mode',e);const r=oe[this.mode][t].group,n=Cr.range(e);let s;if(te.hasOwnProperty(r)){const e=r;s={type:"atom",mode:this.mode,family:e,loc:n,text:t}}else s={type:r,mode:this.mode,loc:n,text:t};o=s}else{if(!(t.charCodeAt(0)>=128))return null;this.settings.strict&&(S(t.charCodeAt(0))?"math"===this.mode&&this.settings.reportNonstrict("unicodeTextInMathMode",'Unicode text character "'+t[0]+'" used in math mode',e):this.settings.reportNonstrict("unknownSymbol",'Unrecognized Unicode character "'+t[0]+'" ('+t.charCodeAt(0)+")",e)),o={type:"textord",mode:"text",loc:Cr.range(e),text:t}}if(this.consume(),r)for(let t=0;t<r[0].length;t++){const s=r[0][t];if(!Ln[s])throw new n("Unknown accent ' "+s+"'",e);const i=Ln[s][this.mode]||Ln[s].text;if(!i)throw new n("Accent "+s+" unsupported in "+this.mode+" mode",e);o={type:"accent",mode:this.mode,loc:Cr.range(e),label:i,isStretchy:!1,isShifty:!0,base:o}}return o}}Vn.endOfExpression=["}","\\endgroup","\\end","\\right","&"];var Pn=function(e,t){if(!("string"==typeof e||e instanceof String))throw new TypeError("KaTeX can only parse string typed expression");const r=new Vn(e,t);delete r.gullet.macros.current["\\df@tag"];let o=r.parse();if(delete r.gullet.macros.current["\\current@color"],delete r.gullet.macros.current["\\color"],r.gullet.macros.get("\\df@tag")){if(!t.displayMode)throw new n("\\tag works only in display equations");o=[{type:"tag",mode:"text",body:o,tag:r.subparse([new Nr("\\df@tag")])}]}return o};let Fn=function(e,t,r){t.textContent="";const n=Un(e,r).toNode();t.appendChild(n)};"undefined"!=typeof document&&"CSS1Compat"!==document.compatMode&&("undefined"!=typeof console&&console.warn("Warning: KaTeX doesn't work in quirks mode. Make sure your website has a suitable doctype."),Fn=function(){throw new n("KaTeX doesn't work in quirks mode.")});const Gn=function(e,t,r){if(r.throwOnError||!(e instanceof n))throw e;const o=Ve.makeSpan(["katex-error"],[new Z(t)]);return o.setAttribute("title",e.toString()),o.setAttribute("style","color:"+r.errorColor),o},Un=function(e,t){const r=new m(t);try{const t=Pn(e,r);return zt(t,e,r)}catch(t){return Gn(t,e,r)}};var Yn={version:"0.16.10",render:Fn,renderToString:function(e,t){return Un(e,t).toMarkup()},ParseError:n,SETTINGS_SCHEMA:h,__parse:function(e,t){const r=new m(t);return Pn(e,r)},__renderToDomTree:Un,__renderToHTMLTree:function(e,t){const r=new m(t);try{return function(e,t,r){const n=mt(e,St(r)),o=Ve.makeSpan(["katex"],[n]);return Mt(o,r)}(Pn(e,r),0,r)}catch(t){return Gn(t,e,r)}},__setFontMetrics:function(e,t){T[e]=t},__defineSymbol:se,__defineFunction:je,__defineMacro:Br,__domTree:{Span:W,Anchor:_,SymbolNode:Z,SvgNode:K,PathNode:J,LineNode:Q}};return t=t.default}()}));
\ No newline at end of file
diff --git a/js/main.js b/js/main.js
index f6520549..235d6dea 100644
--- a/js/main.js
+++ b/js/main.js
@@ -137,6 +137,9 @@ targetElement.addEventListener("scroll", function() {
   } else {
     isScrolled = true;
   }
+
+  doSyntaxHighlighting();
+
 });
 
 // Create a MutationObserver instance
@@ -144,10 +147,6 @@ const observer = new MutationObserver(function(mutations) {
   mutations.forEach(function(mutation) {
     updateCssProperties();
 
-    if(!isScrolled) {
-      targetElement.scrollTop = targetElement.scrollHeight;
-    }
-
     const firstChild = targetElement.children[0];
     if (firstChild.classList.contains("generating")) {
       typing.parentNode.classList.add("visible-dots");
@@ -159,7 +158,13 @@ const observer = new MutationObserver(function(mutations) {
       document.getElementById("Generate").style.display = "flex";
     }
 
+    doSyntaxHighlighting();
   });
+
+  if(!isScrolled) {
+    targetElement.scrollTop = targetElement.scrollHeight;
+  }
+
 });
 
 // Configure the observer to watch for changes in the subtree and attributes
@@ -174,6 +179,66 @@ const config = {
 // Start observing the target element
 observer.observe(targetElement, config);
 
+//------------------------------------------------
+// Handle syntax highlighting / LaTeX
+//------------------------------------------------
+function isElementVisibleOnScreen(element) {
+  const rect = element.getBoundingClientRect();
+  return (
+    rect.left < window.innerWidth &&
+    rect.right > 0 &&
+    rect.top < window.innerHeight &&
+    rect.bottom > 0
+  );
+}
+
+function getVisibleMessagesIndexes() {
+  const elements = document.querySelectorAll(".message-body");
+  const visibleIndexes = [];
+
+  elements.forEach((element, index) => {
+    if (isElementVisibleOnScreen(element) && !element.hasAttribute("data-highlighted")) {
+      visibleIndexes.push(index);
+    }
+  });
+
+  return visibleIndexes;
+}
+
+function doSyntaxHighlighting() {
+  const indexes = getVisibleMessagesIndexes();
+  const elements = document.querySelectorAll(".message-body");
+
+  if (indexes.length > 0) {
+    observer.disconnect();
+
+    indexes.forEach((index) => {
+      const element = elements[index];
+
+      // Perform syntax highlighting
+      const codeBlocks = element.querySelectorAll("pre code");
+
+      codeBlocks.forEach((codeBlock) => {
+        hljs.highlightElement(codeBlock);
+      });
+
+      renderMathInElement(element, {
+        delimiters: [
+          { left: "$$", right: "$$", display: true },
+          { left: "$", right: "$", display: false },
+          { left: "\\(", right: "\\)", display: false },
+          { left: "\\[", right: "\\]", display: true },
+        ],
+      });
+
+      // Tag this element to indicate it has been syntax highlighted
+      element.setAttribute("data-highlighted", "true");
+    });
+
+    observer.observe(targetElement, config);
+  }
+}
+
 //------------------------------------------------
 // Add some scrollbars
 //------------------------------------------------
@@ -470,7 +535,7 @@ respondToRenameVisibility(renameTextArea, handleVisibilityChange);
 // is present at the bottom
 //------------------------------------------------
 
-if (document.getElementById('extensions') === null) {
+if (document.getElementById("extensions") === null) {
   document.getElementById("chat-tab").style.marginBottom = "-29px";
 }
 
@@ -478,8 +543,8 @@ if (document.getElementById('extensions') === null) {
 // Focus on the chat input after starting a new chat
 //------------------------------------------------
 
-document.querySelectorAll('.focus-on-chat-input').forEach(element => {
-  element.addEventListener('click', function() {
-      document.querySelector('#chat-input textarea').focus();
+document.querySelectorAll(".focus-on-chat-input").forEach(element => {
+  element.addEventListener("click", function() {
+    document.querySelector("#chat-input textarea").focus();
   });
 });
diff --git a/modules/block_requests.py b/modules/block_requests.py
index ac6c6800..0eb10fa2 100644
--- a/modules/block_requests.py
+++ b/modules/block_requests.py
@@ -45,6 +45,15 @@ def my_open(*args, **kwargs):
 
         file_contents = file_contents.replace(b'\t\t<script\n\t\t\tsrc="https://cdnjs.cloudflare.com/ajax/libs/iframe-resizer/4.3.9/iframeResizer.contentWindow.min.js"\n\t\t\tasync\n\t\t></script>', b'')
         file_contents = file_contents.replace(b'cdnjs.cloudflare.com', b'127.0.0.1')
+        file_contents = file_contents.replace(
+            b'</head>',
+            b'\n    <script src="file/js/katex/katex.min.js"></script>'
+            b'\n    <script src="file/js/katex/auto-render.min.js"></script>'
+            b'\n    <script src="file/js/highlightjs/highlight.min.js"></script>'
+            b'\n    <script src="file/js/highlightjs/highlightjs-copy.min.js"></script>'
+            b'\n    <script>hljs.addPlugin(new CopyButtonPlugin());</script>'
+            b'\n  </head>'
+        )
 
         return io.BytesIO(file_contents)
     else:
diff --git a/modules/html_generator.py b/modules/html_generator.py
index 112c8ca0..7e50f561 100644
--- a/modules/html_generator.py
+++ b/modules/html_generator.py
@@ -57,6 +57,14 @@ def convert_to_markdown(string):
     # Code
     string = string.replace('\\begin{code}', '```')
     string = string.replace('\\end{code}', '```')
+    string = string.replace('\\begin{align*}', '$$')
+    string = string.replace('\\end{align*}', '$$')
+    string = string.replace('\\begin{align}', '$$')
+    string = string.replace('\\end{align}', '$$')
+    string = string.replace('\\begin{equation}', '$$')
+    string = string.replace('\\end{equation}', '$$')
+    string = string.replace('\\begin{equation*}', '$$')
+    string = string.replace('\\end{equation*}', '$$')
     string = re.sub(r"(.)```", r"\1\n```", string)
 
     result = ''
diff --git a/modules/text_generation.py b/modules/text_generation.py
index 5c5727d6..8b422399 100644
--- a/modules/text_generation.py
+++ b/modules/text_generation.py
@@ -3,7 +3,6 @@ import copy
 import html
 import pprint
 import random
-import re
 import time
 import traceback
 
@@ -196,20 +195,6 @@ def formatted_outputs(reply, model_name):
     return html.unescape(reply), generate_basic_html(reply)
 
 
-def fix_galactica(s):
-    """
-    Fix the LaTeX equations in GALACTICA
-    """
-    s = s.replace(r'\[', r'$')
-    s = s.replace(r'\]', r'$')
-    s = s.replace(r'\(', r'$')
-    s = s.replace(r'\)', r'$')
-    s = s.replace(r'$$', r'$')
-    s = re.sub(r'\n', r'\n\n', s)
-    s = re.sub(r"\n{3,}", "\n\n", s)
-    return s
-
-
 def set_manual_seed(seed):
     seed = int(seed)
     if seed == -1:
diff --git a/modules/ui.py b/modules/ui.py
index a7c3b0f4..fc507af7 100644
--- a/modules/ui.py
+++ b/modules/ui.py
@@ -13,6 +13,12 @@ with open(Path(__file__).resolve().parent / '../css/NotoSans/stylesheet.css', 'r
     css = f.read()
 with open(Path(__file__).resolve().parent / '../css/main.css', 'r') as f:
     css += f.read()
+with open(Path(__file__).resolve().parent / '../css/katex/katex.min.css', 'r') as f:
+    css += f.read()
+with open(Path(__file__).resolve().parent / '../css/highlightjs/github-dark.min.css', 'r') as f:
+    css += f.read()
+with open(Path(__file__).resolve().parent / '../css/highlightjs/highlightjs-copy.min.css', 'r') as f:
+    css += f.read()
 with open(Path(__file__).resolve().parent / '../js/main.js', 'r') as f:
     js = f.read()
 with open(Path(__file__).resolve().parent / '../js/save_files.js', 'r') as f:
@@ -36,7 +42,7 @@ theme = gr.themes.Default(
     button_large_padding='6px 12px',
     body_text_color_subdued='#484848',
     background_fill_secondary='#eaeaea',
-    background_fill_primary='#fafafa',
+    background_fill_primary='var(--neutral-50)',
 )
 
 if Path("notification.mp3").exists():