diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile
index d86e3124..0041c58d 100644
--- a/.devcontainer/Dockerfile
+++ b/.devcontainer/Dockerfile
@@ -10,6 +10,3 @@ ENV PYTHONUNBUFFERED 1
 # [Optional] Uncomment this section to install additional OS packages.
 # RUN apt-get update && export DEBIAN_FRONTEND=noninteractive \
 #     && apt-get -y install --no-install-recommends <your-package-list-here>
-
-
-
diff --git a/.github/workflows/linter.yaml b/.github/workflows/linter.yaml
new file mode 100644
index 00000000..aa225e94
--- /dev/null
+++ b/.github/workflows/linter.yaml
@@ -0,0 +1,32 @@
+name: Lint Code Base
+on:
+  pull_request:
+    branches:
+      - master
+jobs:
+  build:
+    if: github.repository == 'coronasafe/ayushma'
+    name: Lint Code Base
+    runs-on: ubuntu-latest
+    permissions:
+      contents: read
+      packages: read
+      statuses: write
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 0
+      - name: Lint Code Base
+        uses: super-linter/super-linter/slim@v6
+        env:
+          DEFAULT_BRANCH: master
+          GITHUB_TOKEN: ${{ secrets.GITHUB_TOKEN }}
+          VALIDATE_ALL_CODEBASE: false
+          VALIDATE_PYTHON_BLACK: true
+          VALIDATE_PYTHON_FLAKE8: true
+          VALIDATE_PYTHON_ISORT: true
+          LINTER_RULES_PATH: /
+          PYTHON_FLAKE8_CONFIG_FILE: "setup.cfg"
+          PYTHON_BLACK_CONFIG_FILE: "pyproject.toml"
+          PYTHON_ISORT_CONFIG_FILE: "pyproject.toml"
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index 2b9044e1..3680aa4a 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -1,26 +1,26 @@
 exclude: "docs|node_modules|migrations|.git|.venv"
 default_stages: [commit]
 fail_fast: true
-
 repos:
   - repo: https://github.com/pre-commit/pre-commit-hooks
-    rev: v4.3.0
+    rev: v4.5.0
     hooks:
       - id: check-yaml
       - id: end-of-file-fixer
       - id: trailing-whitespace
   - repo: https://github.com/PyCQA/isort
-    rev: 5.12.0
+    rev: 5.13.2
     hooks:
       - id: isort
-
+        additional_dependencies: ["isort[pyproject]"]
   - repo: https://github.com/psf/black
-    rev: 22.3.0
+    rev: 24.3.0
     hooks:
       - id: black
-
+        args: ["--config=pyproject.toml"]
   - repo: https://github.com/PyCQA/flake8
-    rev: 4.0.1
+    rev: 7.0.0
     hooks:
       - id: flake8
         args: ["--config=setup.cfg"]
+        additional_dependencies: [flake8-isort]
diff --git a/.vscode/settings.json b/.vscode/settings.json
index 02714a6b..2e6efc0c 100644
--- a/.vscode/settings.json
+++ b/.vscode/settings.json
@@ -10,7 +10,7 @@
   "[python]": {
     "editor.defaultFormatter": "ms-python.black-formatter",
     "editor.codeActionsOnSave": {
-      "source.organizeImports": true
+      "source.organizeImports": "explicit"
     }
   },
   "editor.formatOnSave": true,
diff --git a/Makefile b/Makefile
index 209e88c2..a9548416 100644
--- a/Makefile
+++ b/Makefile
@@ -31,7 +31,7 @@ logs:
 
 makemigrations: up
 	docker exec django bash -c "python manage.py makemigrations"
-	
+
 checkmigration:
 	docker compose -f $(docker_config_file) exec django bash -c "python manage.py makemigrations --check --dry-run"
 
diff --git a/Pipfile b/Pipfile
index cf7c9ced..db43b4a2 100644
--- a/Pipfile
+++ b/Pipfile
@@ -53,6 +53,7 @@ factory-boy = "==3.3.0"
 django-debug-toolbar = "==4.2.0"
 django-extensions = "==3.2.3"
 psycopg = {extras = ["binary"], version = "==3.1.17"}
+watchdog = "==4.0.0"
 
 [requires]
 python_version = "3.11"
diff --git a/Pipfile.lock b/Pipfile.lock
index 403bec11..3c9b0163 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "f7eaea9dba25a601c70a711e0b46fefbee0f7beb7b750012fbd55c55e9bf857f"
+            "sha256": "63b31ab91cb495e4a97169808cd4de31645b941b2e62433ce1c0d9a7650b2565"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -202,19 +202,19 @@
         },
         "boto3": {
             "hashes": [
-                "sha256:7bf924c942426839efd7fa5c2c4fe85dba208258393e8017a5ad327c30e5948d",
-                "sha256:9e62f42de2873baab96eb822386d6a3b1d77f6715cb9033d7b4e6e9ebb0cdbe7"
+                "sha256:46432fd506708fec6caec4392d758c6f5b79a376dee67d3284fe8b6bfbafeaf4",
+                "sha256:5c96bed1269f77788780aa2005811dc3a37d4122f08b8e54063a1f4c1b9314a1"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.32"
+            "version": "==1.34.45"
         },
         "botocore": {
             "hashes": [
-                "sha256:466aee158bd0429dbd567c4e2bdf7be9a0a5a74409f8b295c30f34d84c497f9c",
-                "sha256:aa26a74df83eed3db9542c1cf9108138794c344918b36a506c0723717f1acaab"
+                "sha256:bf4fe24dd00a6262a27573dea1690ea68eb20f939e7086effadf19aa1acb44d1",
+                "sha256:e17874ac708fef295d2ea16bb2570ea0512c920de9f25f796de0d8c778f06a02"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.34.32"
+            "version": "==1.34.45"
         },
         "cachetools": {
             "hashes": [
@@ -235,11 +235,11 @@
         },
         "certifi": {
             "hashes": [
-                "sha256:9b469f3a900bf28dc19b8cfbf8019bf47f7fdd1a65a1d4ffb98fc14166beb4d1",
-                "sha256:e036ab49d5b79556f99cfc2d9320b34cfbe5be05c5871b51de9329f0603b0474"
+                "sha256:0569859f95fc761b18b45ef421b1290a0f65f147e92a1e5eb3e635f9a5e4e66f",
+                "sha256:dc383c07b76109f368f6106eee2b593b04a011ea4d55f652c6ca24a754d1cdd1"
             ],
             "markers": "python_version >= '3.6'",
-            "version": "==2023.11.17"
+            "version": "==2024.2.2"
         },
         "cffi": {
             "hashes": [
@@ -428,11 +428,11 @@
         },
         "dataclasses-json": {
             "hashes": [
-                "sha256:35cb40aae824736fdf959801356641836365219cfe14caeb115c39136f775d2a",
-                "sha256:4aeb343357997396f6bca1acae64e486c3a723d8f5c76301888abeccf0c45176"
+                "sha256:73696ebf24936560cca79a2430cbc4f3dd23ac7bf46ed17f38e5e5e7657a6377",
+                "sha256:f90578b8a3177f7552f4e1a6e535e84293cd5da421fcce0642d49c0d7bdf8df2"
             ],
             "markers": "python_version >= '3.7' and python_version < '4.0'",
-            "version": "==0.6.3"
+            "version": "==0.6.4"
         },
         "distro": {
             "hashes": [
@@ -536,11 +536,11 @@
         },
         "dnspython": {
             "hashes": [
-                "sha256:6facdf76b73c742ccf2d07add296f178e629da60be23ce4b0a9c927b1e02c3a6",
-                "sha256:a0034815a59ba9ae888946be7ccca8f7c157b286f8455b379c692efb51022a15"
+                "sha256:5ef3b9680161f6fa89daf8ad451b5f1a33b18ae8a1c6778cdf4b43f08c0a6e50",
+                "sha256:e8f0f9c23a7b7cb99ded64e6c3a6f3e701d78f50c55e002b839dea7225cff7cc"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==2.5.0"
+            "version": "==2.6.1"
         },
         "drf-nested-routers": {
             "hashes": [
@@ -794,11 +794,11 @@
         },
         "httpcore": {
             "hashes": [
-                "sha256:096cc05bca73b8e459a1fc3dcf585148f63e534eae4339559c9b8a8d6399acc7",
-                "sha256:9fc092e4799b26174648e54b74ed5f683132a464e95643b226e00c2ed2fa6535"
+                "sha256:5c0f9546ad17dac4d0772b0808856eb616eb8b48ce94f49ed819fd6982a8a544",
+                "sha256:9a6a501c3099307d9fd76ac244e08503427679b1e81ceb1d922485e2f2462ad2"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==1.0.2"
+            "version": "==1.0.3"
         },
         "httpx": {
             "hashes": [
@@ -891,19 +891,19 @@
         },
         "langchain-community": {
             "hashes": [
-                "sha256:ab957b34a562e0199b2ecf050bdc987c4fe889b2ac9f22b75a9fac8b9e30f53a",
-                "sha256:d503491bbfb691d1b3d10d74f7a69840cee3caf9b58a9a76f053ff925ea76733"
+                "sha256:bd112b5813702919c50f89b1afa2b63adf1da89999df4842b327ee11220f8c39",
+                "sha256:c56c48bc77d24e1fc399a9ee9a637d96e3b2ff952e3a080b5a41820d9d00fb3c"
             ],
             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.0.17"
+            "version": "==0.0.20"
         },
         "langchain-core": {
             "hashes": [
-                "sha256:5a60dc3c391b33834fb9c8b072abd7a0df4cbba8ce88eb1bcb288844000ab759",
-                "sha256:ad470b21cdfdc75e829cd91c8d8eb7e0438ab8ddb5b50828125ff7ada121ee7b"
+                "sha256:34359cc8b6f8c3d45098c54a6a9b35c9f538ef58329cd943a2249d6d7b4e5806",
+                "sha256:d42fac013c39a8b0bcd7e337a4cb6c17c16046c60d768f89df582ad73ec3c5cb"
             ],
             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.1.18"
+            "version": "==0.1.23"
         },
         "langchain-experimental": {
             "hashes": [
@@ -916,11 +916,11 @@
         },
         "langsmith": {
             "hashes": [
-                "sha256:9d0ccbcda7b69c83828060603a51bb4319e43b8dc807fbd90b6355f8ec709500",
-                "sha256:fefc631fc30d836b54d4e3f99961c41aea497633898b8f09e305b6c7216c2c54"
+                "sha256:36c4cc47e5b54be57d038036a30fb19ce6e4c73048cd7a464b8f25b459694d34",
+                "sha256:8903d3811b9fc89eb18f5961c8e6935fbd2d0f119884fbf30dc70b8f8f4121fc"
             ],
             "markers": "python_version < '4.0' and python_full_version >= '3.8.1'",
-            "version": "==0.0.85"
+            "version": "==0.0.87"
         },
         "loguru": {
             "hashes": [
@@ -940,83 +940,99 @@
         },
         "multidict": {
             "hashes": [
-                "sha256:01a3a55bd90018c9c080fbb0b9f4891db37d148a0a18722b42f94694f8b6d4c9",
-                "sha256:0b1a97283e0c85772d613878028fec909f003993e1007eafa715b24b377cb9b8",
-                "sha256:0dfad7a5a1e39c53ed00d2dd0c2e36aed4650936dc18fd9a1826a5ae1cad6f03",
-                "sha256:11bdf3f5e1518b24530b8241529d2050014c884cf18b6fc69c0c2b30ca248710",
-                "sha256:1502e24330eb681bdaa3eb70d6358e818e8e8f908a22a1851dfd4e15bc2f8161",
-                "sha256:16ab77bbeb596e14212e7bab8429f24c1579234a3a462105cda4a66904998664",
-                "sha256:16d232d4e5396c2efbbf4f6d4df89bfa905eb0d4dc5b3549d872ab898451f569",
-                "sha256:21a12c4eb6ddc9952c415f24eef97e3e55ba3af61f67c7bc388dcdec1404a067",
-                "sha256:27c523fbfbdfd19c6867af7346332b62b586eed663887392cff78d614f9ec313",
-                "sha256:281af09f488903fde97923c7744bb001a9b23b039a909460d0f14edc7bf59706",
-                "sha256:33029f5734336aa0d4c0384525da0387ef89148dc7191aae00ca5fb23d7aafc2",
-                "sha256:3601a3cece3819534b11d4efc1eb76047488fddd0c85a3948099d5da4d504636",
-                "sha256:3666906492efb76453c0e7b97f2cf459b0682e7402c0489a95484965dbc1da49",
-                "sha256:36c63aaa167f6c6b04ef2c85704e93af16c11d20de1d133e39de6a0e84582a93",
-                "sha256:39ff62e7d0f26c248b15e364517a72932a611a9b75f35b45be078d81bdb86603",
-                "sha256:43644e38f42e3af682690876cff722d301ac585c5b9e1eacc013b7a3f7b696a0",
-                "sha256:4372381634485bec7e46718edc71528024fcdc6f835baefe517b34a33c731d60",
-                "sha256:458f37be2d9e4c95e2d8866a851663cbc76e865b78395090786f6cd9b3bbf4f4",
-                "sha256:45e1ecb0379bfaab5eef059f50115b54571acfbe422a14f668fc8c27ba410e7e",
-                "sha256:4b9d9e4e2b37daddb5c23ea33a3417901fa7c7b3dee2d855f63ee67a0b21e5b1",
-                "sha256:4ceef517eca3e03c1cceb22030a3e39cb399ac86bff4e426d4fc6ae49052cc60",
-                "sha256:4d1a3d7ef5e96b1c9e92f973e43aa5e5b96c659c9bc3124acbbd81b0b9c8a951",
-                "sha256:4dcbb0906e38440fa3e325df2359ac6cb043df8e58c965bb45f4e406ecb162cc",
-                "sha256:509eac6cf09c794aa27bcacfd4d62c885cce62bef7b2c3e8b2e49d365b5003fe",
-                "sha256:52509b5be062d9eafc8170e53026fbc54cf3b32759a23d07fd935fb04fc22d95",
-                "sha256:52f2dffc8acaba9a2f27174c41c9e57f60b907bb9f096b36b1a1f3be71c6284d",
-                "sha256:574b7eae1ab267e5f8285f0fe881f17efe4b98c39a40858247720935b893bba8",
-                "sha256:5979b5632c3e3534e42ca6ff856bb24b2e3071b37861c2c727ce220d80eee9ed",
-                "sha256:59d43b61c59d82f2effb39a93c48b845efe23a3852d201ed2d24ba830d0b4cf2",
-                "sha256:5a4dcf02b908c3b8b17a45fb0f15b695bf117a67b76b7ad18b73cf8e92608775",
-                "sha256:5cad9430ab3e2e4fa4a2ef4450f548768400a2ac635841bc2a56a2052cdbeb87",
-                "sha256:5fc1b16f586f049820c5c5b17bb4ee7583092fa0d1c4e28b5239181ff9532e0c",
-                "sha256:62501642008a8b9871ddfccbf83e4222cf8ac0d5aeedf73da36153ef2ec222d2",
-                "sha256:64bdf1086b6043bf519869678f5f2757f473dee970d7abf6da91ec00acb9cb98",
-                "sha256:64da238a09d6039e3bd39bb3aee9c21a5e34f28bfa5aa22518581f910ff94af3",
-                "sha256:666daae833559deb2d609afa4490b85830ab0dfca811a98b70a205621a6109fe",
-                "sha256:67040058f37a2a51ed8ea8f6b0e6ee5bd78ca67f169ce6122f3e2ec80dfe9b78",
-                "sha256:6748717bb10339c4760c1e63da040f5f29f5ed6e59d76daee30305894069a660",
-                "sha256:6b181d8c23da913d4ff585afd1155a0e1194c0b50c54fcfe286f70cdaf2b7176",
-                "sha256:6ed5f161328b7df384d71b07317f4d8656434e34591f20552c7bcef27b0ab88e",
-                "sha256:7582a1d1030e15422262de9f58711774e02fa80df0d1578995c76214f6954988",
-                "sha256:7d18748f2d30f94f498e852c67d61261c643b349b9d2a581131725595c45ec6c",
-                "sha256:7d6ae9d593ef8641544d6263c7fa6408cc90370c8cb2bbb65f8d43e5b0351d9c",
-                "sha256:81a4f0b34bd92df3da93315c6a59034df95866014ac08535fc819f043bfd51f0",
-                "sha256:8316a77808c501004802f9beebde51c9f857054a0c871bd6da8280e718444449",
-                "sha256:853888594621e6604c978ce2a0444a1e6e70c8d253ab65ba11657659dcc9100f",
-                "sha256:99b76c052e9f1bc0721f7541e5e8c05db3941eb9ebe7b8553c625ef88d6eefde",
-                "sha256:a2e4369eb3d47d2034032a26c7a80fcb21a2cb22e1173d761a162f11e562caa5",
-                "sha256:ab55edc2e84460694295f401215f4a58597f8f7c9466faec545093045476327d",
-                "sha256:af048912e045a2dc732847d33821a9d84ba553f5c5f028adbd364dd4765092ac",
-                "sha256:b1a2eeedcead3a41694130495593a559a668f382eee0727352b9a41e1c45759a",
-                "sha256:b1e8b901e607795ec06c9e42530788c45ac21ef3aaa11dbd0c69de543bfb79a9",
-                "sha256:b41156839806aecb3641f3208c0dafd3ac7775b9c4c422d82ee2a45c34ba81ca",
-                "sha256:b692f419760c0e65d060959df05f2a531945af31fda0c8a3b3195d4efd06de11",
-                "sha256:bc779e9e6f7fda81b3f9aa58e3a6091d49ad528b11ed19f6621408806204ad35",
-                "sha256:bf6774e60d67a9efe02b3616fee22441d86fab4c6d335f9d2051d19d90a40063",
-                "sha256:c048099e4c9e9d615545e2001d3d8a4380bd403e1a0578734e0d31703d1b0c0b",
-                "sha256:c5cb09abb18c1ea940fb99360ea0396f34d46566f157122c92dfa069d3e0e982",
-                "sha256:cc8e1d0c705233c5dd0c5e6460fbad7827d5d36f310a0fadfd45cc3029762258",
-                "sha256:d5e3fc56f88cc98ef8139255cf8cd63eb2c586531e43310ff859d6bb3a6b51f1",
-                "sha256:d6aa0418fcc838522256761b3415822626f866758ee0bc6632c9486b179d0b52",
-                "sha256:d6c254ba6e45d8e72739281ebc46ea5eb5f101234f3ce171f0e9f5cc86991480",
-                "sha256:d6d635d5209b82a3492508cf5b365f3446afb65ae7ebd755e70e18f287b0adf7",
-                "sha256:dcfe792765fab89c365123c81046ad4103fcabbc4f56d1c1997e6715e8015461",
-                "sha256:ddd3915998d93fbcd2566ddf9cf62cdb35c9e093075f862935573d265cf8f65d",
-                "sha256:ddff9c4e225a63a5afab9dd15590432c22e8057e1a9a13d28ed128ecf047bbdc",
-                "sha256:e41b7e2b59679edfa309e8db64fdf22399eec4b0b24694e1b2104fb789207779",
-                "sha256:e69924bfcdda39b722ef4d9aa762b2dd38e4632b3641b1d9a57ca9cd18f2f83a",
-                "sha256:ea20853c6dbbb53ed34cb4d080382169b6f4554d394015f1bef35e881bf83547",
-                "sha256:ee2a1ece51b9b9e7752e742cfb661d2a29e7bcdba2d27e66e28a99f1890e4fa0",
-                "sha256:eeb6dcc05e911516ae3d1f207d4b0520d07f54484c49dfc294d6e7d63b734171",
-                "sha256:f70b98cd94886b49d91170ef23ec5c0e8ebb6f242d734ed7ed677b24d50c82cf",
-                "sha256:fc35cb4676846ef752816d5be2193a1e8367b4c1397b74a565a9d0389c433a1d",
-                "sha256:ff959bee35038c4624250473988b24f846cbeb2c6639de3602c073f10410ceba"
+                "sha256:01265f5e40f5a17f8241d52656ed27192be03bfa8764d88e8220141d1e4b3556",
+                "sha256:0275e35209c27a3f7951e1ce7aaf93ce0d163b28948444bec61dd7badc6d3f8c",
+                "sha256:04bde7a7b3de05732a4eb39c94574db1ec99abb56162d6c520ad26f83267de29",
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@@ -1191,20 +1207,20 @@
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@@ -1248,96 +1264,96 @@
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+            "version": "==2.16.2"
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         "pypdf2": {
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@@ -1358,10 +1374,10 @@
         },
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@@ -1814,11 +1830,11 @@
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@@ -1837,11 +1853,11 @@
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@@ -1856,7 +1872,7 @@
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@@ -2161,11 +2177,11 @@
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@@ -2195,11 +2211,11 @@
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-            "version": "==2.5.33"
+            "version": "==2.5.35"
         },
         "ipdb": {
             "hashes": [
@@ -2509,11 +2525,11 @@
         },
         "setuptools": {
             "hashes": [
-                "sha256:385eb4edd9c9d5c17540511303e39a147ce2fc04bc55289c322b9e5904fe2c05",
-                "sha256:be1af57fc409f93647f2e8e4573a142ed38724b8cdd389706a867bb4efcf1e78"
+                "sha256:850894c4195f09c4ed30dba56213bf7c3f21d86ed6bdaafb5df5972593bfc401",
+                "sha256:c054629b81b946d63a9c6e732bc8b2513a7c3ea645f11d0139a2191d735c60c6"
             ],
             "markers": "python_version >= '3.8'",
-            "version": "==69.0.3"
+            "version": "==69.1.0"
         },
         "six": {
             "hashes": [
@@ -2562,6 +2578,42 @@
             "markers": "python_version >= '3.7'",
             "version": "==20.25.0"
         },
+        "watchdog": {
+            "hashes": [
+                "sha256:11e12fafb13372e18ca1bbf12d50f593e7280646687463dd47730fd4f4d5d257",
+                "sha256:2895bf0518361a9728773083908801a376743bcc37dfa252b801af8fd281b1ca",
+                "sha256:39cb34b1f1afbf23e9562501673e7146777efe95da24fab5707b88f7fb11649b",
+                "sha256:45cc09cc4c3b43fb10b59ef4d07318d9a3ecdbff03abd2e36e77b6dd9f9a5c85",
+                "sha256:4986db5e8880b0e6b7cd52ba36255d4793bf5cdc95bd6264806c233173b1ec0b",
+                "sha256:5369136a6474678e02426bd984466343924d1df8e2fd94a9b443cb7e3aa20d19",
+                "sha256:557ba04c816d23ce98a06e70af6abaa0485f6d94994ec78a42b05d1c03dcbd50",
+                "sha256:6a4db54edea37d1058b08947c789a2354ee02972ed5d1e0dca9b0b820f4c7f92",
+                "sha256:6a80d5cae8c265842c7419c560b9961561556c4361b297b4c431903f8c33b269",
+                "sha256:6a9c71a0b02985b4b0b6d14b875a6c86ddea2fdbebd0c9a720a806a8bbffc69f",
+                "sha256:6c47bdd680009b11c9ac382163e05ca43baf4127954c5f6d0250e7d772d2b80c",
+                "sha256:6e949a8a94186bced05b6508faa61b7adacc911115664ccb1923b9ad1f1ccf7b",
+                "sha256:73c7a935e62033bd5e8f0da33a4dcb763da2361921a69a5a95aaf6c93aa03a87",
+                "sha256:76ad8484379695f3fe46228962017a7e1337e9acadafed67eb20aabb175df98b",
+                "sha256:8350d4055505412a426b6ad8c521bc7d367d1637a762c70fdd93a3a0d595990b",
+                "sha256:87e9df830022488e235dd601478c15ad73a0389628588ba0b028cb74eb72fed8",
+                "sha256:8f9a542c979df62098ae9c58b19e03ad3df1c9d8c6895d96c0d51da17b243b1c",
+                "sha256:8fec441f5adcf81dd240a5fe78e3d83767999771630b5ddfc5867827a34fa3d3",
+                "sha256:9a03e16e55465177d416699331b0f3564138f1807ecc5f2de9d55d8f188d08c7",
+                "sha256:ba30a896166f0fee83183cec913298151b73164160d965af2e93a20bbd2ab605",
+                "sha256:c17d98799f32e3f55f181f19dd2021d762eb38fdd381b4a748b9f5a36738e935",
+                "sha256:c522392acc5e962bcac3b22b9592493ffd06d1fc5d755954e6be9f4990de932b",
+                "sha256:d0f9bd1fd919134d459d8abf954f63886745f4660ef66480b9d753a7c9d40927",
+                "sha256:d18d7f18a47de6863cd480734613502904611730f8def45fc52a5d97503e5101",
+                "sha256:d31481ccf4694a8416b681544c23bd271f5a123162ab603c7d7d2dd7dd901a07",
+                "sha256:e3e7065cbdabe6183ab82199d7a4f6b3ba0a438c5a512a68559846ccb76a78ec",
+                "sha256:eed82cdf79cd7f0232e2fdc1ad05b06a5e102a43e331f7d041e5f0e0a34a51c4",
+                "sha256:f970663fa4f7e80401a7b0cbeec00fa801bf0287d93d48368fc3e6fa32716245",
+                "sha256:f9b2fdca47dc855516b2d66eef3c39f2672cbf7e7a42e7e67ad2cbfcd6ba107d"
+            ],
+            "index": "pypi",
+            "markers": "python_version >= '3.8'",
+            "version": "==4.0.0"
+        },
         "wcwidth": {
             "hashes": [
                 "sha256:3da69048e4540d84af32131829ff948f1e022c1c6bdb8d6102117aac784f6859",
diff --git a/ayushma/admin.py b/ayushma/admin.py
index ceb68ae7..b86cd670 100644
--- a/ayushma/admin.py
+++ b/ayushma/admin.py
@@ -1,7 +1,6 @@
 from django.contrib import admin
 from django.contrib.auth.admin import UserAdmin as BaseUserAdmin
 from djangoql.admin import DjangoQLSearchMixin
-from simple_history.admin import SimpleHistoryAdmin
 
 from ayushma.models.services import Service, TempToken
 from ayushma.models.testsuite import Feedback, TestQuestion, TestRun, TestSuite
@@ -32,7 +31,15 @@ class UserAdmin(DjangoQLSearchMixin, BaseUserAdmin):
     fieldsets = (
         (
             None,
-            {"fields": ("email", "username", "password", "external_id", "allow_key")},
+            {
+                "fields": (
+                    "email",
+                    "username",
+                    "password",
+                    "external_id",
+                    "allow_key",
+                )
+            },
         ),
         (
             "User info",
diff --git a/ayushma/apps.py b/ayushma/apps.py
index a0be6977..ae9c4b39 100644
--- a/ayushma/apps.py
+++ b/ayushma/apps.py
@@ -6,5 +6,5 @@ class AyushmaConfig(AppConfig):
     name = "ayushma"
 
     def ready(self):
-        #from .signals import   # noqa: F401
+        # from .signals import   # noqa: F401
         pass
diff --git a/ayushma/management/commands/upsert.py b/ayushma/management/commands/upsert.py
index a239f19e..69694318 100644
--- a/ayushma/management/commands/upsert.py
+++ b/ayushma/management/commands/upsert.py
@@ -31,7 +31,8 @@ class Command(BaseCommand):
     def handle(self, *args, **options):
         upsert_dir = "upsert"
         pinecone.init(
-            api_key=settings.PINECONE_API_KEY, environment=settings.PINECONE_ENVIRONMENT
+            api_key=settings.PINECONE_API_KEY,
+            environment=settings.PINECONE_ENVIRONMENT,
         )
         print("Initialized Pinecone and OpenAI")
 
@@ -49,7 +50,7 @@ def handle(self, *args, **options):
 
             batch_size = 100  # process everything in batches of 100 (creates 100 vectors per upset)
 
-            print(f"Fetching Pinecone index...")
+            print("Fetching Pinecone index...")
             if settings.PINECONE_INDEX not in pinecone.list_indexes():
                 pinecone.create_index(
                     settings.PINECONE_INDEX,
diff --git a/ayushma/migrations/0052_document_failed.py b/ayushma/migrations/0052_document_failed.py
new file mode 100644
index 00000000..fc391be4
--- /dev/null
+++ b/ayushma/migrations/0052_document_failed.py
@@ -0,0 +1,17 @@
+# Generated by Django 4.2.6 on 2024-04-17 13:56
+
+from django.db import migrations, models
+
+
+class Migration(migrations.Migration):
+    dependencies = [
+        ("ayushma", "0051_project_tts_engine"),
+    ]
+
+    operations = [
+        migrations.AddField(
+            model_name="document",
+            name="failed",
+            field=models.BooleanField(default=False),
+        ),
+    ]
diff --git a/ayushma/models/document.py b/ayushma/models/document.py
index 55c2d1be..95602cff 100644
--- a/ayushma/models/document.py
+++ b/ayushma/models/document.py
@@ -19,6 +19,7 @@ class Document(BaseModel):
         "TestQuestion", on_delete=models.PROTECT, null=True, blank=True
     )
     uploading = models.BooleanField(default=True)
+    failed = models.BooleanField(default=False)
 
     def __str__(self) -> str:
         return f"{self.title} in {self.project.title}"
diff --git a/ayushma/models/enums.py b/ayushma/models/enums.py
index a7a7c9cb..0a856e94 100644
--- a/ayushma/models/enums.py
+++ b/ayushma/models/enums.py
@@ -18,6 +18,13 @@ class STTEngine(IntegerChoices):
     GOOGLE = 2
     SELF_HOSTED = 3
 
+    @classmethod
+    def get_id_from_name(cls, name):
+        for member in cls:
+            if member.name.lower() == name.lower():
+                return member.value
+        return None
+
 
 class TTSEngine(IntegerChoices):
     OPENAI = (1, "openai")
diff --git a/ayushma/models/services.py b/ayushma/models/services.py
index 0f9db546..6b961eb9 100644
--- a/ayushma/models/services.py
+++ b/ayushma/models/services.py
@@ -1,5 +1,4 @@
 import secrets
-import time
 
 from django.db import models
 from django.utils import timezone
diff --git a/ayushma/models/token.py b/ayushma/models/token.py
index 5aab6450..b9a3452a 100644
--- a/ayushma/models/token.py
+++ b/ayushma/models/token.py
@@ -1,6 +1,6 @@
+from django.conf import settings
 from django.db import models
 from django.utils.translation import gettext_lazy as _
-from django.conf import settings
 
 from ayushma.token import RandomStringTokenGenerator
 from utils.models.base import BaseModel
@@ -11,9 +11,7 @@ class ResetPasswordToken(BaseModel):
         settings.AUTH_USER_MODEL,
         related_name="password_reset_tokens",
         on_delete=models.CASCADE,
-        verbose_name=_(
-            "The User which is associated to this password reset token"
-        ),
+        verbose_name=_("The User which is associated to this password reset token"),
     )
     created_at = models.DateTimeField(
         auto_now_add=True, verbose_name=_("When was this token generated")
diff --git a/ayushma/permissions.py b/ayushma/permissions.py
index a6005929..09166692 100644
--- a/ayushma/permissions.py
+++ b/ayushma/permissions.py
@@ -1,5 +1,3 @@
-from ipaddress import ip_address
-
 from django.utils import timezone
 from rest_framework import permissions
 
diff --git a/ayushma/serializers/document.py b/ayushma/serializers/document.py
index 1d727445..bb57027d 100644
--- a/ayushma/serializers/document.py
+++ b/ayushma/serializers/document.py
@@ -1,12 +1,6 @@
-import os
-import uuid
-
-from django.conf import settings
-from django.core.files.storage import FileSystemStorage
 from rest_framework import serializers
-from rest_framework.response import Response
 
-from ayushma.models import Document, DocumentType
+from ayushma.models import Document
 
 
 class DocumentSerializer(serializers.ModelSerializer):
@@ -23,7 +17,12 @@ class Meta:
             "text_content",
             "uploading",
         )
-        read_only_fields = ("external_id", "created_at", "modified_at", "uploading")
+        read_only_fields = (
+            "external_id",
+            "created_at",
+            "modified_at",
+            "uploading",
+        )
         write_only_fields = ("file",)
 
     def validate(self, data):
diff --git a/ayushma/serializers/testsuite.py b/ayushma/serializers/testsuite.py
index a9fc33f2..5e7e07d2 100644
--- a/ayushma/serializers/testsuite.py
+++ b/ayushma/serializers/testsuite.py
@@ -9,7 +9,7 @@
     TestSuite,
 )
 from ayushma.serializers.document import DocumentSerializer
-from ayushma.serializers.project import ProjectSerializer, ProjectUpdateSerializer
+from ayushma.serializers.project import ProjectUpdateSerializer
 from ayushma.serializers.users import UserSerializer
 
 
@@ -67,7 +67,12 @@ class Meta:
             "modified_at",
         )
 
-        read_only_fields = ("user_object", "external_id", "created_at", "modified_at")
+        read_only_fields = (
+            "user_object",
+            "external_id",
+            "created_at",
+            "modified_at",
+        )
 
 
 class TestResultSerializer(serializers.ModelSerializer):
diff --git a/ayushma/serializers/users.py b/ayushma/serializers/users.py
index c4cee45a..edb5f375 100644
--- a/ayushma/serializers/users.py
+++ b/ayushma/serializers/users.py
@@ -16,6 +16,7 @@ class Meta:
             "allow_key",
             "is_staff",
             "is_reviewer",
+            "date_joined",
         )
 
 
@@ -56,6 +57,7 @@ class Meta:
             "is_staff",
             "is_reviewer",
             "password",
+            "date_joined",
         )
         read_only_fields = (
             "external_id",
@@ -64,6 +66,7 @@ class Meta:
             "allow_key",
             "is_staff",
             "is_reviewer",
+            "date_joined",
         )
 
     def update(self, instance, validated_data):
diff --git a/ayushma/tasks/__init__.py b/ayushma/tasks/__init__.py
index e69de29b..275c5ba5 100644
--- a/ayushma/tasks/__init__.py
+++ b/ayushma/tasks/__init__.py
@@ -0,0 +1,18 @@
+from celery import current_app
+from celery.schedules import crontab
+
+from ayushma.tasks.stale_cleanup import clean_stale_test_runs, clean_stale_upsert_doc
+
+
+@current_app.on_after_finalize.connect
+def setup_periodic_tasks(sender, **kwargs):
+    sender.add_periodic_task(
+        crontab(minute="*/30"),  # Every 30 minutes
+        clean_stale_test_runs.s(),
+        name="clean_stale_test_runs",
+    )
+    sender.add_periodic_task(
+        crontab(minute="*/30"),  # Every 30 minutes
+        clean_stale_upsert_doc.s(),
+        name="clean_stale_upsert_doc",
+    )
diff --git a/ayushma/tasks/stale_cleanup.py b/ayushma/tasks/stale_cleanup.py
new file mode 100644
index 00000000..372d515f
--- /dev/null
+++ b/ayushma/tasks/stale_cleanup.py
@@ -0,0 +1,52 @@
+from datetime import timedelta
+
+from celery import shared_task
+from django.utils.timezone import now
+
+from ayushma.models.document import Document
+from ayushma.models.enums import StatusChoices
+from ayushma.models.testsuite import TestRun
+
+
+@shared_task(bind=True)
+def clean_stale_test_runs(self):
+    try:
+        # Get testRuns that are created over 6 hours ago and are still in RUNNING state
+        test_runs = TestRun.objects.filter(
+            created_at__lt=now() - timedelta(hours=6),
+            status=StatusChoices.RUNNING,
+        )
+
+        # Cancel the testRuns
+        for test_run in test_runs:
+            print(
+                f"Cleaning stale test run: {test_run.id}; Created at: {test_run.created_at}"
+            )
+            test_run.status = StatusChoices.FAILED
+            test_run.save()
+    except Exception as e:
+        print(f"Error occurred while cleaning stale test runs: {e}")
+        raise e
+
+
+@shared_task(bind=True)
+def clean_stale_upsert_doc(self):
+    try:
+        # Get stale Document objects that are still in UPLOADING state after 6 hours
+        documents = Document.objects.filter(
+            created_at__lt=now() - timedelta(hours=6),
+            uploading=True,
+        )
+
+        # Set the documents to failed state
+        for document in documents:
+            print(
+                f"Cleaning stale document: {document.id}; Created at: {document.created_at}"
+            )
+            document.failed = True
+            document.uploading = False
+            document.save()
+
+    except Exception as e:
+        print(f"Error occurred while cleaning stale test runs: {e}")
+        raise e
diff --git a/ayushma/token.py b/ayushma/token.py
index ade3bd71..b95fbb6a 100644
--- a/ayushma/token.py
+++ b/ayushma/token.py
@@ -7,6 +7,4 @@ def __init__(self, length=6):
         self.length = length
 
     def generate(self):
-        return "".join(
-            [random.choice(string.digits) for _ in range(self.length)]
-        )
+        return "".join([random.choice(string.digits) for _ in range(self.length)])
diff --git a/ayushma/utils/converse.py b/ayushma/utils/converse.py
index 19ea4aca..aa325588 100644
--- a/ayushma/utils/converse.py
+++ b/ayushma/utils/converse.py
@@ -47,7 +47,7 @@ def converse_api(
         if not open_ai_key:
             open_ai_key = (
                 request.headers.get("OpenAI-Key")
-                or (chat.project.open_ai_key)
+                or (chat.project and chat.project.open_ai_key)
                 or (user.allow_key and settings.OPENAI_API_KEY)
             )
         noonce = request.data.get("noonce")
@@ -73,7 +73,7 @@ def converse_api(
     converse_type = "audio" if audio else "text"
 
     # convert stream to boolean
-    if type(stream) != bool:
+    if not isinstance(stream, bool):
         if stream == "false":
             stream = False
         else:
@@ -82,7 +82,7 @@ def converse_api(
     if is_thread:
         stream = False  # Threads do not support streaming
 
-    if type(generate_audio) != bool:
+    if not isinstance(generate_audio, bool):
         if generate_audio == "false":
             generate_audio = False
         else:
@@ -118,9 +118,9 @@ def converse_api(
     # store time to complete request
     stats["start_time"] = time.time()
     if converse_type == "audio" and not audio:
-        return Exception("Please provide audio to generate transcript")
+        return Exception("[Converse] Please provide audio to generate transcript")
     if converse_type == "text" and not text:
-        return Exception("Please provide text to generate transcript")
+        return Exception("[Converse] Please provide text to generate transcript")
 
     if converse_type == "audio":
         stats["transcript_start_time"] = time.time()
@@ -195,7 +195,8 @@ def converse_api(
         response_message = list(response_message)[0]
 
         return Response(
-            ChatMessageSerializer(response_message).data, status=status.HTTP_200_OK
+            ChatMessageSerializer(response_message).data,
+            status=status.HTTP_200_OK,
         )
 
     return response
diff --git a/ayushma/utils/language_helpers.py b/ayushma/utils/language_helpers.py
index 460e2093..c42a8209 100644
--- a/ayushma/utils/language_helpers.py
+++ b/ayushma/utils/language_helpers.py
@@ -16,8 +16,8 @@ def translate_text(target, text):
         result = translate_client.translate(text, target_language=target)
         return result["translatedText"]
     except Exception as e:
-        print(e)
-        raise APIException("Translation failed")
+        print(f"Translation failed: {e}")
+        raise APIException("[Translation] Failed to translate the text")
 
 
 language_code_voice_map = {
@@ -55,7 +55,8 @@ def text_to_speech(text, language_code, service):
             synthesis_input = texttospeech.SynthesisInput(text=text)
 
             voice = texttospeech.VoiceSelectionParams(
-                language_code=language_code, name=language_code_voice_map[language_code]
+                language_code=language_code,
+                name=language_code_voice_map[language_code],
             )
             audio_config = texttospeech.AudioConfig(
                 audio_encoding=texttospeech.AudioEncoding.MP3
@@ -77,7 +78,7 @@ def text_to_speech(text, language_code, service):
             )
             return response.read()
         else:
-            raise APIException("Service not supported")
+            raise APIException("[Text to Speech] Service not supported.")
     except Exception as e:
-        print(e)
-        return None
+        print(f"Failed to convert text to speech: {e}")
+        raise APIException("[Text to Speech] Failed to convert text to speech.")
diff --git a/ayushma/utils/openaiapi.py b/ayushma/utils/openaiapi.py
index 2326d5ff..c82da95d 100644
--- a/ayushma/utils/openaiapi.py
+++ b/ayushma/utils/openaiapi.py
@@ -94,7 +94,7 @@ def get_sanitized_reference(pinecone_references: List[QueryResponse]) -> str:
                 else:
                     sanitized_reference[document_id] = text
             except Exception as e:
-                print(e)
+                print(f"Error extracting reference: {e}")
                 pass
 
     return json.dumps(sanitized_reference)
@@ -143,17 +143,17 @@ def get_reference(text, openai_key, namespace, top_k):
         try:
             embeddings.append(get_embedding(text=[text], openai_api_key=openai_key))
         except Exception as e:
-            return Exception(
-                e.__str__(),
-            )
+            print(f"Error generating embeddings: {e}")
+            return Exception("[Reference] Error generating embeddings")
     else:
         parts = split_text(text)
         for part in parts:
             try:
                 embeddings.append(get_embedding(text=[part], openai_api_key=openai_key))
             except Exception as e:
+                print(f"Error generating embeddings: {e}")
                 raise Exception(
-                    e.__str__(),
+                    "[Reference] Error generating embeddings for split text"
                 )
     # find similar embeddings from pinecone index for each embedding
     pinecone_references: List[QueryResponse] = []
@@ -187,7 +187,7 @@ def add_reference_documents(chat_message):
             except Document.DoesNotExist:
                 pass
     except Exception as e:
-        print("Error adding reference documents: ", e)
+        print(f"Error adding reference documents: {e}")
 
     chat_message.original_message = chat_text[
         :ref_start_idx
@@ -297,10 +297,13 @@ def converse(
     elif fetch_references and chat.project and chat.project.external_id:
         try:
             reference = get_reference(
-                english_text, openai_key, str(chat.project.external_id), match_number
+                english_text,
+                openai_key,
+                str(chat.project.external_id),
+                match_number,
             )
         except Exception as e:
-            print(e)
+            print(f"Error fetching references: {e}")
             reference = ""
     else:
         reference = ""
@@ -311,7 +314,7 @@ def converse(
 
     prompt = chat.prompt or (chat.project and chat.project.prompt)
 
-    if documents or chat.project.model == ModelType.GPT_4_VISUAL:
+    if documents or (chat.project and chat.project.model == ModelType.GPT_4_VISUAL):
         prompt = "Image Capabilities: Enabled\n" + prompt
 
     # excluding the latest query since it is not a history
@@ -327,7 +330,7 @@ def converse(
         elif message.messageType == ChatMessageType.AYUSHMA:
             chat_history.append(AIMessage(content=f"Ayushma: {message.message}"))
 
-    tts_engine = chat.project.tts_engine
+    tts_engine = chat.project and chat.project.tts_engine
 
     if not stream:
         lang_chain_helper = LangChainHelper(
@@ -342,7 +345,7 @@ def converse(
         response = lang_chain_helper.get_response(
             english_text, reference, chat_history, documents
         )
-        chat_response = response.replace("Ayushma: ", "")
+        chat_response = response.replace(f"{AI_NAME}:", "").lstrip()
         stats["response_end_time"] = time.time()
         translated_chat_response, url, chat_message = handle_post_response(
             chat_response,
@@ -388,8 +391,6 @@ def converse(
                     documents,
                 )
                 chat_response = ""
-                skip_token = len(f"{AI_NAME}: ")
-
                 while True:
                     if token_queue.empty():
                         continue
@@ -424,10 +425,9 @@ def converse(
                             ayushma_voice=url,
                         )
                         break
-                    if skip_token > 0:
-                        skip_token -= 1
-                        continue
+
                     chat_response += next_token[0]
+                    chat_response = chat_response.replace(f"{AI_NAME}:", "").lstrip()
                     yield create_json_response(
                         local_translated_text,
                         chat.external_id,
@@ -438,8 +438,10 @@ def converse(
                         None,
                     )
         except Exception as e:
-            print(e)
-            error_text = str(e)
+            print(f"Error in streaming response: {e}")
+            error_text = (
+                "[Streaming] Something went wrong in getting response, stream stopped"
+            )
             translated_error_text = error_text
             if user_language != "en-IN":
                 translated_error_text = translate_text(user_language, error_text)
@@ -464,7 +466,13 @@ def converse(
                 },
             )
             yield create_json_response(
-                local_translated_text, chat.external_id, "", str(e), True, True, None
+                local_translated_text,
+                chat.external_id,
+                "",
+                str(e),
+                True,
+                True,
+                None,
             )
 
 
@@ -499,7 +507,8 @@ def converse_thread(
         if status == "completed":
             break
     else:
-        raise Exception("Thread timed out")
+        print("[Thread] Run did not complete, timed out")
+        raise Exception("[Thread] Run did not complete, timed out")
 
     response = (
         client.beta.threads.messages.list(thread_id=thread.thread_id)
diff --git a/ayushma/utils/speech_to_text.py b/ayushma/utils/speech_to_text.py
index 551ba73e..a004ebd9 100644
--- a/ayushma/utils/speech_to_text.py
+++ b/ayushma/utils/speech_to_text.py
@@ -14,15 +14,21 @@ def __init__(self, api_key, language_code):
         self.language_code = language_code
 
     def recognize(self, audio):
-        client = OpenAI(api_key=self.api_key)
-        transcription = client.audio.transcriptions.create(
-            model="whisper-1",
-            # https://github.com/openai/openai-python/tree/main#file-uploads
-            file=(audio.name, audio.read()),
-            language=self.language_code.replace("-IN", ""),
-            # api_version="2020-11-07",
-        )
-        return transcription.text
+        try:
+            client = OpenAI(api_key=self.api_key)
+            transcription = client.audio.transcriptions.create(
+                model="whisper-1",
+                # https://github.com/openai/openai-python/tree/main#file-uploads
+                file=(audio.name, audio.read()),
+                language=self.language_code.replace("-IN", ""),
+                # api_version="2020-11-07",
+            )
+            return transcription.text
+        except Exception as e:
+            print(f"Failed to recognize speech with whisper engine: {e}")
+            raise ValueError(
+                "[Speech to Text] Failed to recognize speech with Whisper engine"
+            )
 
 
 class GoogleEngine:
@@ -31,19 +37,25 @@ def __init__(self, api_key, language_code):
         self.language_code = language_code
 
     def recognize(self, audio):
-        client = speech.SpeechClient()
-        audio_content = audio.file.read()
-        audio_data = speech.RecognitionAudio(content=audio_content)
-
-        config = speech.RecognitionConfig(
-            encoding=speech.RecognitionConfig.AudioEncoding.ENCODING_UNSPECIFIED,
-            language_code=self.language_code,
-        )
-
-        response = client.recognize(config=config, audio=audio_data)
-        if not response.results:
-            return ""
-        return response.results[0].alternatives[0].transcript
+        try:
+            client = speech.SpeechClient()
+            audio_content = audio.file.read()
+            audio_data = speech.RecognitionAudio(content=audio_content)
+
+            config = speech.RecognitionConfig(
+                encoding=speech.RecognitionConfig.AudioEncoding.ENCODING_UNSPECIFIED,
+                language_code=self.language_code,
+            )
+
+            response = client.recognize(config=config, audio=audio_data)
+            if not response.results:
+                return ""
+            return response.results[0].alternatives[0].transcript
+        except Exception as e:
+            print(f"Failed to recognize speech with google engine: {e}")
+            raise ValueError(
+                "[Speech to Text] Failed to recognize speech with Google engine"
+            )
 
 
 class SelfHostedEngine:
@@ -51,21 +63,26 @@ def __init__(self, api_key, language_code):
         self.language_code = language_code
 
     def recognize(self, audio):
-        response = requests.post(
-            settings.SELF_HOSTED_ENDPOINT,
-            files={"audio": audio},
-            data={
-                # change this model to get faster results see: https://github.com/coronasafe/care-whisper
-                "model": "small",
-                "language": self.language_code.replace("-IN", ""),
-            },
-        )
-
-        if not response.ok:
-            print("Failed to recognize speech with self hosted engine")
-            return ""
-        response = response.json()
-        return response["data"]["transcription"].strip()
+        try:
+            response = requests.post(
+                settings.SELF_HOSTED_ENDPOINT,
+                files={"audio": audio},
+                data={
+                    # change this model to get faster results see: https://github.com/coronasafe/care-whisper
+                    "model": "small",
+                    "language": self.language_code.replace("-IN", ""),
+                },
+            )
+
+            if not response.ok:
+                print("Failed to recognize speech with self hosted engine")
+                return ""
+            response = response.json()
+            return response["data"]["transcription"].strip()
+        except Exception:
+            raise ValueError(
+                "[Speech to Text] Failed to recognize speech with Self Hosted engine"
+            )
 
 
 engines = {
@@ -82,14 +99,17 @@ def speech_to_text(engine_id, audio, language_code):
     engine_class = engines.get(engine_name)
 
     if not engine_class:
-        raise ValueError(f"Invalid STT engine ID: {engine_id}")
+        print(f"Invalid Speech to Text engine: {engine_name}")
+        raise ValueError("The selected Speech to Text engine is not valid")
 
     try:
         engine = engine_class(api_key, language_code)
         recognized_text = engine.recognize(audio)
         if not recognized_text:
-            raise ValueError("Failed to detect any speech in provided audio")
+            raise ValueError("No text recognized in the audio")
         return recognized_text
     except Exception as e:
-        print(f"Failed to recognize speech with {engine_name} engine: {e}")
-        raise e
+        print(f"Failed to transcribe speech with {engine_name} engine: {e}")
+        raise ValueError(
+            f"[Speech to Text] Failed to transcribe speech with {engine_name} engine: {e}"
+        )
diff --git a/ayushma/utils/upsert.py b/ayushma/utils/upsert.py
index 5c85353e..13727e17 100644
--- a/ayushma/utils/upsert.py
+++ b/ayushma/utils/upsert.py
@@ -58,7 +58,8 @@ def upsert(
         None
     """
     pinecone.init(
-        api_key=settings.PINECONE_API_KEY, environment=settings.PINECONE_ENVIRONMENT
+        api_key=settings.PINECONE_API_KEY,
+        environment=settings.PINECONE_ENVIRONMENT,
     )
     print("Initialized Pinecone and OpenAI")
 
@@ -80,7 +81,9 @@ def upsert(
         raise Exception("Either filepath, url or text must be provided")
 
     if len(document_lines) == 0:
-        raise Exception("No text found in document")
+        raise Exception(
+            "[Upsert] No text found in the document. Please check the document."
+        )
     print(document_lines)
 
     batch_size = (
diff --git a/ayushma/views/auth.py b/ayushma/views/auth.py
index bb7a78f6..ed64f40f 100644
--- a/ayushma/views/auth.py
+++ b/ayushma/views/auth.py
@@ -1,19 +1,14 @@
-from drf_spectacular.utils import (
-    extend_schema,
-    OpenApiResponse,
-)
+from drf_spectacular.utils import OpenApiResponse, extend_schema
 from rest_framework import status
-from rest_framework.viewsets import GenericViewSet
-from rest_framework.decorators import action
-from rest_framework.response import Response
 from rest_framework.authtoken.models import Token
+from rest_framework.decorators import action
 from rest_framework.exceptions import ParseError
 from rest_framework.permissions import AllowAny
+from rest_framework.response import Response
+from rest_framework.viewsets import GenericViewSet
 
 from ayushma.serializers.auth import AuthSerializer
-from ayushma.serializers.users import (
-    UserCreateSerializer,
-)
+from ayushma.serializers.users import UserCreateSerializer
 
 
 class AuthViewSet(GenericViewSet):
diff --git a/ayushma/views/chat.py b/ayushma/views/chat.py
index c6f72163..0a76686f 100644
--- a/ayushma/views/chat.py
+++ b/ayushma/views/chat.py
@@ -3,7 +3,7 @@
 from django.conf import settings
 from drf_spectacular.utils import extend_schema
 from rest_framework import filters, status
-from rest_framework.decorators import action, api_view, permission_classes
+from rest_framework.decorators import action
 from rest_framework.exceptions import ValidationError
 from rest_framework.mixins import (
     CreateModelMixin,
@@ -16,6 +16,8 @@
 from rest_framework.response import Response
 
 from ayushma.models import Chat, ChatFeedback, Project
+from ayushma.models.chat import ChatMessage
+from ayushma.models.enums import ChatMessageType
 from ayushma.permissions import IsTempTokenOrAuthenticated
 from ayushma.serializers import (
     ChatDetailSerializer,
@@ -122,7 +124,8 @@ def speech_to_text(self, *args, **kwarg):
             stt_engine = Project.objects.get(external_id=project_id).stt_engine
         except Project.DoesNotExist:
             return Response(
-                {"error": "Project not found"}, status=status.HTTP_400_BAD_REQUEST
+                {"error": "Project not found"},
+                status=status.HTTP_400_BAD_REQUEST,
             )
         try:
             stats["transcript_start_time"] = time.time()
@@ -130,16 +133,31 @@ def speech_to_text(self, *args, **kwarg):
             stats["transcript_end_time"] = time.time()
             translated_text = transcript
         except Exception as e:
-            print(f"Failed to transcribe speech with {stt_engine} engine: {e}")
+            print(f"Failed to transcribe speech with {stt_engine} engine:\n{e}")
+
+            error_msg = (
+                f"[Transcribing] Something went wrong in getting transcription.\n{e}"
+            )
+            chat = Chat.objects.get(external_id=kwarg["external_id"])
+            chat.title = "Transcription Error"
+            chat.save()
+            ChatMessage.objects.create(
+                message=error_msg,
+                original_message=error_msg,
+                chat=chat,
+                messageType=ChatMessageType.SYSTEM,
+                language=language,
+                meta={},
+            )
+
             return Response(
-                {
-                    "error": "Something went wrong in getting transcription, please try again later"
-                },
+                {"error": error_msg},
                 status=status.HTTP_500_INTERNAL_SERVER_ERROR,
             )
 
         return Response(
-            {"transcript": translated_text, "stats": stats}, status=status.HTTP_200_OK
+            {"transcript": translated_text, "stats": stats},
+            status=status.HTTP_200_OK,
         )
 
     @extend_schema(
diff --git a/ayushma/views/orphan.py b/ayushma/views/orphan.py
index ff3d0751..0d94abb6 100644
--- a/ayushma/views/orphan.py
+++ b/ayushma/views/orphan.py
@@ -1,27 +1,29 @@
-import time
-from types import SimpleNamespace
-
 import openai
 from django.conf import settings
-from django.http import StreamingHttpResponse
-from drf_spectacular.utils import extend_schema, extend_schema_view, inline_serializer
+from drf_spectacular.utils import extend_schema
 from rest_framework import permissions, status
 from rest_framework.decorators import action
 from rest_framework.exceptions import ValidationError
 from rest_framework.mixins import CreateModelMixin, ListModelMixin, RetrieveModelMixin
 from rest_framework.parsers import MultiPartParser
 from rest_framework.response import Response
-from rest_framework.serializers import CharField, IntegerField
 
-from ayushma.models import APIKey, Chat, ChatMessage, Project
+from ayushma.models import APIKey, Chat
+from ayushma.models.enums import STTEngine
 from ayushma.serializers import ChatDetailSerializer, ConverseSerializer
 from ayushma.utils.converse import converse_api
-from ayushma.utils.language_helpers import translate_text
-from ayushma.utils.openaiapi import converse
+from ayushma.utils.speech_to_text import speech_to_text
 from utils.views.base import BaseModelViewSet
 from utils.views.mixins import PartialUpdateModelMixin
 
-from .chat import ChatViewSet
+PREDEFINED_CONFIGS = {
+    "ai_form_fill": {
+        "model": "gpt-4-turbo-preview",
+        "response_format": "json_object",
+        "max_tokens": 4096,
+        "temperature": 0,
+    },
+}
 
 
 class Struct:
@@ -33,11 +35,7 @@ class APIKeyAuth(permissions.BasePermission):
     def has_permission(self, request, view):
         if request.headers.get("X-API-KEY"):
             api_key = request.headers.get("X-API-KEY")
-            try:
-                key = APIKey.objects.get(key=api_key)
-                return True
-            except APIKey.DoesNotExist:
-                return False
+            return APIKey.objects.filter(key=api_key).exists()
 
 
 class OrphanChatViewSet(
@@ -82,6 +80,7 @@ def create(self, request, *args, **kwargs):
                 response = converse_api(
                     request=self.request,
                     chat=chat,
+                    is_thread=False,
                 )
                 return Response(
                     {
@@ -110,7 +109,57 @@ def converse(self, *args, **kwarg):
             response = converse_api(
                 request=self.request,
                 chat=chat,
+                is_thread=False,
             )
             return response
         except Exception as e:
             return Response({"error": str(e)}, status=status.HTTP_400_BAD_REQUEST)
+
+    @action(detail=False, methods=["post"])
+    def transcribe(self, request, *args, **kwargs):
+        language = request.data.get("language") or "en"
+        audio = request.data.get("audio")
+        engine = request.data.get("engine")
+        if not audio or not engine:
+            raise ValidationError("audio and engine are required")
+        try:
+            engine_id = STTEngine.get_id_from_name(engine)
+            transcript = speech_to_text(engine_id, audio, language + "-IN")
+            return Response({"transcript": transcript})
+        except Exception as e:
+            return Response({"error": str(e)}, status=status.HTTP_400_BAD_REQUEST)
+
+    @action(detail=False, methods=["post"])
+    def completion(self, request, *args, **kwargs):
+        task = request.data.get("task")
+
+        if not task:
+            raise ValidationError("task is required")
+
+        config = PREDEFINED_CONFIGS.get(task)
+
+        if not config:
+            raise ValidationError("Invalid task")
+
+        model = config.get("model")
+        response_format = config.get("response_format")
+        max_tokens = config.get("max_tokens")
+        temperature = config.get("temperature")
+
+        messages = request.data.get("messages")
+        if not messages or len(messages) == 0:
+            raise ValidationError("audio and engine are required")
+        try:
+            client = openai.OpenAI(api_key=settings.OPENAI_API_KEY)
+            completion = client.chat.completions.create(
+                model=model,
+                temperature=temperature,
+                response_format={"type": response_format},
+                messages=messages,
+                max_tokens=max_tokens,
+            )
+
+            ai_response = completion.choices[0].message.content
+            return Response({"response": ai_response})
+        except Exception as e:
+            return Response({"error": str(e)}, status=status.HTTP_400_BAD_REQUEST)
diff --git a/ayushma/views/project.py b/ayushma/views/project.py
index 6de7ff85..091be342 100644
--- a/ayushma/views/project.py
+++ b/ayushma/views/project.py
@@ -26,8 +26,12 @@ class ProjectViewSet(
     CreateModelMixin,
     DestroyModelMixin,
 ):
-    queryset = Project.objects.all()
-    filter_backends = (filters.SearchFilter, DjangoFilterBackend)
+    queryset = Project.objects.all().order_by("-is_default")
+    filter_backends = (
+        filters.SearchFilter,
+        DjangoFilterBackend,
+        filters.OrderingFilter,
+    )
     search_fields = ("title",)
     filterset_fields = ("archived",)
     serializer_class = ProjectSerializer
@@ -56,7 +60,7 @@ def get_queryset(self):
         if self.action == "list":
             if not self.request.user.is_staff:
                 queryset = self.queryset.filter(is_default=True)
-        return queryset
+        return queryset.order_by("-is_default")
 
     def perform_create(self, serializer):
         serializer.save(creator=self.request.user)
diff --git a/ayushma/views/service.py b/ayushma/views/service.py
index 04a7b8a9..d9a3396a 100644
--- a/ayushma/views/service.py
+++ b/ayushma/views/service.py
@@ -1,28 +1,10 @@
-import time
-from types import SimpleNamespace
-
-import openai
-from django.conf import settings
-from django.http import StreamingHttpResponse
-from drf_spectacular.utils import extend_schema, extend_schema_view, inline_serializer
-from rest_framework import permissions, status
-from rest_framework.decorators import action
-from rest_framework.exceptions import ValidationError
+from rest_framework import permissions
 from rest_framework.mixins import CreateModelMixin
-from rest_framework.parsers import MultiPartParser
-from rest_framework.response import Response
-from rest_framework.serializers import CharField, IntegerField
 
-from ayushma.models import APIKey, Chat, ChatMessage, Project
-from ayushma.serializers import ChatDetailSerializer, ConverseSerializer
+from ayushma.models import APIKey
 from ayushma.serializers.services import TempTokenSerializer
-from ayushma.utils.converse import converse_api
-from ayushma.utils.language_helpers import translate_text
-from ayushma.utils.openaiapi import converse
 from utils.views.base import BaseModelViewSet
 
-from .chat import ChatViewSet
-
 
 class Struct:
     def __init__(self, **entries):
@@ -33,11 +15,7 @@ class APIKeyAuth(permissions.BasePermission):
     def has_permission(self, request, view):
         if request.headers.get("X-API-KEY"):
             api_key = request.headers.get("X-API-KEY")
-            try:
-                key = APIKey.objects.get(key=api_key)
-                return True
-            except APIKey.DoesNotExist:
-                return False
+            return APIKey.objects.filter(key=api_key).exists()
 
 
 class TempTokenViewSet(BaseModelViewSet, CreateModelMixin):
diff --git a/ayushma/views/token.py b/ayushma/views/token.py
index 7857f5fc..8af0e901 100644
--- a/ayushma/views/token.py
+++ b/ayushma/views/token.py
@@ -148,7 +148,7 @@ def validation(password):
 
         # find the token
         try:
-            reset_password_token = ResetPasswordToken.objects.get(key=token)
+            ResetPasswordToken.objects.get(key=token)
         except ResetPasswordToken.DoesNotExist:
             return Response(status=status.HTTP_400_BAD_REQUEST)
 
diff --git a/ayushma/views/users.py b/ayushma/views/users.py
index f13bfe0e..b68949ea 100644
--- a/ayushma/views/users.py
+++ b/ayushma/views/users.py
@@ -1,8 +1,7 @@
 from django_filters.rest_framework import DjangoFilterBackend
 from drf_spectacular.utils import extend_schema
-from rest_framework import permissions
+from rest_framework import filters, permissions
 from rest_framework.decorators import action
-from rest_framework.filters import SearchFilter
 
 from ayushma.models import User
 from ayushma.serializers.users import (
@@ -15,7 +14,12 @@
 
 
 class UserViewSet(FullBaseModelViewSet):
-    queryset = User.objects.all()
+    queryset = User.objects.all().order_by("-date_joined")
+    filter_backends = (
+        filters.SearchFilter,
+        DjangoFilterBackend,
+        filters.OrderingFilter,
+    )
     serializer_class = UserDetailSerializer
     permission_classes = (permissions.IsAdminUser,)
     serializer_action_classes = {
@@ -29,7 +33,6 @@ class UserViewSet(FullBaseModelViewSet):
         "partial_update_me": (permissions.IsAuthenticated(),),
     }
     lookup_field = "username"
-    filter_backends = [SearchFilter, DjangoFilterBackend]
     search_fields = ["full_name"]
     filterset_fields = ["is_staff", "is_reviewer", "allow_key"]
 
diff --git a/compose/local/django/celery/beat/start b/compose/local/django/celery/beat/start
index 0d318fb8..36daca83 100644
--- a/compose/local/django/celery/beat/start
+++ b/compose/local/django/celery/beat/start
@@ -5,4 +5,6 @@ set -o nounset
 
 
 rm -f './celerybeat.pid'
-celery -A core.celery_app beat -l INFO
+watchmedo \
+    auto-restart --directory=./ --pattern=*.py --recursive -- \
+    celery --workdir="/app" -A core.celery_app beat --loglevel=INFO
diff --git a/compose/local/django/celery/worker/start b/compose/local/django/celery/worker/start
index 5cc526ac..0f039d2e 100644
--- a/compose/local/django/celery/worker/start
+++ b/compose/local/django/celery/worker/start
@@ -4,4 +4,6 @@ set -o errexit
 set -o nounset
 
 
-watchgod celery.__main__.main --args -A core.celery_app worker -l INFO
+watchmedo \
+    auto-restart --directory=./ --pattern=*.py --recursive -- \
+    celery --workdir="/app" -A core.celery_app worker --loglevel=INFO
diff --git a/core/settings/local.py b/core/settings/local.py
index 2320a6da..ea7710e0 100644
--- a/core/settings/local.py
+++ b/core/settings/local.py
@@ -35,9 +35,7 @@
 # WhiteNoise
 # ------------------------------------------------------------------------------
 # http://whitenoise.evans.io/en/latest/django.html#using-whitenoise-in-development
-INSTALLED_APPS = [
-    "whitenoise.runserver_nostatic"
-] + INSTALLED_APPS  # noqa F405
+INSTALLED_APPS = ["whitenoise.runserver_nostatic"] + INSTALLED_APPS  # noqa F405
 
 
 # django-debug-toolbar
diff --git a/docker-compose.local.yaml b/docker-compose.local.yaml
index ee487a3f..eaac25a6 100644
--- a/docker-compose.local.yaml
+++ b/docker-compose.local.yaml
@@ -9,8 +9,7 @@ services:
     build:
       context: .
       dockerfile: ./compose/local/django/Dockerfile
-    image: django
-    container_name: ayushma_local_django
+    image: ayushma_local
     depends_on:
       - postgres
       - redis
@@ -27,8 +26,7 @@ services:
     build:
       context: .
       dockerfile: ./compose/production/postgres/Dockerfile
-    image: postgres
-    container_name: ayushma_local_postgres
+    image: ayushma_postgres
     volumes:
       - ayushma_local_postgres_data:/var/lib/postgresql/data:Z
       - ayushma_local_postgres_data_backups:/backups:z
@@ -37,24 +35,13 @@ services:
 
   redis:
     image: redis:6
-    container_name: ayushma_local_redis
 
   celeryworker:
     <<: *django
-    image: ayushma_local_celeryworker
-    container_name: ayushma_local_celeryworker
-    depends_on:
-      - redis
-      - postgres
     ports: []
     command: /start-celeryworker
 
   celerybeat:
     <<: *django
-    image: ayushma_local_celerybeat
-    container_name: ayushma_local_celerybeat
-    depends_on:
-      - redis
-      - postgres
     ports: []
     command: /start-celerybeat
diff --git a/docker-compose.production.yaml b/docker-compose.production.yaml
index 8d527675..ef55f10c 100644
--- a/docker-compose.production.yaml
+++ b/docker-compose.production.yaml
@@ -9,7 +9,7 @@ services:
     build:
       context: .
       dockerfile: ./compose/production/django/Dockerfile
-    image: ayushma_production_django
+    image: ayushma_production
     depends_on:
       - postgres
       - redis
@@ -24,7 +24,7 @@ services:
     build:
       context: .
       dockerfile: ./compose/production/postgres/Dockerfile
-    image: ayushma_production_postgres
+    image: ayushma_postgres
     volumes:
       - production_postgres_data:/var/lib/postgresql/data:Z
       - production_postgres_data_backups:/backups:z
@@ -36,12 +36,10 @@ services:
 
   celeryworker:
     <<: *django
-    image: ayushma_production_celeryworker
     ports: []
     command: /start-celeryworker
 
   celerybeat:
     <<: *django
-    image: ayushma_production_celerybeat
     ports: []
     command: /start-celerybeat
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..52ea391e
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,24 @@
+[tool.isort]
+profile = "black"
+known_third_party = [
+  "bs4",
+  "celery",
+  "corsheaders",
+  "django",
+  "django_filters",
+  "djangoql",
+  "drf_spectacular",
+  "environ",
+  "google",
+  "langchain",
+  "nltk",
+  "openai",
+  "pinecone",
+  "pypdf2",
+  "requests",
+  "rest_framework",
+  "rest_framework_simplejw",
+  "sentry_sdk",
+  "simple_history",
+  "tiktoken"
+]
diff --git a/setup.cfg b/setup.cfg
index 9dcdd6bb..c0b76cdb 100644
--- a/setup.cfg
+++ b/setup.cfg
@@ -27,7 +27,3 @@ exclude =
   __pycache__,
   .venv,
   migrations,
-
-
-[isort]
-profile = black