diff --git a/api/Pipfile b/api/Pipfile
index 8eb28d8..e9ed3d1 100644
--- a/api/Pipfile
+++ b/api/Pipfile
@@ -6,15 +6,9 @@ name = "pypi"
 [packages]
 stampy-chat = {editable = true, path = "."}
 # ---- <flask stuff> ----
-flask = ">=2.2.2"
-gunicorn = "==20.0.4"
-jinja2 = "==2.11.3"
-markupsafe = "==1.1.1"
-itsdangerous = "==1.1.0"
-werkzeug = "==2.0.3"
-flask-cors = "*"
+flask = "==2.2.2"
 # ---- </flask stuff> ----
-openai = "==0.27.2"
+openai = "*"
 numpy = "==1.24.2"
 tenacity = "==8.2.2"
 tiktoken = "*"
@@ -28,9 +22,12 @@ mysql-connector-python = "*"
 langchain = "==0.1.20"
 transformers = "*"
 langchain-anthropic = "*"
+werkzeug = "==2.2.2"
+tonic-validate = "*"
 
 [dev-packages]
 pytest = "*"
+ipdb = "*"
 
 [requires]
 python_version = "3.11"
diff --git a/api/Pipfile.lock b/api/Pipfile.lock
index cafff32..e6aace9 100644
--- a/api/Pipfile.lock
+++ b/api/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "aae77e16c557dc0603c5ba79e57a176c1425b143b8f0e66c588f9866f564ff1d"
+            "sha256": "7a19533ac2e36088ab8a777e8ab3b7911de97f30764d638ad7e541afd90e6245"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -18,85 +18,85 @@
     "default": {
         "aiohttp": {
             "hashes": [
-                "sha256:017a21b0df49039c8f46ca0971b3a7fdc1f56741ab1240cb90ca408049766168",
-                "sha256:039df344b45ae0b34ac885ab5b53940b174530d4dd8a14ed8b0e2155b9dddccb",
-                "sha256:055ce4f74b82551678291473f66dc9fb9048a50d8324278751926ff0ae7715e5",
-                "sha256:06a9b2c8837d9a94fae16c6223acc14b4dfdff216ab9b7202e07a9a09541168f",
-                "sha256:07b837ef0d2f252f96009e9b8435ec1fef68ef8b1461933253d318748ec1acdc",
-                "sha256:0ed621426d961df79aa3b963ac7af0d40392956ffa9be022024cd16297b30c8c",
-                "sha256:0fa43c32d1643f518491d9d3a730f85f5bbaedcbd7fbcae27435bb8b7a061b29",
-                "sha256:1f5a71d25cd8106eab05f8704cd9167b6e5187bcdf8f090a66c6d88b634802b4",
-                "sha256:1f5cd333fcf7590a18334c90f8c9147c837a6ec8a178e88d90a9b96ea03194cc",
-                "sha256:27468897f628c627230dba07ec65dc8d0db566923c48f29e084ce382119802bc",
-                "sha256:298abd678033b8571995650ccee753d9458dfa0377be4dba91e4491da3f2be63",
-                "sha256:2c895a656dd7e061b2fd6bb77d971cc38f2afc277229ce7dd3552de8313a483e",
-                "sha256:361a1026c9dd4aba0109e4040e2aecf9884f5cfe1b1b1bd3d09419c205e2e53d",
-                "sha256:363afe77cfcbe3a36353d8ea133e904b108feea505aa4792dad6585a8192c55a",
-                "sha256:38a19bc3b686ad55804ae931012f78f7a534cce165d089a2059f658f6c91fa60",
-                "sha256:38f307b41e0bea3294a9a2a87833191e4bcf89bb0365e83a8be3a58b31fb7f38",
-                "sha256:3e59c23c52765951b69ec45ddbbc9403a8761ee6f57253250c6e1536cacc758b",
-                "sha256:4b4af9f25b49a7be47c0972139e59ec0e8285c371049df1a63b6ca81fdd216a2",
-                "sha256:504b6981675ace64c28bf4a05a508af5cde526e36492c98916127f5a02354d53",
-                "sha256:50fca156d718f8ced687a373f9e140c1bb765ca16e3d6f4fe116e3df7c05b2c5",
-                "sha256:522a11c934ea660ff8953eda090dcd2154d367dec1ae3c540aff9f8a5c109ab4",
-                "sha256:52df73f14ed99cee84865b95a3d9e044f226320a87af208f068ecc33e0c35b96",
-                "sha256:595f105710293e76b9dc09f52e0dd896bd064a79346234b521f6b968ffdd8e58",
-                "sha256:59c26c95975f26e662ca78fdf543d4eeaef70e533a672b4113dd888bd2423caa",
-                "sha256:5bce0dc147ca85caa5d33debc4f4d65e8e8b5c97c7f9f660f215fa74fc49a321",
-                "sha256:5eafe2c065df5401ba06821b9a054d9cb2848867f3c59801b5d07a0be3a380ae",
-                "sha256:5ed3e046ea7b14938112ccd53d91c1539af3e6679b222f9469981e3dac7ba1ce",
-                "sha256:5fe9ce6c09668063b8447f85d43b8d1c4e5d3d7e92c63173e6180b2ac5d46dd8",
-                "sha256:648056db9a9fa565d3fa851880f99f45e3f9a771dd3ff3bb0c048ea83fb28194",
-                "sha256:69361bfdca5468c0488d7017b9b1e5ce769d40b46a9f4a2eed26b78619e9396c",
-                "sha256:6b0e029353361f1746bac2e4cc19b32f972ec03f0f943b390c4ab3371840aabf",
-                "sha256:6b88f9386ff1ad91ace19d2a1c0225896e28815ee09fc6a8932fded8cda97c3d",
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-                "sha256:ff30218887e62209942f91ac1be902cc80cddb86bf00fbc6783b7a43b2bea26f"
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+                "sha256:67c3119f5ddc7261d47163ed86d760ddf0e625cd6246b4ed852e82159617b5fb",
+                "sha256:694d828b5c41255e54bc2dddb51a9f5150b4eefa9886e38b52605a05d96566e8",
+                "sha256:6ae79c1bc12c34082d92bf9422764f799aee4746fd7a392db46b7fd357d4a17a",
+                "sha256:702e2c7c187c1a498a4e2b03155d52658fdd6fda882d3d7fbb891a5cf108bb10",
+                "sha256:714d4e5231fed4ba2762ed489b4aec07b2b9953cf4ee31e9871caac895a839c0",
+                "sha256:7b179eea70833c8dee51ec42f3b4097bd6370892fa93f510f76762105568cf09",
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+                "sha256:82a6a97d9771cb48ae16979c3a3a9a18b600a8505b1115cfe354dfb2054468b4",
+                "sha256:84dabd95154f43a2ea80deffec9cb44d2e301e38a0c9d331cc4aa0166fe28ae3",
+                "sha256:8676e8fd73141ded15ea586de0b7cda1542960a7b9ad89b2b06428e97125d4fa",
+                "sha256:88e311d98cc0bf45b62fc46c66753a83445f5ab20038bcc1b8a1cc05666f428a",
+                "sha256:8b4f72fbb66279624bfe83fd5eb6aea0022dad8eec62b71e7bf63ee1caadeafe",
+                "sha256:8c64a6dc3fe5db7b1b4d2b5cb84c4f677768bdc340611eca673afb7cf416ef5a",
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+                "sha256:9c69e77370cce2d6df5d12b4e12bdcca60c47ba13d1cbbc8645dd005a20b738b",
+                "sha256:9dbc053ac75ccc63dc3a3cc547b98c7258ec35a215a92bd9f983e0aac95d3d5b",
+                "sha256:9e3a1ae66e3d0c17cf65c08968a5ee3180c5a95920ec2731f53343fac9bad106",
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+                "sha256:a81b1143d42b66ffc40a441379387076243ef7b51019204fd3ec36b9f69e77d6",
+                "sha256:ad7f2919d7dac062f24d6f5fe95d401597fbb015a25771f85e692d043c9d7832",
+                "sha256:afc52b8d969eff14e069a710057d15ab9ac17cd4b6753042c407dcea0e40bf75",
+                "sha256:b3df71da99c98534be076196791adca8819761f0bf6e08e07fd7da25127150d6",
+                "sha256:c088c4d70d21f8ca5c0b8b5403fe84a7bc8e024161febdd4ef04575ef35d474d",
+                "sha256:c26959ca7b75ff768e2776d8055bf9582a6267e24556bb7f7bd29e677932be72",
+                "sha256:c413016880e03e69d166efb5a1a95d40f83d5a3a648d16486592c49ffb76d0db",
+                "sha256:c6021d296318cb6f9414b48e6a439a7f5d1f665464da507e8ff640848ee2a58a",
+                "sha256:c671dc117c2c21a1ca10c116cfcd6e3e44da7fcde37bf83b2be485ab377b25da",
+                "sha256:c7a4b7a6cf5b6eb11e109a9755fd4fda7d57395f8c575e166d363b9fc3ec4678",
+                "sha256:c8a02fbeca6f63cb1f0475c799679057fc9268b77075ab7cf3f1c600e81dd46b",
+                "sha256:cd2adf5c87ff6d8b277814a28a535b59e20bfea40a101db6b3bdca7e9926bc24",
+                "sha256:d1469f228cd9ffddd396d9948b8c9cd8022b6d1bf1e40c6f25b0fb90b4f893ed",
+                "sha256:d153f652a687a8e95ad367a86a61e8d53d528b0530ef382ec5aaf533140ed00f",
+                "sha256:d5ab8e1f6bee051a4bf6195e38a5c13e5e161cb7bad83d8854524798bd9fcd6e",
+                "sha256:da00da442a0e31f1c69d26d224e1efd3a1ca5bcbf210978a2ca7426dfcae9f58",
+                "sha256:da22dab31d7180f8c3ac7c7635f3bcd53808f374f6aa333fe0b0b9e14b01f91a",
+                "sha256:e0ae53e33ee7476dd3d1132f932eeb39bf6125083820049d06edcdca4381f342",
+                "sha256:e7a6a8354f1b62e15d48e04350f13e726fa08b62c3d7b8401c0a1314f02e3558",
+                "sha256:e9a3d838441bebcf5cf442700e3963f58b5c33f015341f9ea86dcd7d503c07e2",
+                "sha256:edea7d15772ceeb29db4aff55e482d4bcfb6ae160ce144f2682de02f6d693551",
+                "sha256:f22eb3a6c1080d862befa0a89c380b4dafce29dc6cd56083f630073d102eb595",
+                "sha256:f26383adb94da5e7fb388d441bf09c61e5e35f455a3217bfd790c6b6bc64b2ee",
+                "sha256:f3c2890ca8c59ee683fd09adf32321a40fe1cf164e3387799efb2acebf090c11",
+                "sha256:f64fd07515dad67f24b6ea4a66ae2876c01031de91c93075b8093f07c0a2d93d",
+                "sha256:fcde4c397f673fdec23e6b05ebf8d4751314fa7c24f93334bf1f1364c1c69ac7",
+                "sha256:ff84aeb864e0fac81f676be9f4685f0527b660f1efdc40dcede3c251ef1e867f"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==3.9.3"
+            "version": "==3.9.5"
         },
         "aiosignal": {
             "hashes": [
@@ -117,19 +117,19 @@
         },
         "annotated-types": {
             "hashes": [
-                "sha256:0641064de18ba7a25dee8f96403ebc39113d0cb953a01429249d5c7564666a43",
-                "sha256:563339e807e53ffd9c267e99fc6d9ea23eb8443c08f112651963e24e22f84a5d"
+                "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53",
+                "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==0.6.0"
+            "version": "==0.7.0"
         },
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-            "version": "==0.21.3"
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             "hashes": [
@@ -139,6 +139,13 @@
             "markers": "python_version >= '3.8'",
             "version": "==4.3.0"
         },
+        "appdirs": {
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+                "sha256:7d5d0167b2b1ba821647616af46a749d1c653740dd0d2415100fe26e27afdf41",
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@@ -147,6 +154,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==23.2.0"
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+        "cachetools": {
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@@ -261,11 +276,11 @@
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@@ -294,28 +309,27 @@
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@@ -402,20 +416,198 @@
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+                "sha256:d9171f025a196f5bcfec7e8e7ffb7c3535f7d60aecd3503f9e250296c7cfc150"
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+            "version": "==1.64.0"
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+        "grpcio-status": {
+            "hashes": [
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+                "sha256:62e1bfcb02025a1cd73732a2d33672d3e9d0df4d21c12c51e0bbcaf09bab742a"
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         "gunicorn": {
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-            "markers": "python_version >= '3.4'",
-            "version": "==20.0.4"
+            "markers": "python_version >= '3.7'",
+            "version": "==22.0.0"
         },
         "h11": {
             "hashes": [
@@ -427,11 +619,19 @@
         },
         "httpcore": {
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             "markers": "python_version >= '3.8'",
-            "version": "==1.0.4"
+            "version": "==1.0.5"
+        },
+        "httplib2": {
+            "hashes": [
+                "sha256:14ae0a53c1ba8f3d37e9e27cf37eabb0fb9980f435ba405d546948b009dd64dc",
+                "sha256:d7a10bc5ef5ab08322488bde8c726eeee5c8618723fdb399597ec58f3d82df81"
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+            "version": "==0.22.0"
         },
         "httpx": {
             "hashes": [
@@ -443,37 +643,43 @@
         },
         "huggingface-hub": {
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-            "version": "==0.21.4"
+            "version": "==0.23.0"
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-                "sha256:c05567e9c24a6b9faaa835c4821bad0590fbb9d5779e7caa6e1cc4978e7eb24f"
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             "markers": "python_version >= '3.5'",
-            "version": "==3.6"
+            "version": "==3.7"
+        },
+        "importlib-metadata": {
+            "hashes": [
+                "sha256:30962b96c0c223483ed6cc7280e7f0199feb01a0e40cfae4d4450fc6fab1f570",
+                "sha256:b78938b926ee8d5f020fc4772d487045805a55ddbad2ecf21c6d60938dc7fcd2"
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-            "version": "==1.1.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.2.0"
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-            "markers": "python_version >= '2.7' and python_version not in '3.0, 3.1, 3.2, 3.3, 3.4'",
-            "version": "==2.11.3"
+            "markers": "python_version >= '3.7'",
+            "version": "==3.1.4"
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         "jsonpatch": {
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@@ -493,128 +699,143 @@
         },
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             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.1.13"
+            "version": "==0.1.20"
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-            "version": "==0.1.4"
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@@ -863,105 +1080,154 @@
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             "index": "pypi",
             "markers": "python_version >= '3.7'",
-            "version": "==2.0.28"
+            "version": "==2.0.30"
         },
         "stampy-chat": {
             "editable": true,
@@ -1383,144 +1625,143 @@
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@@ -1529,6 +1770,14 @@
             ],
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@@ -1539,12 +1788,12 @@
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@@ -1641,9 +1890,40 @@
             ],
             "markers": "python_version >= '3.7'",
             "version": "==1.9.4"
+        },
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@@ -1652,6 +1932,39 @@
             "markers": "python_version >= '3.7'",
             "version": "==2.0.0"
         },
+        "ipdb": {
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@@ -1660,22 +1973,106 @@
             "markers": "python_version >= '3.7'",
             "version": "==23.2"
         },
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 }