diff --git a/.github/workflows/deploy.yml b/.github/workflows/deploy.yml
new file mode 100644
index 0000000..4df2cc6
--- /dev/null
+++ b/.github/workflows/deploy.yml
@@ -0,0 +1,120 @@
+name: Deploy
+on:
+  push:
+    branches: develop
+
+  pull_request:
+    branches: master
+    types: [closed]
+
+jobs:
+  test:
+    name: Test
+    runs-on: ubuntu-latest
+    
+    env:
+      APP_ENV: test
+      BOT_TOKEN: dummy
+      SUPABASE_URL: ${{secrets.SUPABASE_URL}}
+      SUPABASE_KEY: ${{secrets.SUPABASE_KEY}}
+      SUPABASE_SCHEMA: test
+
+    steps:
+      - name: Setup repo
+        uses: actions/checkout@v4
+
+      - uses: denoland/setup-deno@main
+        with:
+          deno-version: v1.x
+
+      - name: Cache Dependencies
+        run: deno cache src/bot.ts
+
+      - name: Run Tests
+        run: deno task test
+
+  coverage:
+    name: Coverage
+    runs-on: ubuntu-latest
+
+    env:
+      APP_ENV: test
+      BOT_TOKEN: dummy
+      SUPABASE_URL: ${{secrets.SUPABASE_URL}}
+      SUPABASE_KEY: ${{secrets.SUPABASE_KEY}}
+      SUPABASE_SCHEMA: test
+
+    steps:
+      - name: Setup repo
+        uses: actions/checkout@v3
+
+      - uses: denoland/setup-deno@main
+        with:
+          deno-version: v1.x
+
+      - name: Run Coverage
+        run: deno task coverage
+
+      - name: Upload coverage reports to Codecov
+        uses: codecov/codecov-action@v4.0.1
+        with:
+          token: ${{ secrets.CODECOV_TOKEN }}
+
+
+  format-and-lint:
+    name: Format and Lint
+    runs-on: ubuntu-latest
+
+    env:
+      APP_ENV: test
+      BOT_TOKEN: dummy
+      SUPABASE_URL: ${{secrets.SUPABASE_URL}}
+      SUPABASE_KEY: ${{secrets.SUPABASE_KEY}}
+      SUPABASE_SCHEMA: test
+
+    steps:
+      - name: Setup repo
+        uses: actions/checkout@v4
+
+      - uses: denoland/setup-deno@main
+        with:
+          deno-version: v1.x
+
+      - name: Run Format
+        run: deno fmt --check
+
+      - name: Run Lint
+        run: deno lint
+
+  deploy:
+    name: Deploy
+    runs-on: ubuntu-latest
+
+    needs:
+      - test
+      - format-and-lint
+    
+    environment:
+      name: ${{github.ref_name}}
+
+    permissions:
+      id-token: write # Needed for auth with Deno Deploy
+      contents: read # Needed to clone the repository
+
+    steps:
+      - name: Clone repository
+        uses: actions/checkout@v4
+
+      - name: Install Deno
+        uses: denoland/setup-deno@v1
+        with:
+          deno-version: v1.x
+
+      - name: Upload to Deno Deploy
+        uses: denoland/deployctl@v1
+        env:
+          APP_ENV: ${{vars.APP_ENV}}
+        with:
+          project: "hn-telegram-bot"
+          entrypoint: "src/bot.ts"
+          root: "."
diff --git a/.gitignore b/.gitignore
index b6778d7..d197312 100644
--- a/.gitignore
+++ b/.gitignore
@@ -22,6 +22,7 @@ lib-cov
 # Coverage directory used by tools like istanbul
 coverage
 *.lcov
+cov_profile
 
 # nyc test coverage
 .nyc_output
@@ -74,6 +75,7 @@ web_modules/
 
 # dotenv environment variable files
 .env
+.env.test
 .env.development.local
 .env.test.local
 .env.production.local
@@ -129,4 +131,4 @@ dist
 .yarn/install-state.gz
 .pnp.*
 
-.prettierrc
\ No newline at end of file
+.DS_Store
\ No newline at end of file
diff --git a/.tool-versions b/.tool-versions
index 02fda06..3026db5 100644
--- a/.tool-versions
+++ b/.tool-versions
@@ -1 +1 @@
-nodejs 20.14.0
+deno 1.45.4
diff --git a/.vscode/extensions.json b/.vscode/extensions.json
new file mode 100644
index 0000000..e0992ad
--- /dev/null
+++ b/.vscode/extensions.json
@@ -0,0 +1,3 @@
+{
+    "recommendations": ["denoland.vscode-deno", "github.vscode-github-actions"]
+}
\ No newline at end of file
diff --git a/.vscode/settings.json b/.vscode/settings.json
new file mode 100644
index 0000000..331f12b
--- /dev/null
+++ b/.vscode/settings.json
@@ -0,0 +1,8 @@
+{
+  "deno.enable": true,
+  "[typescript]": {
+    "editor.defaultFormatter": "denoland.vscode-deno",
+    "editor.formatOnSave": true,
+    "editor.tabSize": 2
+  },
+}
diff --git a/CHANGELOG.md b/CHANGELOG.md
new file mode 100644
index 0000000..7c1946e
--- /dev/null
+++ b/CHANGELOG.md
@@ -0,0 +1,173 @@
+# Changelog
+
+All notable changes to this project will be documented in this file.
+
+## [unreleased]
+
+### 🚀 Features
+
+- *(analysis)* Send message to user
+- Add daily analysis cron job
+- *(supabase)* Add test schema support
+- Add supabase as storage for preferences
+- *(analysis)* Respond with filtered story titles based on user preferences
+- *(gemini-adapter)* Add responseSchema for storyIds
+- *(gemini-adapter)* Replace with v1beta API and add responseMimeType on config
+- *(gemini-adapter)* Implement generateContent call with response parsing
+- Add changelog
+- Deploy workflow
+- Validate Item schema
+- [**breaking**] Complete deno migration by fixing last tests
+- Add list preferences cmd
+- [**breaking**] Replace jest with vitest cause of esm troubles
+- Reset preferences and fix convo loop
+- Store preferences in session with conversations
+- Ask for preference
+- Determine session adapter in bot setup
+- Get storage adapter for env
+- Remove axios to use builtin fetch API
+- Get 500 top stories
+
+### 🐛 Bug Fixes
+
+- *(utils)* Type generic supabaseAdapter
+- Correctly type users preferences group
+- *(config)* Restore test task arg when setting env
+- Add missing test variables for coverage
+- Remove env leaking log
+- Change root to cwd
+- Import new types in bot.ts
+- Adapt for deno deploy
+- Use test flag on test task to retrieve right env file
+- Remove overkilling functions and declare adapters inside always condition
+- Disable noEmit during build
+- Add ESM support for jest
+- Remove ts-node and use tsx with watch mode
+
+### 🚜 Refactor
+
+- *(gemini-adapter)* Simplify body object gen
+- Improve env loading with zod
+- [**breaking**] Move types in a single declaration file
+- Add generic slashCommand generator
+
+### 📚 Documentation
+
+- Update changelog
+- Add instructions to run tests with test schema
+- Force env variable setup
+- Removed setMyCommands tip since an issue has been opened for it(#13)
+- Fix typo on README
+- Sort commits by newest for git-cliff
+- Prioritize testing over styling in changelog
+- Update changelog
+- Add deployment section
+- Move codefactor badge on top
+- Add codefactor badge
+- Add todo for clear preferences and update readme with BDD tips
+- Update readme with right usage of jest object
+- Add setMyCommands usage tip
+- Add testing guideline
+- Update README with test instructions
+- Add usage instructions
+
+### 🧪 Testing
+
+- *(helpers)* Cleanup database sessions
+- *(analysis)* Add promisify factory with item mocks
+- Stub global fetch
+- [**breaking**] Fix specs adapting to vitest
+- It responds to setup command
+- Add type checkers
+- Add faker and mock array of top stories
+- Should return null for not found item
+- Mock getItem api
+- Add watch flag
+
+### 🎨 Styling
+
+- Remove unused no-explicit-any in spec
+- Set editor.tabSize on 2
+- Underscore file names
+- Fix fmt of api.ts
+- Add develop codefactor
+- Add newline on heading
+
+### ⚙️ Miscellaneous Tasks
+
+- Update config.ts to load environment variables with export option
+- *(analysis)* Parse user preferences and filter their stories
+- Correctly type all parts using ramda
+- Add deno check task to improve code quality
+- *(types)* Type getUserPreferences
+- *(ramda)* Add @types/ramda
+- Remove any type from custom schemas in utils.ts
+- Upgrade @std/testing to major 1
+- Fix supabase deps
+- Upgrade deno to 1.45.4 and include unstable cron
+- *(analysis)* Get users preferences and seed db
+- Add supabase secrets
+- *(supabase)* Add db types and client connection
+- Update changelog
+- *(utils)* Add mapIndexed fn
+- *(analysis)* Add error tests todo for __bulkRetrieveItems__
+- *(analysis)* Bulk retrieve top stories as items with parallel requests
+- *(gemini-adapter)* Add body builder function
+- *(ai-adapter)* Add body call signature
+- *(ai-adapter)* Add buildBody method
+- *(gemini-adapter)* Init apiKey and baseUrl
+- *(ai-adapter)* Rename text to input as generateContent param
+- *(ai-adapter)* Init base adapter
+- Upgrade deno to 1.45.1
+- *(analysis)* Init folder structure
+- *(gemini-response)* Add zod types for request and response schema of `generateContent` api
+- Point ramda package to deno instead of nest
+- AllowBreaking on updater
+- Add format and lint job
+- Ignore any lint in specs
+- Cache dependencies during test
+- Upgrade grammy to 1.27 with latest types
+- Reignore .env.test
+- Upgrade packages
+- Manual update workflow
+- Add update workflow
+- Add codecov
+- Add test job dependency
+- Do not ignore .env test
+- Add zod package
+- Add coverage task
+- Add recommended deno ext
+- [**breaking**] Add grammy from deno
+- [**breaking**] Add faker deno module
+- [**breaking**] Add ramda external dep
+- [**breaking**] Add deno and remove type definitions and tsconfig
+- Add dependabot
+- Upgrade dotenvx to major 1
+- [**breaking**] Remove export of bot and use bot.ts as entrypoint
+- Upgrade typescript npm
+- Upgrade grammy
+- Add todo on mocking api calls
+- Upgrade grammy
+- Init conversation plugin
+- Remove some types and cleanup config
+- Init setup composer
+- [**breaking**] Use bot.ts as entrypoint
+- Init grammy bot
+- Replace telegraf with grammY
+- Add tsconfig.build for excluding specs on compilation
+- Remove error test
+- Improve item typing for req
+- Config jest to match only __tests__ folder
+- Config jest for ts and move to src folder
+- Move env declaration at root
+- Add support of dotenvx
+- Add build script for npm to run tsc
+- Extend ProcessEnv of node with BOT_TOKEN
+- Init project
+
+### Deno
+
+- Update imports
+- Update imports
+
+<!-- generated by git-cliff -->
diff --git a/README.md b/README.md
index dd12dd4..5543747 100644
--- a/README.md
+++ b/README.md
@@ -1,2 +1,47 @@
 # hn-telegram-bot
+
+![develop](https://github.com/devsheva/hn-telegram-bot/actions/workflows/deploy.yml/badge.svg?branch=develop)
+[![codecov](https://codecov.io/gh/devsheva/hn-telegram-bot/branch/develop/graph/badge.svg?token=KTAGSPACY1)](https://codecov.io/gh/devsheva/hn-telegram-bot)
+
 HackerNews Telegram Bot
+
+## Usage
+
+### Development
+
+To develop in local just run `deno task dev` that will start in watch mode.
+To update the changelog just run `git-cliff -o CHANGELOG.md`.
+
+### Testing
+
+**Pass the necessary environment variables to run against test mode!**
+
+- APP_ENV=test
+- SUPABASE_KEY=your_key
+- SUPABASE_SCHEMA=test
+- SUPABASE_URL=your_url
+
+Put all tests under this [folder](src/__tests__) and run `deno task test`, which will run test environment with Deno in watch mode.
+
+You must pass at least the following environment variables to make testing work:
+
+- APP_ENV
+- SUPABASE_URL
+- SUPABASE_KEY
+
+> Note: this is a temporary workaround until conversations plugin is fixed
+
+When running tests on a composer that involves conversation, always add `await new Promise(r => setTimeout(r, 0))`, so it doesn't lead to
+deno leaks due to sanitizers.
+
+### Tips
+
+This project is made by mainly following BDD principles, so you should stick to it, you won't regret.
+
+## Deployment
+
+It's handled with GitHub Actions, with two [workflows](.github/workflows/):
+
+- **deploy.yml**
+  - 3 jobs: test, coverage, deploy
+- **update.yml**: external GH Action that acts like dependabot but for deno
diff --git a/cliff.toml b/cliff.toml
new file mode 100644
index 0000000..898841e
--- /dev/null
+++ b/cliff.toml
@@ -0,0 +1,89 @@
+# git-cliff ~ default configuration file
+# https://git-cliff.org/docs/configuration
+#
+# Lines starting with "#" are comments.
+# Configuration options are organized into tables and keys.
+# See documentation for more information on available options.
+
+[changelog]
+# changelog header
+header = """
+# Changelog\n
+All notable changes to this project will be documented in this file.\n
+"""
+# template for the changelog body
+# https://keats.github.io/tera/docs/#introduction
+body = """
+{% if version %}\
+    ## [{{ version | trim_start_matches(pat="v") }}] - {{ timestamp | date(format="%Y-%m-%d") }}
+{% else %}\
+    ## [unreleased]
+{% endif %}\
+{% for group, commits in commits | group_by(attribute="group") %}
+    ### {{ group | striptags | trim | upper_first }}
+    {% for commit in commits %}
+        - {% if commit.scope %}*({{ commit.scope }})* {% endif %}\
+            {% if commit.breaking %}[**breaking**] {% endif %}\
+            {{ commit.message | upper_first }}\
+    {% endfor %}
+{% endfor %}\n
+"""
+# template for the changelog footer
+footer = """
+<!-- generated by git-cliff -->
+"""
+# remove the leading and trailing s
+trim = true
+# postprocessors
+postprocessors = [
+  # { pattern = '<REPO>', replace = "https://github.com/orhun/git-cliff" }, # replace repository URL
+]
+
+[git]
+# parse the commits based on https://www.conventionalcommits.org
+conventional_commits = true
+# filter out the commits that are not conventional
+filter_unconventional = true
+# process each line of a commit as an individual commit
+split_commits = false
+# regex for preprocessing the commit messages
+commit_preprocessors = [
+  # Replace issue numbers
+  #{ pattern = '\((\w+\s)?#([0-9]+)\)', replace = "([#${2}](<REPO>/issues/${2}))"},
+  # Check spelling of the commit with https://github.com/crate-ci/typos
+  # If the spelling is incorrect, it will be automatically fixed.
+  #{ pattern = '.*', replace_command = 'typos --write-changes -' },
+]
+# regex for parsing and grouping commits
+commit_parsers = [
+  { message = "^feat", group = "<!-- 0 -->🚀 Features" },
+  { message = "^fix", group = "<!-- 1 -->🐛 Bug Fixes" },
+  { message = "^doc", group = "<!-- 3 -->📚 Documentation" },
+  { message = "^perf", group = "<!-- 4 -->⚡ Performance" },
+  { message = "^refactor", group = "<!-- 2 -->🚜 Refactor" },
+  { message = "^style", group = "<!-- 6 -->🎨 Styling" },
+  { message = "^test", group = "<!-- 5 -->🧪 Testing" },
+  { message = "^chore\\(release\\): prepare for", skip = true },
+  { message = "^chore\\(deps.*\\)", skip = true },
+  { message = "^chore\\(pr\\)", skip = true },
+  { message = "^chore\\(pull\\)", skip = true },
+  { message = "^chore|^ci", group = "<!-- 7 -->⚙️ Miscellaneous Tasks" },
+  { body = ".*security", group = "<!-- 8 -->🛡️ Security" },
+  { message = "^revert", group = "<!-- 9 -->◀️ Revert" },
+]
+# protect breaking changes from being skipped due to matching a skipping commit_parser
+protect_breaking_commits = false
+# filter out the commits that are not matched by commit parsers
+filter_commits = false
+# regex for matching git tags
+# tag_pattern = "v[0-9].*"
+# regex for skipping tags
+# skip_tags = ""
+# regex for ignoring tags
+# ignore_tags = ""
+# sort the tags topologically
+topo_order = false
+# sort the commits inside sections by oldest/newest order
+sort_commits = "newest"
+# limit the number of commits included in the changelog.
+# limit_commits = 42
diff --git a/deno.jsonc b/deno.jsonc
new file mode 100644
index 0000000..4602698
--- /dev/null
+++ b/deno.jsonc
@@ -0,0 +1,31 @@
+{
+  "imports": {
+    "@/": "./src/",
+    "@adapters/ai": "./src/adapters/mod.ts",
+    "@bot/": "./src/bot/",
+    "@std/assert": "jsr:@std/assert@^0.226.0",
+    "@std/cli": "https://deno.land/std@0.224.0/cli/mod.ts",
+    "@std/dotenv": "jsr:@std/dotenv@^0.224.2",
+    "@std/testing": "jsr:@std/testing@^1.0.0"
+  },
+  "fmt": {
+    "lineWidth": 80,
+    "include": ["src/**/*.ts"],
+    "semiColons": false,
+    "singleQuote": true,
+    "proseWrap": "preserve"
+  },
+  "tasks": {
+    "coverage": "rm -rf cov_profile && deno test -A --parallel --coverage=cov_profile -- --test && deno coverage --lcov --output=./coverage.lcov ./cov_profile",
+    "dev": "deno run --watch --allow-read --allow-net --allow-env  src/bot.ts",
+    "test": "deno test -A --parallel -- --test",
+    "check": "deno check **/*.ts"
+  },
+  "unstable": ["cron"],
+  "exclude": ["dist", "node_modules"],
+  "compilerOptions": {
+    "lib": ["deno.window", "deno.unstable"],
+    "strict": true,
+    "allowJs": true
+  }
+}
diff --git a/deno.lock b/deno.lock
new file mode 100644
index 0000000..d260810
--- /dev/null
+++ b/deno.lock
@@ -0,0 +1,528 @@
+{
+  "version": "3",
+  "packages": {
+    "specifiers": {
+      "jsr:@std/assert@^0.226.0": "jsr:@std/assert@0.226.0",
+      "jsr:@std/assert@^1.0.2": "jsr:@std/assert@1.0.2",
+      "jsr:@std/async@^1.0.2": "jsr:@std/async@1.0.3",
+      "jsr:@std/data-structures@^1.0.1": "jsr:@std/data-structures@1.0.1",
+      "jsr:@std/dotenv@^0.224.2": "jsr:@std/dotenv@0.224.2",
+      "jsr:@std/internal@^1.0.0": "jsr:@std/internal@1.0.1",
+      "jsr:@std/internal@^1.0.1": "jsr:@std/internal@1.0.1",
+      "jsr:@std/testing@^1.0.0": "jsr:@std/testing@1.0.0",
+      "npm:@types/node": "npm:@types/node@18.16.19",
+      "npm:@types/ramda": "npm:@types/ramda@0.30.1"
+    },
+    "jsr": {
+      "@std/assert@0.226.0": {
+        "integrity": "0dfb5f7c7723c18cec118e080fec76ce15b4c31154b15ad2bd74822603ef75b3",
+        "dependencies": [
+          "jsr:@std/internal@^1.0.0"
+        ]
+      },
+      "@std/assert@1.0.2": {
+        "integrity": "ccacec332958126deaceb5c63ff8b4eaf9f5ed0eac9feccf124110435e59e49c",
+        "dependencies": [
+          "jsr:@std/internal@^1.0.1"
+        ]
+      },
+      "@std/async@1.0.3": {
+        "integrity": "6ed64678db43451683c6c176a21426a2ccd21ba0269ebb2c36133ede3f165792"
+      },
+      "@std/data-structures@1.0.1": {
+        "integrity": "e4fa6bcc33839979ac118e2746f349cd7b57c58bd3036b5b82ac608771ee856e"
+      },
+      "@std/dotenv@0.224.2": {
+        "integrity": "29081695357e4534696c9e986b2560be29c141ccf52daa32b6c20ff5b5c64ab9"
+      },
+      "@std/internal@1.0.1": {
+        "integrity": "6f8c7544d06a11dd256c8d6ba54b11ed870aac6c5aeafff499892662c57673e6"
+      },
+      "@std/testing@1.0.0": {
+        "integrity": "27cfc06392c69c2acffe54e6d0bcb5f961cf193f519255372bd4fff1481bfef8",
+        "dependencies": [
+          "jsr:@std/assert@^1.0.2",
+          "jsr:@std/async@^1.0.2",
+          "jsr:@std/data-structures@^1.0.1"
+        ]
+      }
+    },
+    "npm": {
+      "@types/node@18.16.19": {
+        "integrity": "sha512-IXl7o+R9iti9eBW4Wg2hx1xQDig183jj7YLn8F7udNceyfkbn1ZxmzZXuak20gR40D7pIkIY1kYGx5VIGbaHKA==",
+        "dependencies": {}
+      },
+      "@types/ramda@0.30.1": {
+        "integrity": "sha512-aoyF/ADPL6N+/NXXfhPWF+Qj6w1Cql59m9wX0Gi15uyF+bpzXeLd63HPdiTDE2bmLXfNcVufsDPKmbfOrOzTBA==",
+        "dependencies": {
+          "types-ramda": "types-ramda@0.30.1"
+        }
+      },
+      "ts-toolbelt@9.6.0": {
+        "integrity": "sha512-nsZd8ZeNUzukXPlJmTBwUAuABDe/9qtVDelJeT/qW0ow3ZS3BsQJtNkan1802aM9Uf68/Y8ljw86Hu0h5IUW3w==",
+        "dependencies": {}
+      },
+      "types-ramda@0.30.1": {
+        "integrity": "sha512-1HTsf5/QVRmLzcGfldPFvkVsAdi1db1BBKzi7iW3KBUlOICg/nKnFS+jGqDJS3YD8VsWbAh7JiHeBvbsw8RPxA==",
+        "dependencies": {
+          "ts-toolbelt": "ts-toolbelt@9.6.0"
+        }
+      }
+    }
+  },
+  "redirects": {
+    "https://lib.deno.dev/x/grammy@v1/mod.ts": "https://deno.land/x/grammy@v1.28.0/mod.ts",
+    "https://lib.deno.dev/x/grammy@v1/types.ts": "https://deno.land/x/grammy@v1.28.0/types.ts"
+  },
+  "remote": {
+    "https://cdn.skypack.dev/-/debug@v4.3.4-o4liVvMlOnQWbLSYZMXw/dist=es2019,mode=imports/optimized/debug.js": "671100993996e39b501301a87000607916d4d2d9f8fc8e9c5200ae5ba64a1389",
+    "https://cdn.skypack.dev/-/ms@v2.1.2-giBDZ1IA5lmQ3ZXaa87V/dist=es2019,mode=imports/optimized/ms.js": "fd88e2d51900437011f1ad232f3393ce97db1b87a7844b3c58dd6d65562c1276",
+    "https://cdn.skypack.dev/debug@4.3.4": "7b1d010cc930f71b940ba5941da055bc181115229e29de7214bdb4425c68ea76",
+    "https://deno.land/std@0.150.0/media_types/_util.ts": "ce9b4fc4ba1c447dafab619055e20fd88236ca6bdd7834a21f98bd193c3fbfa1",
+    "https://deno.land/std@0.150.0/media_types/mod.ts": "2d4b6f32a087029272dc59e0a55ae3cc4d1b27b794ccf528e94b1925795b3118",
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+}
diff --git a/package-lock.json b/package-lock.json
deleted file mode 100644
index 8dfde93..0000000
--- a/package-lock.json
+++ /dev/null
@@ -1,238 +0,0 @@
-{
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diff --git a/package.json b/package.json
deleted file mode 100644
index 9f0445a..0000000
--- a/package.json
+++ /dev/null
@@ -1,17 +0,0 @@
-{
-  "name": "hn-telegram-bot",
-  "version": "1.0.0",
-  "description": "HackerNews Telegram Bot",
-  "main": "index.js",
-  "scripts": {
-    "test": "echo \"Error: no test specified\" && exit 1"
-  },
-  "author": "Mateo Sheshi",
-  "license": "ISC",
-  "dependencies": {
-    "@types/ramda": "^0.30.0",
-    "ramda": "^0.30.1",
-    "telegraf": "^4.16.3",
-    "typescript": "^5.4.5"
-  }
-}
diff --git a/src/__tests__/ai_adapters/base.spec.ts b/src/__tests__/ai_adapters/base.spec.ts
new file mode 100644
index 0000000..dab2508
--- /dev/null
+++ b/src/__tests__/ai_adapters/base.spec.ts
@@ -0,0 +1,33 @@
+import { assertType, describe, IsExact, it } from '@/dev_deps.ts'
+import { BaseAdapter, ResponseContent } from '../../ai_adapters/base.ts'
+
+describe('baseAdapter', () => {
+  describe('constructor', () => {
+    it('correctly gets implemented', () => {
+      class MyAdapter implements BaseAdapter {
+        generateContent(_input: string): Promise<ResponseContent> {
+          return Promise.resolve({ text: 'Hello World!' })
+        }
+
+        buildBody(_input: string): object {
+          return { text: 'Hello World!' }
+        }
+      }
+
+      const adapter = new MyAdapter()
+      assertType<IsExact<typeof adapter, BaseAdapter>>(true)
+      assertType<
+        IsExact<
+          typeof adapter.generateContent,
+          (text: string) => Promise<ResponseContent>
+        >
+      >(
+        true,
+      )
+
+      assertType<IsExact<typeof adapter.buildBody, (input: string) => object>>(
+        true,
+      )
+    })
+  })
+})
diff --git a/src/__tests__/ai_adapters/gemini.spec.ts b/src/__tests__/ai_adapters/gemini.spec.ts
new file mode 100644
index 0000000..3932799
--- /dev/null
+++ b/src/__tests__/ai_adapters/gemini.spec.ts
@@ -0,0 +1,105 @@
+import { GeminiAdapter } from '@/ai_adapters/gemini.ts'
+import {
+  assertEquals,
+  assertExists,
+  assertInstanceOf,
+  assertObjectMatch,
+  assertRejects,
+  assertThrows,
+  assertType,
+  describe,
+  IsExact,
+  it,
+  stub,
+} from '@/dev_deps.ts'
+import { RequestContent, responseSchema } from '@/types.ts'
+import { ResponseContent } from '@/ai_adapters/base.ts'
+
+describe('GeminiAdapter', () => {
+  describe('constructor', () => {
+    it('should create an instance of GeminiAdapter', () => {
+      const adapter = new GeminiAdapter()
+
+      assertInstanceOf(adapter, GeminiAdapter)
+      assertExists(adapter['_apiKey'])
+      assertExists(adapter['_baseUrl'])
+      assertExists(adapter['_model'])
+    })
+  })
+
+  describe('buildBody', () => {
+    it('throws an error when input not provided', () => {
+      const adapter = new GeminiAdapter()
+
+      assertThrows(
+        () => adapter.buildBody(''),
+      )
+    })
+
+    it('should return a request content', () => {
+      const adapter = new GeminiAdapter()
+      const requestContent = adapter.buildBody('Hello, world!')
+
+      assertObjectMatch(requestContent, {
+        contents: [
+          {
+            parts: [{
+              text: 'Hello, world!',
+            }],
+          },
+        ],
+        generationConfig: {
+          responseMimeType: 'application/json',
+          responseSchema,
+        },
+      })
+
+      assertType<IsExact<typeof requestContent, RequestContent>>(true)
+    })
+  })
+
+  describe('generateContent', () => {
+    it('should throw an error when input not provided', () => {
+      const adapter = new GeminiAdapter()
+
+      assertRejects(
+        () => adapter.generateContent(''),
+        Error,
+        'Text is required',
+      )
+    })
+
+    it('should return a response content', async () => {
+      const adapter = new GeminiAdapter()
+
+      const fakeResponse = Promise.resolve(
+        new Response(
+          JSON.stringify({
+            candidates: [
+              {
+                content: {
+                  parts: [
+                    {
+                      text: 'Hello, world!',
+                    },
+                  ],
+                },
+                safetyRatings: [],
+              },
+            ],
+          }),
+          { status: 200 },
+        ),
+      )
+
+      using _fetchStub = stub(globalThis, 'fetch', () => fakeResponse)
+
+      const response = await adapter.generateContent('Hello, world!')
+
+      assertType<IsExact<typeof response, ResponseContent>>(true)
+      assertEquals(response.text, 'Hello, world!')
+    })
+
+    // TODO: add handle API error test
+  })
+})
diff --git a/src/__tests__/analysis.spec.ts b/src/__tests__/analysis.spec.ts
new file mode 100644
index 0000000..e28e05f
--- /dev/null
+++ b/src/__tests__/analysis.spec.ts
@@ -0,0 +1,139 @@
+// deno-lint-ignore-file no-explicit-any
+import {
+  afterEach,
+  assertEquals,
+  assertType,
+  beforeEach,
+  describe,
+  faker,
+  IsExact,
+  it,
+  restore,
+  returnsNext,
+  simpleFaker,
+  stub,
+} from '@/dev_deps.ts'
+import { bulkRetrieveItems, filterStories } from '@/analysis.ts'
+import { Item, TopStories } from '@/types.ts'
+import { R } from '@/deps.ts'
+import { promisifyFactoryObj } from '@/utils/test_helpers.ts'
+import * as F from '@/functions.ts'
+
+describe('filterStories', () => {
+  beforeEach(() => {
+    // Mock the getTopStories function
+    const fakeTopStories = simpleFaker.helpers.multiple(
+      simpleFaker.number.int,
+      {
+        count: 3,
+      },
+    )
+
+    const fakeStoryTitles = [
+      'Watch out this new AWS Service: Deno on TypeScript',
+      'Deno vs Node: A Comprehensive Comparison',
+      'My journey to become a lazy developer',
+    ]
+
+    // Mock getItem function
+    const fakeItems: Item[] = F.mapIndexed(
+      (id, idx: number) => ({
+        id,
+        type: 'story',
+        by: faker.person.fullName(),
+        title: fakeStoryTitles[idx],
+        time: faker.date.recent().getTime(),
+      }),
+      fakeTopStories,
+    )
+
+    const fakeGeminiResponse = {
+      candidates: [
+        {
+          content: {
+            parts: [
+              {
+                text: R.pipe(
+                  R.take(2),
+                  R.map(R.toString),
+                  R.assoc('storyIds', R.__, {}),
+                  (v: any) => JSON.stringify(v),
+                )(fakeTopStories),
+              },
+            ],
+          },
+          safetyRatings: [],
+        },
+      ],
+    }
+
+    stub(
+      globalThis,
+      'fetch',
+      returnsNext([
+        promisifyFactoryObj<TopStories>(fakeTopStories),
+        ...R.map(promisifyFactoryObj<Item>, fakeItems),
+        promisifyFactoryObj(fakeGeminiResponse),
+      ]),
+    )
+  })
+
+  afterEach(() => {
+    restore()
+  })
+
+  it('does nothing when no preferences are provided', async () => {
+    const preferences: string[] = []
+    const result = await filterStories(preferences)
+    assertEquals(result, [])
+  })
+
+  it('filters stories by preferences', async () => {
+    const preferences = ['TypeScript', 'AWS', 'Deno']
+
+    const filteredStories = await filterStories(preferences)
+    assertEquals(
+      filteredStories,
+      [
+        'Watch out this new AWS Service: Deno on TypeScript',
+        'Deno vs Node: A Comprehensive Comparison',
+      ],
+    )
+  })
+})
+
+describe('bulkRetrieveItems', () => {
+  describe('no items', () => {
+    it('returns an empty array', async () => {
+      assertEquals(await bulkRetrieveItems([]), [])
+    })
+  })
+
+  it('retrieves items in bulk', async () => {
+    const fakeItems = R.times(
+      (id: number) => ({
+        id,
+        type: 'story',
+        by: faker.person.fullName(),
+        title: faker.lorem.sentence(),
+        time: faker.date.recent().getTime(),
+      } as Item),
+      3,
+    )
+
+    using _fetchStub = stub(
+      globalThis,
+      'fetch',
+      returnsNext(R.map(promisifyFactoryObj<Item>, fakeItems)),
+    )
+
+    const ids = [1, 2, 3]
+    const result = await bulkRetrieveItems(ids)
+
+    assertType<IsExact<typeof result, Item[]>>(true)
+    assertEquals(result.length, ids.length)
+    assertEquals(result, fakeItems)
+  })
+
+  // TODO: add error handling tests
+})
diff --git a/src/__tests__/bot/daily_analysis.spec.ts b/src/__tests__/bot/daily_analysis.spec.ts
new file mode 100644
index 0000000..d80ffaa
--- /dev/null
+++ b/src/__tests__/bot/daily_analysis.spec.ts
@@ -0,0 +1,124 @@
+// deno-lint-ignore-file no-explicit-any
+import {
+  afterAll,
+  assertType,
+  beforeAll,
+  describe,
+  faker,
+  IsExact,
+  it,
+  returnsNext,
+  simpleFaker,
+  stub,
+} from '@/dev_deps.ts'
+import {
+  cleanupDatabase,
+  promisifyFactoryObj,
+  seedDatabase,
+} from '@/utils/test_helpers.ts'
+import dailyAnalysis, {
+  getUsersPreferences,
+} from '@/preference/daily_analysis.ts'
+import { R } from '@/deps.ts'
+import * as F from '@/functions.ts'
+import { Item, TopStories } from '@/types.ts'
+
+beforeAll(async () => {
+  await seedDatabase()
+})
+
+afterAll(async () => {
+  await cleanupDatabase()
+})
+
+function mockFullSetup() {
+  // Mock the getTopStories function
+  const fakeTopStories = simpleFaker.helpers.multiple(
+    simpleFaker.number.int,
+    {
+      count: 3,
+    },
+  )
+
+  const fakeStoryTitles = [
+    'Watch out this new AWS Service: Deno on TypeScript',
+    'Deno vs Node: A Comprehensive Comparison',
+    'My journey to become a lazy developer',
+  ]
+
+  // Mock getItem function
+  const fakeItems: Item[] = F.mapIndexed(
+    (id, idx) => ({
+      id,
+      type: 'story',
+      by: faker.person.fullName(),
+      title: fakeStoryTitles[idx],
+      time: faker.date.recent().getTime(),
+    }),
+    fakeTopStories,
+  )
+
+  const fakeGeminiResponse = {
+    candidates: [
+      {
+        content: {
+          parts: [
+            {
+              text: R.pipe(
+                R.take(2),
+                R.map(R.toString),
+                R.assoc('storyIds', R.__, {}),
+                (v: any) => JSON.stringify(v),
+              )(fakeTopStories),
+            },
+          ],
+        },
+        safetyRatings: [],
+      },
+    ],
+  }
+
+  const fakeResponses = [
+    promisifyFactoryObj<TopStories>(fakeTopStories),
+    ...R.map(promisifyFactoryObj<Item>, fakeItems),
+    promisifyFactoryObj(fakeGeminiResponse),
+  ]
+
+  stub(
+    globalThis,
+    'fetch',
+    returnsNext(
+      fakeResponses,
+    ),
+  )
+}
+
+describe.skip('dailyAnalysis', () => {
+  it('should reply with filtered articles', async () => {
+    mockFullSetup()
+    await dailyAnalysis()
+
+    // TODO: it should send a message to the user
+    // TODO: find a way to test bot sending message
+  })
+
+  it('should skip run if there are no users', async () => {
+  })
+})
+
+describe('getUsersPreferences', () => {
+  it('should return the user preferences', async () => {
+    const usersPreferences = await getUsersPreferences()
+    assertType<
+      IsExact<
+        typeof usersPreferences,
+        { id: string; session: string | null }[]
+      >
+    >(true)
+  })
+
+  it('should throw an error if the response is not valid', async () => {
+    // ...
+    // FIXME: dunno how to test this
+  })
+})
diff --git a/src/__tests__/bot/setup.spec.ts b/src/__tests__/bot/setup.spec.ts
new file mode 100644
index 0000000..e343987
--- /dev/null
+++ b/src/__tests__/bot/setup.spec.ts
@@ -0,0 +1,191 @@
+import { MemorySessionStorage, R } from '@/deps.ts'
+import { afterAll, assertEquals, beforeEach, describe, it } from '@/dev_deps.ts'
+import setup from '@/preference/setup.ts'
+import { SessionData } from '@/types.ts'
+import {
+  chat,
+  from,
+  slashCommand,
+  testSetupConversation,
+} from '@/utils/test_helpers.ts'
+
+let storageAdapter: MemorySessionStorage<SessionData> | undefined
+
+const storageAdapterFn = () => {
+  storageAdapter = new MemorySessionStorage<SessionData>()
+  return storageAdapter
+}
+
+beforeEach(() => {
+  storageAdapter = undefined
+})
+
+// TODO: Remove this once we have a better way to wait for the event loop to clear
+afterAll(async () => {
+  await new Promise((r) => setTimeout(r, 0))
+})
+
+describe('setup', () => {
+  it('saves preferences', async () => {
+    await testSetupConversation(
+      storageAdapterFn,
+      [
+        {
+          update_id: 1,
+          message: {
+            message_id: 1,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'test_preference',
+          },
+        },
+        {
+          update_id: 2,
+          message: {
+            message_id: 2,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'some_other_preference',
+          },
+        },
+      ],
+      [],
+      setup,
+    )
+
+    const preferences = storageAdapter!.read(
+      R.toString(R.prop('id', chat)),
+    )?.preferences
+
+    assertEquals(preferences!.length, 2)
+    assertEquals(preferences, ['test_preference', 'some_other_preference'])
+  })
+
+  it('does not save duplicate preferences', async () => {
+    await testSetupConversation(
+      storageAdapterFn,
+      [
+        {
+          update_id: 1,
+          message: {
+            message_id: 1,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'test_preference',
+          },
+        },
+        {
+          update_id: 2,
+          message: {
+            message_id: 2,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'test_preference',
+          },
+        },
+      ],
+      [],
+      setup,
+    )
+
+    const preferences = storageAdapter!.read(
+      R.toString(R.prop('id', chat)),
+    )?.preferences
+
+    assertEquals(preferences!.length, 1)
+    assertEquals(preferences, ['test_preference'])
+  })
+})
+
+describe('reset', () => {
+  it('clears preferences', async () => {
+    await testSetupConversation(
+      storageAdapterFn,
+      [
+        {
+          update_id: 1,
+          message: {
+            message_id: 1,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'test_preference',
+          },
+        },
+        {
+          update_id: 2,
+          message: {
+            message_id: 2,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'some_other_preference',
+          },
+        },
+      ],
+      slashCommand('reset'),
+      setup,
+    )
+
+    const updatedPreferences = storageAdapter!.read(
+      R.toString(R.prop('id', chat)),
+    )?.preferences
+
+    assertEquals(updatedPreferences, [])
+  })
+})
+
+describe('list', () => {
+  it('lists preferences', async () => {
+    const outgoingRequests = await testSetupConversation(
+      storageAdapterFn,
+      [
+        {
+          update_id: 1,
+          message: {
+            message_id: 1,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'test_preference',
+          },
+        },
+        {
+          update_id: 2,
+          message: {
+            message_id: 2,
+            date: Date.now(),
+            chat,
+            from,
+            text: 'some_other_preference',
+          },
+        },
+      ],
+      slashCommand('list'),
+      setup,
+    )
+
+    const listRequest = R.last(outgoingRequests)
+
+    const payload = R.prop('payload', listRequest!)
+    assertEquals(payload.text, 'test_preference\nsome_other_preference')
+  })
+
+  it('does not list preferences if there are none', async () => {
+    const outgoingRequests = await testSetupConversation(
+      storageAdapterFn,
+      [],
+      slashCommand('list'),
+      setup,
+    )
+
+    const listRequest = R.last(outgoingRequests)
+
+    const payload = R.prop('payload', listRequest!)
+    assertEquals(payload.text, 'No preferences set.')
+  })
+})
diff --git a/src/__tests__/get_item.spec.ts b/src/__tests__/get_item.spec.ts
new file mode 100644
index 0000000..5d105c2
--- /dev/null
+++ b/src/__tests__/get_item.spec.ts
@@ -0,0 +1,56 @@
+// deno-lint-ignore-file no-explicit-any
+import { getItem } from '@/api.ts'
+import {
+  assertEquals,
+  assertExists,
+  assertInstanceOf,
+  describe,
+  it,
+  stub,
+} from '@/dev_deps.ts'
+
+describe('getItem', () => {
+  it('should return an item', async () => {
+    const fakeResponse = Promise.resolve({
+      json: () =>
+        Promise.resolve({
+          by: 'dhouston',
+          descendants: 71,
+          id: 8863,
+          score: 104,
+          time: 1175714200,
+          title: 'My YC app: Dropbox - Throw away your USB drive',
+          type: 'story',
+          url: 'http://www.getdropbox.com/u/2/screencast.html',
+        }),
+    } as any)
+
+    using _fetchStub = stub(
+      globalThis,
+      'fetch',
+      () => fakeResponse,
+    )
+
+    const item = await getItem(8863)
+
+    assertInstanceOf(item, Object)
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'by'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'descendants'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'id'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'score'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'time'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'title'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'type'))
+    assertExists(Object.prototype.hasOwnProperty.call(item, 'url'))
+  })
+
+  it('should handle not found item', async () => {
+    using _fetchStub = stub(globalThis, 'fetch', () =>
+      Promise.resolve({
+        json: () => Promise.resolve(null),
+      } as any))
+
+    const item = await getItem(-1)
+    assertEquals(item, null)
+  })
+})
diff --git a/src/__tests__/get_top_stories.spec.ts b/src/__tests__/get_top_stories.spec.ts
new file mode 100644
index 0000000..393bde2
--- /dev/null
+++ b/src/__tests__/get_top_stories.spec.ts
@@ -0,0 +1,30 @@
+// deno-lint-ignore-file no-explicit-any
+import { getTopStories } from '@/api.ts'
+import {
+  assertInstanceOf,
+  assertObjectMatch,
+  describe,
+  faker,
+  it,
+  stub,
+} from '@/dev_deps.ts'
+
+describe('getTopStories', () => {
+  it('should return an array of top stories', async () => {
+    const fakeResponse = Promise.resolve({
+      json: () =>
+        Promise.resolve(
+          faker.helpers.multiple<number>(faker.number.int, { count: 500 }),
+        ),
+    } as any)
+
+    using _fetchStub = stub(globalThis, 'fetch', () => fakeResponse)
+
+    const result = await getTopStories()
+    assertInstanceOf(result, Array<number>)
+
+    assertObjectMatch(result, {
+      length: 500,
+    })
+  })
+})
diff --git a/src/__tests__/utils.spec.ts b/src/__tests__/utils.spec.ts
new file mode 100644
index 0000000..451c73d
--- /dev/null
+++ b/src/__tests__/utils.spec.ts
@@ -0,0 +1,10 @@
+import { MemorySessionStorage } from '@/deps.ts'
+import { assertInstanceOf, describe, it } from '@/dev_deps.ts'
+import { getSessionAdapter } from '@/utils.ts'
+
+const adapter = getSessionAdapter()
+
+describe('getSessionAdapter', () =>
+  it('returns adapter', () => {
+    assertInstanceOf(adapter, MemorySessionStorage)
+  }))
diff --git a/src/ai_adapters/base.ts b/src/ai_adapters/base.ts
new file mode 100644
index 0000000..d1c41e1
--- /dev/null
+++ b/src/ai_adapters/base.ts
@@ -0,0 +1,25 @@
+export type ResponseContent = {
+  text: string
+}
+
+export enum HttpStatus {
+  OK = 200,
+  CREATED = 201,
+  NO_CONTENT = 204,
+  BAD_REQUEST = 400,
+  UNAUTHORIZED = 401,
+  FORBIDDEN = 403,
+  NOT_FOUND = 404,
+  METHOD_NOT_ALLOWED = 405,
+  CONFLICT = 409,
+  INTERNAL_SERVER_ERROR = 500,
+}
+
+export interface BaseAdapter {
+  generateContent(input: string): Promise<ResponseContent>
+
+  /**
+   * Build the body for the Gemini API.
+   */
+  buildBody(input: string): object
+}
diff --git a/src/ai_adapters/gemini.ts b/src/ai_adapters/gemini.ts
new file mode 100644
index 0000000..2260590
--- /dev/null
+++ b/src/ai_adapters/gemini.ts
@@ -0,0 +1,94 @@
+import { config } from '@/config.ts'
+import { R } from '@/deps.ts'
+import { RequestContent, responseSchema } from '@/types.ts'
+import { BaseAdapter, HttpStatus, ResponseContent } from '@/ai_adapters/base.ts'
+import { filteredContentSchema } from '@/types.ts'
+
+export class GeminiAdapter implements BaseAdapter {
+  private readonly _apiKey: string
+  private readonly _baseUrl: string
+  private readonly _model: string
+
+  constructor() {
+    this._apiKey = config.GEMINI_API_KEY
+    this._baseUrl = config.BASE_GEMINI_ENDPOINT
+    this._model = 'gemini-1.5-flash'
+  }
+
+  /**
+   * Generate content using the Gemini API.
+   */
+  public generateContent(input: string): Promise<ResponseContent> {
+    return new Promise((resolve, reject) => {
+      if (R.isEmpty(input)) {
+        reject(new Error('Text is required'))
+      }
+
+      const urlJoiner = R.join('/')
+      const request = new Request(
+        urlJoiner(
+          [
+            this._baseUrl,
+            'models',
+            `${this._model}:generateContent`,
+          ],
+        ),
+        {
+          method: 'post',
+          headers: {
+            'Content-Type': 'application/json',
+            'x-goog-api-key': this._apiKey,
+          },
+          body: JSON.stringify(
+            this.buildBody(input),
+          ),
+        },
+      )
+
+      fetch(request)
+        .then((response) => {
+          if (response.status !== HttpStatus.OK) {
+            console.error(R.prop('statusText')(response))
+            reject(new Error('Failed to generate content'))
+          } else {
+            response.json().then((data) => {
+              const parsedData = filteredContentSchema.parse(data)
+
+              resolve(
+                R.path([
+                  'candidates',
+                  0,
+                  'content',
+                  'parts',
+                  0,
+                ])(parsedData) as ResponseContent,
+              )
+            })
+          }
+        })
+    })
+  }
+
+  public buildBody(input: string): RequestContent {
+    if (R.isEmpty(input)) {
+      throw new Error('Text is required')
+    }
+    const body: RequestContent = {
+      contents: [
+        {
+          parts: [
+            {
+              text: input,
+            },
+          ],
+        },
+      ],
+      generationConfig: {
+        responseMimeType: 'application/json',
+        responseSchema: responseSchema,
+      },
+    }
+
+    return body
+  }
+}
diff --git a/src/ai_adapters/mod.ts b/src/ai_adapters/mod.ts
new file mode 100644
index 0000000..2ea5b53
--- /dev/null
+++ b/src/ai_adapters/mod.ts
@@ -0,0 +1 @@
+export { GeminiAdapter } from './gemini.ts'
diff --git a/src/analysis.ts b/src/analysis.ts
new file mode 100644
index 0000000..fed4b58
--- /dev/null
+++ b/src/analysis.ts
@@ -0,0 +1,65 @@
+import { R } from '@/deps.ts'
+import { getItem, getTopStories } from '@/api.ts'
+import { Item } from '@/types.ts'
+import { GeminiAdapter } from '@/ai_adapters/mod.ts'
+
+const baseInput: string = `
+  Filter the following HackerNews stories by the provided preferences and return only the list of corresponding ids in an array format:
+`
+function generateInput(
+  preferences: string[],
+  titles: [number, string][],
+): string {
+  return `
+  ${baseInput}
+  Preferences: ${preferences.join(', ')}
+  Titles: ${titles.join(', ')}
+  `
+}
+
+export async function filterStories(preferences: string[]): Promise<string[]> {
+  if (R.isEmpty(preferences)) {
+    console.warn('No preferences provided')
+    return []
+  }
+
+  const topStories = await getTopStories()
+  const items = await bulkRetrieveItems(topStories)
+
+  const adapter = new GeminiAdapter()
+  const idTitlePairs = R.map(
+    (item: Item) => R.pair(item!.id, item!.title),
+  )(items)
+  const input = generateInput(
+    preferences,
+    idTitlePairs,
+  )
+
+  const { text } = await adapter.generateContent(input)
+
+  const filteredIds = R.pipe(
+    (text: string) => JSON.parse(text),
+    R.prop('storyIds'),
+    R.map(Number),
+  )(text)
+
+  const filteredTitles = R.pluck('title')(R.innerJoin(
+    (item: NonNullable<Item>, id: number) => item.id === id,
+    items as NonNullable<Item>[],
+    filteredIds,
+  ))
+
+  return filteredTitles
+}
+
+export async function bulkRetrieveItems(ids: number[]): Promise<Item[]> {
+  if (R.isEmpty(ids)) {
+    console.warn('No ids provided')
+    return []
+  }
+
+  const promises = R.map(getItem, ids)
+  const items = R.flatten(await Promise.all(promises))
+
+  return R.flatten(items)
+}
diff --git a/src/api.ts b/src/api.ts
new file mode 100644
index 0000000..f565ba3
--- /dev/null
+++ b/src/api.ts
@@ -0,0 +1,25 @@
+import { Item, itemSchema, storiesSchema, TopStories } from '@/types.ts'
+import { config } from '@/config.ts'
+
+export const getTopStories = async (): Promise<TopStories> => {
+  const data: TopStories = await fetch(`${config.HN_API}/topstories.json`).then(
+    (
+      res,
+    ) => res.json(),
+  )
+
+  storiesSchema.parse(data)
+
+  return data
+}
+
+export const getItem = async (id: number): Promise<Item | null> => {
+  const data: Item | null = await fetch(`${config.HN_API}/item/${id}.json`)
+    .then(
+      (res) => res.json(),
+    )
+
+  itemSchema.parse(data)
+
+  return data
+}
diff --git a/src/bot.ts b/src/bot.ts
new file mode 100644
index 0000000..b47d0c0
--- /dev/null
+++ b/src/bot.ts
@@ -0,0 +1,35 @@
+import { Bot, conversations, session } from '@/deps.ts'
+import setup from '@/preference/setup.ts'
+import { PreferencesContext, SessionData } from '@/types.ts'
+import { getSessionAdapter } from '@/utils.ts'
+import { config } from '@/config.ts'
+import dailyAnalysis from '@/preference/daily_analysis.ts'
+
+const bot = new Bot<PreferencesContext>(config.BOT_TOKEN)
+
+bot.command(
+  'help',
+  (ctx) =>
+    ctx.reply('Bot is under construction. Please wait for the next update.'),
+)
+bot.use(
+  session({
+    initial: (): SessionData => ({ preferences: [] }),
+    storage: getSessionAdapter(),
+  }),
+  conversations(),
+)
+
+bot.use(setup)
+
+bot.catch((err) => console.error(err))
+
+bot.start()
+
+Deno.cron('daily analysis', '0 1 * * *', async () => {
+  console.info('Running daily analysis')
+  await dailyAnalysis()
+  console.info('Daily analysis completed')
+})
+
+export default bot
diff --git a/src/config.ts b/src/config.ts
new file mode 100644
index 0000000..2762e84
--- /dev/null
+++ b/src/config.ts
@@ -0,0 +1,30 @@
+import { R, z } from '@/deps.ts'
+import { load } from '@std/dotenv'
+import { parseArgs } from '@std/cli'
+
+const envSchema = z.object({
+  HN_API: z.string().default('https://hacker-news.firebaseio.com/v0'),
+  BOT_TOKEN: z.string().default('dummy'),
+  APP_ENV: z.enum(['development', 'test', 'production']).default('development'),
+  GEMINI_API_KEY: z.string().default('dummy'),
+  BASE_GEMINI_ENDPOINT: z.string().default(
+    'https://generativelanguage.googleapis.com/v1beta',
+  ),
+  SUPABASE_URL: z.string().default('dummy'),
+  SUPABASE_KEY: z.string().default('dummy'),
+  SUPABASE_SCHEMA: z.string().default('public'),
+})
+
+try {
+  const env = await R.ifElse(
+    R.propEq('test', 'true'),
+    R.always({}),
+    () => load({ export: true }),
+  )(parseArgs(Deno.args))
+
+  if (R.isEmpty(env)) throw new Error('no env file found')
+} catch {
+  console.warn('no env file found, using environment variables')
+}
+
+export const config = envSchema.parse(Deno.env.toObject())
diff --git a/src/database.ts b/src/database.ts
new file mode 100644
index 0000000..e346c4f
--- /dev/null
+++ b/src/database.ts
@@ -0,0 +1,126 @@
+export type Json =
+  | string
+  | number
+  | boolean
+  | null
+  | { [key: string]: Json | undefined }
+  | Json[]
+
+export type Database = {
+  public: {
+    Tables: {
+      sessions: {
+        Row: {
+          created_at: string
+          id: string
+          session: string | null
+        }
+        Insert: {
+          created_at?: string
+          id: string
+          session?: string | null
+        }
+        Update: {
+          created_at?: string
+          id?: string
+          session?: string | null
+        }
+        Relationships: []
+      }
+    }
+    Views: {
+      [_ in never]: never
+    }
+    Functions: {
+      [_ in never]: never
+    }
+    Enums: {
+      [_ in never]: never
+    }
+    CompositeTypes: {
+      [_ in never]: never
+    }
+  }
+}
+
+type PublicSchema = Database[Extract<keyof Database, 'public'>]
+
+export type Tables<
+  PublicTableNameOrOptions extends
+    | keyof (PublicSchema['Tables'] & PublicSchema['Views'])
+    | { schema: keyof Database },
+  TableName extends PublicTableNameOrOptions extends { schema: keyof Database }
+    ? keyof (
+      & Database[PublicTableNameOrOptions['schema']]['Tables']
+      & Database[PublicTableNameOrOptions['schema']]['Views']
+    )
+    : never = never,
+> = PublicTableNameOrOptions extends { schema: keyof Database } ? (
+    & Database[PublicTableNameOrOptions['schema']]['Tables']
+    & Database[PublicTableNameOrOptions['schema']]['Views']
+  )[TableName] extends {
+    Row: infer R
+  } ? R
+  : never
+  : PublicTableNameOrOptions extends keyof (
+    & PublicSchema['Tables']
+    & PublicSchema['Views']
+  ) ? (
+      & PublicSchema['Tables']
+      & PublicSchema['Views']
+    )[PublicTableNameOrOptions] extends {
+      Row: infer R
+    } ? R
+    : never
+  : never
+
+export type TablesInsert<
+  PublicTableNameOrOptions extends
+    | keyof PublicSchema['Tables']
+    | { schema: keyof Database },
+  TableName extends PublicTableNameOrOptions extends { schema: keyof Database }
+    ? keyof Database[PublicTableNameOrOptions['schema']]['Tables']
+    : never = never,
+> = PublicTableNameOrOptions extends { schema: keyof Database }
+  ? Database[PublicTableNameOrOptions['schema']]['Tables'][TableName] extends {
+    Insert: infer I
+  } ? I
+  : never
+  : PublicTableNameOrOptions extends keyof PublicSchema['Tables']
+    ? PublicSchema['Tables'][PublicTableNameOrOptions] extends {
+      Insert: infer I
+    } ? I
+    : never
+  : never
+
+export type TablesUpdate<
+  PublicTableNameOrOptions extends
+    | keyof PublicSchema['Tables']
+    | { schema: keyof Database },
+  TableName extends PublicTableNameOrOptions extends { schema: keyof Database }
+    ? keyof Database[PublicTableNameOrOptions['schema']]['Tables']
+    : never = never,
+> = PublicTableNameOrOptions extends { schema: keyof Database }
+  ? Database[PublicTableNameOrOptions['schema']]['Tables'][TableName] extends {
+    Update: infer U
+  } ? U
+  : never
+  : PublicTableNameOrOptions extends keyof PublicSchema['Tables']
+    ? PublicSchema['Tables'][PublicTableNameOrOptions] extends {
+      Update: infer U
+    } ? U
+    : never
+  : never
+
+export type Enums<
+  PublicEnumNameOrOptions extends
+    | keyof PublicSchema['Enums']
+    | { schema: keyof Database },
+  EnumName extends PublicEnumNameOrOptions extends { schema: keyof Database }
+    ? keyof Database[PublicEnumNameOrOptions['schema']]['Enums']
+    : never = never,
+> = PublicEnumNameOrOptions extends { schema: keyof Database }
+  ? Database[PublicEnumNameOrOptions['schema']]['Enums'][EnumName]
+  : PublicEnumNameOrOptions extends keyof PublicSchema['Enums']
+    ? PublicSchema['Enums'][PublicEnumNameOrOptions]
+  : never
diff --git a/src/deps.ts b/src/deps.ts
new file mode 100644
index 0000000..2b6c735
--- /dev/null
+++ b/src/deps.ts
@@ -0,0 +1,8 @@
+// @deno-types="npm:@types/ramda"
+export * as R from 'https://deno.land/x/ramda@v0.27.2/mod.ts'
+export * from 'https://deno.land/x/grammy@v1.28.0/mod.ts'
+export * from 'https://deno.land/x/grammy_types@v3.12.0/mod.ts'
+export * from 'https://deno.land/x/grammy_conversations@v1.2.0/mod.ts'
+export * from 'https://deno.land/x/grammy_storages@v2.4.2/supabase/src/mod.ts'
+export { z } from 'https://deno.land/x/zod@v3.23.8/mod.ts'
+export { createClient } from 'https://esm.sh/@supabase/supabase-js@2.33.1'
diff --git a/src/dev_deps.ts b/src/dev_deps.ts
new file mode 100644
index 0000000..c69f806
--- /dev/null
+++ b/src/dev_deps.ts
@@ -0,0 +1,6 @@
+export { faker, simpleFaker } from 'https://esm.sh/@faker-js/faker@8.4.1'
+export * from '@std/testing/bdd'
+export * from '@std/assert'
+export * from '@std/testing/mock'
+export * from '@std/testing/types'
+export * from '@std/testing/time'
diff --git a/src/functions.ts b/src/functions.ts
new file mode 100644
index 0000000..5324ac0
--- /dev/null
+++ b/src/functions.ts
@@ -0,0 +1,3 @@
+import { R } from '@/deps.ts'
+
+export const mapIndexed = R.addIndex(R.map)
diff --git a/src/preference/daily_analysis.ts b/src/preference/daily_analysis.ts
new file mode 100644
index 0000000..d349d0c
--- /dev/null
+++ b/src/preference/daily_analysis.ts
@@ -0,0 +1,54 @@
+import { connection } from '@/utils.ts'
+import { R } from '@/deps.ts'
+import { filterStories } from '@/analysis.ts'
+import { SessionData } from '@/types.ts'
+
+async function getUsersPreferences(): Promise<
+  {
+    id: string
+    session: string | null
+  }[]
+> {
+  const { data, error } = await connection.from('sessions')
+    .select('id, session')
+
+  R.unless(
+    R.isNil,
+    (err) => {
+      console.error(JSON.stringify(err))
+      throw new Error('Error fetching user preferences')
+    },
+  )(error)
+
+  return data || []
+}
+
+async function dailyAnalysis() {
+  console.group('dailyAnalysis')
+  const usersPreferences = await getUsersPreferences()
+  console.debug('start', usersPreferences)
+
+  const botModule = await import('@/bot.ts')
+  const bot = botModule.default
+
+  R.forEach<typeof usersPreferences[0]>(
+    async ({ id, session: sessionJson }) => {
+      const session = JSON.parse(sessionJson!)
+      console.debug('user, session:', id, session.preferences)
+      const preferences = R.propOr<object>(
+        {},
+        'preferences',
+      )<SessionData, string[]>(session)
+
+      console.debug('preferences', preferences)
+      const filteredStories = await filterStories(preferences)
+      console.debug('filteredStories', filteredStories)
+      bot.api.sendMessage(id, filteredStories.join('\n'))
+    },
+  )(usersPreferences)
+
+  console.groupEnd()
+}
+
+export default dailyAnalysis
+export { getUsersPreferences }
diff --git a/src/preference/setup.ts b/src/preference/setup.ts
new file mode 100644
index 0000000..55320b6
--- /dev/null
+++ b/src/preference/setup.ts
@@ -0,0 +1,53 @@
+import { Composer, createConversation, R } from '../deps.ts'
+import { ConversationContext, PreferencesContext } from '@/types.ts'
+
+const composer = new Composer<PreferencesContext>()
+
+const preferencesBuilder = async (
+  conversation: ConversationContext,
+  ctx: PreferencesContext,
+) => {
+  const inputPreferences = new Set<string>()
+
+  while (R.T()) {
+    await ctx.reply('Type your preference. Use /cancel to exit.')
+    const {
+      msg: { text },
+    } = await conversation.waitFor(':text')
+
+    if (text === '/cancel') {
+      conversation.session.preferences = Array.from(inputPreferences)
+      await ctx.reply('Leaving...')
+      return
+    }
+
+    inputPreferences.add(text)
+  }
+}
+
+composer.use(
+  createConversation(preferencesBuilder, 'preferences'),
+)
+
+composer.command('setup', async (ctx) => {
+  await ctx.conversation.enter('preferences')
+})
+
+composer.command('reset', async (ctx) => {
+  ctx.session.preferences = []
+  await ctx.reply('Preferences reset.')
+})
+
+composer.command('list', async (ctx) =>
+  await ctx.reply(
+    R.ifElse(
+      R.isEmpty,
+      R.always('No preferences set.'),
+      R.join('\n'),
+    )(ctx.session.preferences),
+  ))
+composer.on('message', async (ctx) => {
+  await ctx.reply('Please use the /setup command to setup your preferences.')
+})
+
+export default composer
diff --git a/src/types.ts b/src/types.ts
new file mode 100644
index 0000000..2784f16
--- /dev/null
+++ b/src/types.ts
@@ -0,0 +1,175 @@
+import {
+  Context,
+  Conversation,
+  ConversationFlavor,
+  SessionFlavor,
+  z,
+} from '@/deps.ts'
+
+export const itemSchema = z.object({
+  id: z.number(),
+  deleted: z.optional(z.boolean()),
+  type: z.optional(z.string()),
+  by: z.optional(z.string()),
+  time: z.optional(z.number()),
+  text: z.optional(z.string()),
+  dead: z.optional(z.boolean()),
+  parent: z.optional(z.number()),
+  poll: z.optional(z.unknown()),
+  kids: z.optional(z.unknown()),
+  url: z.optional(z.string()),
+  score: z.optional(z.number()),
+  title: z.string(),
+  parts: z.optional(z.unknown()),
+  descendants: z.optional(z.number()),
+}).nullable()
+
+export type Item = z.infer<typeof itemSchema>
+
+const storySchema = z.number()
+
+export const storiesSchema = z.array(storySchema)
+
+export type TopStories = z.infer<typeof storiesSchema>
+
+export interface SessionData {
+  preferences: string[]
+}
+
+export type Preferences = SessionData['preferences']
+
+export type PreferencesContext =
+  & Context
+  & SessionFlavor<SessionData>
+  & ConversationFlavor
+
+export type ConversationContext = Conversation<PreferencesContext>
+
+const safetyRatingSchema = z.object({
+  category: z.enum([
+    'HARM_CATEGORY_UNSPECIFIED',
+    'HARM_CATEGORY_DEROGATORY',
+    'HARM_CATEGORY_TOXICITY',
+    'HARM_CATEGORY_VIOLENCE',
+    'HARM_CATEGORY_SEXUAL',
+    'HARM_CATEGORY_MEDICAL',
+    'HARM_CATEGORY_DANGEROUS',
+    'HARM_CATEGORY_HARASSMENT',
+    'HARM_CATEGORY_HATE_SPEECH',
+    'HARM_CATEGORY_SEXUALLY_EXPLICIT',
+    'HARM_CATEGORY_DANGEROUS_CONTENT',
+  ]),
+  probability: z.enum([
+    'HIGH',
+    'MEDIUM',
+    'LOW',
+    'NEGLIGIBLE',
+    'HARM_PROBABILITY_UNSPECIFIED',
+  ]),
+  blocked: z.boolean().optional(),
+})
+
+const citationMetadataSchema = z.object({
+  citationSources: z.array(
+    z.object({
+      'startIndex': z.number().int().optional(),
+      'endIndex': z.number().int().optional(),
+      'uri': z.string().optional(),
+      'license': z.string().optional(),
+    }),
+  ),
+})
+
+const contentSchema = z.object({
+  parts: z.array(
+    z.object({
+      text: z.string().optional(),
+      inlineData: z.object({
+        mimeType: z.string(),
+        data: z.string().base64(),
+      }).optional(),
+    }),
+  ),
+  role: z.enum([
+    'user',
+    'model',
+  ]).optional(),
+})
+
+const generationConfigSchema = z.object({
+  stopSequences: z.array(z.string()).optional(),
+  candidateCount: z.number().int().optional(),
+  maxOutputTokens: z.number().int().optional(),
+  temperature: z.number().int().optional(),
+  topP: z.number().int().optional(),
+  responseMimeType: z.enum([
+    'application/json',
+    'text/plain',
+  ]).optional().default('application/json'),
+  responseSchema: z.object({}).optional(),
+  topK: z.number().int().optional(),
+})
+
+export const responseSchema = {
+  type: 'object',
+  properties: {
+    storyIds: {
+      type: 'array',
+      items: {
+        type: 'number',
+      },
+    },
+  },
+}
+const requestContentSchema = z.object({
+  contents: z.array(contentSchema),
+  generationConfig: generationConfigSchema,
+})
+
+export type RequestContent = z.infer<typeof requestContentSchema>
+
+const candidateSchema = z.object({
+  content: contentSchema,
+  finishReason: z.enum(
+    [
+      'FINISH_REASON_UNSPECIFIED',
+      'STOP',
+      'MAX_TOKENS',
+      'SAFETY',
+      'RECITATION',
+      'OTHER',
+    ],
+  ).default('FINISH_REASON_UNSPECIFIED'),
+  safetyRatings: z.array(safetyRatingSchema),
+  citationMetadata: citationMetadataSchema.optional(),
+  tokenCount: z.number().int().optional(),
+  index: z.number().int().optional(),
+})
+const promptFeedbackSchema = z.object({
+  blockReason: z.enum([
+    'BLOCK_REASON_UNSPECIFIED',
+    'SAFETY',
+    'OTHER',
+  ]).optional(),
+  safetyRatings: z.array(safetyRatingSchema),
+})
+
+const usageMetadataSchema = z.object({
+  promptTokenCount: z.number(),
+  candidatesTokenCount: z.number(),
+  totalTokenCount: z.number(),
+})
+
+const generateContentResponseSchema = z.object({
+  candidates: z.array(
+    candidateSchema,
+  ),
+  promptFeedback: promptFeedbackSchema.optional(),
+  usageMetadata: usageMetadataSchema,
+})
+
+export const filteredContentSchema = generateContentResponseSchema.pick(
+  {
+    candidates: true,
+  },
+)
diff --git a/src/utils.ts b/src/utils.ts
new file mode 100644
index 0000000..7e14928
--- /dev/null
+++ b/src/utils.ts
@@ -0,0 +1,30 @@
+import {
+  createClient,
+  MemorySessionStorage,
+  R,
+  supabaseAdapter,
+} from '@/deps.ts'
+import { SessionData } from '@/types.ts'
+import { config } from '@/config.ts'
+import { Database } from '@/database.ts'
+
+export const connection = createClient<Database>(
+  config.SUPABASE_URL,
+  config.SUPABASE_KEY,
+  {
+    db: {
+      // deno-lint-ignore no-explicit-any
+      schema: config.SUPABASE_SCHEMA as any, // FIXME: remove any when found a way to type custom schemas (#20)
+    },
+  },
+)
+
+export const getSessionAdapter = () =>
+  R.ifElse(
+    R.equals('test'),
+    R.always(new MemorySessionStorage<SessionData>()),
+    R.always(supabaseAdapter<SessionData>({
+      supabase: connection,
+      table: 'sessions',
+    })),
+  )(config.APP_ENV)
diff --git a/src/utils/test_helpers.ts b/src/utils/test_helpers.ts
new file mode 100644
index 0000000..329ccc6
--- /dev/null
+++ b/src/utils/test_helpers.ts
@@ -0,0 +1,143 @@
+// deno-lint-ignore-file no-explicit-any
+import {
+  ApiResponse,
+  Bot,
+  Chat,
+  Composer,
+  conversations,
+  MemorySessionStorage,
+  Middleware,
+  R,
+  RawApi,
+  session,
+  Update,
+  User,
+} from '@/deps.ts'
+import { faker } from '@/dev_deps.ts'
+import { PreferencesContext, SessionData } from '@/types.ts'
+import { connection } from '@/utils.ts'
+
+export interface ApiCall<M extends keyof RawApi = keyof RawApi> {
+  method: M
+  result: Awaited<ReturnType<RawApi[M]>> | ApiResponse<ApiCall>
+}
+
+export const botInfo = {
+  id: faker.number.int(),
+  is_bot: true as const,
+  first_name: 'Dummy Bot',
+  username: 'dummy_bot',
+  can_join_groups: true as const,
+  can_read_all_group_messages: false as const,
+  supports_inline_queries: false as const,
+  can_connect_to_business: false,
+  has_main_web_app: false,
+}
+
+export const chat: Chat.PrivateChat = {
+  id: faker.number.int(),
+  first_name: 'Test',
+  last_name: 'User',
+  type: 'private',
+}
+
+export const from: User = {
+  id: faker.number.int(),
+  first_name: 'Test',
+  last_name: 'User',
+  is_bot: false,
+}
+
+type AvailableCommands = 'setup' | 'reset' | 'list' | 'cancel'
+
+export const slashCommand = (command: AvailableCommands): Update => ({
+  update_id: 1,
+  message: {
+    message_id: 1,
+    date: faker.date.anytime().getTime(),
+    chat,
+    from,
+    text: R.concat('/', command),
+    entities: [
+      { type: 'bot_command', offset: 0, length: R.inc(command.length) },
+    ],
+  },
+})
+
+export const testSetupConversation = async (
+  storageAdapter: () => MemorySessionStorage<SessionData>,
+  update: Update | Update[] = [],
+  afterCancel: Update | Update[] = [],
+  mw: Middleware<PreferencesContext> = new Composer(),
+) => {
+  const updates = Array.isArray(update) ? update : [update]
+  const afterCancelUpdates = Array.isArray(afterCancel)
+    ? afterCancel
+    : [afterCancel]
+
+  const results: Array<{
+    method: string
+    payload: any
+  }> = []
+
+  const bot = new Bot<PreferencesContext>('dummy', { botInfo })
+
+  bot.api.config.use((_prev, method, payload) => {
+    results.push({ method, payload })
+    return Promise.resolve({ ok: true, result: {} as any })
+  })
+
+  bot.use(
+    session({
+      initial: (): SessionData => ({ preferences: [] }),
+      storage: storageAdapter(),
+    }),
+    conversations(),
+  )
+
+  bot.use(mw)
+
+  await bot.handleUpdate(slashCommand('setup'))
+  for (const update of updates) {
+    await bot.handleUpdate(update)
+  }
+
+  await bot.handleUpdate(slashCommand('cancel'))
+
+  for (const update of afterCancelUpdates) {
+    await bot.handleUpdate(update)
+  }
+
+  return results
+}
+
+export function promisifyFactoryObj<TFactory>(
+  obj: TFactory,
+  status = 200,
+): Promise<Response> {
+  return Promise.resolve(
+    new Response(JSON.stringify(obj), { status }),
+  )
+}
+
+export async function seedDatabase() {
+  await connection.from('sessions')
+    .upsert(
+      R.times(
+        (id: number) => ({
+          id: R.join('_', ['test', id]),
+          session: JSON.stringify({
+            preferences: faker.helpers.multiple(faker.commerce.department, {
+              count: faker.number.int({ min: 1, max: 5 }),
+            }),
+          }),
+        }),
+        1,
+      ),
+    )
+}
+
+export async function cleanupDatabase() {
+  await connection.from('sessions')
+    .delete().like('id', 'test%')
+}
diff --git a/tsconfig.json b/tsconfig.json
deleted file mode 100644
index 764cfb1..0000000
--- a/tsconfig.json
+++ /dev/null
@@ -1,3 +0,0 @@
-{
-  "exclude": ["node_modules/**"]
-}