diff --git a/.opencode/agents/repo-manager.md b/.opencode/agents/repo-manager.md
index f236e33..b8a3ca7 100644
--- a/.opencode/agents/repo-manager.md
+++ b/.opencode/agents/repo-manager.md
@@ -48,19 +48,22 @@ Generate themed names using: `{adjective} {animal}`
 **Name Selection Strategy:**
 **IMPORTANT**: Use your AI to analyze the actual PR/commit content and generate an appropriate themed name. Do NOT use random selection.
 
-1. Get merged PRs: `gh pr list --state merged --base develop --limit 20`
+1. Get merged PRs: `gh pr list --state merged --base main --limit 20`
 2. **Use your AI to analyze** the PR titles and descriptions
-3. Determine overall "vibe" (performance, security, features, fixes, etc.) based on the actual content
-4. Select appropriate adjective + animal combination
-
-4. Select appropriate adjective + animal combination:
-   - **Performance**: swift cheetah, lightning falcon, rapid hare
-   - **Security**: vigilant owl, guardian bear, watchful hawk
-   - **Features**: creative fox, innovative dolphin, clever raven
-   - **Bug Fixes**: persistent badger, diligent ant, careful turtle
-   - **Refactoring**: elegant swan, graceful deer, nimble cat
-   - **Documentation**: wise elephant, thoughtful whale, patient sloth
-   - **Mixed**: versatile chameleon, adaptive jackal, resourceful coyote
+3. Determine what this release is really about
+4. Generate a unique adjective-animal name that:
+   - Reflects the PR content
+   - Hasn't been used before
+   - Is creative and memorable
+
+**Avoid** overused combinations like "swift cheetah", "creative fox", "vigilant owl", "innovative dolphin".
+
+**Try** unique combinations like:
+- Exotic: narwhal, axolotl, capybara, quokka, pangolin
+- Aquatic: jellyfish, seahorse, manta, cuttlefish, otter
+- Birds: kingfisher, heron, ibis, stork
+- Insects: firefly, butterfly, dragonfly
+- Mythical: phoenix, griffin, pegasus, siren
 
 ## Git Operations
 
@@ -151,7 +154,7 @@ gh pr list --state merged --base develop --limit 10
 # Recent PRs: "Optimize database queries", "Improve API performance", "Cache implementation"
 # Theme detected: Performance improvements
 # Generated name: "swift falcon"
-# Version: v1.2.20260302r1
+# Version: v1.2.20260302
 ```
 
 ### Emergency Hotfix
diff --git a/.opencode/skills/git-release/SKILL.md b/.opencode/skills/git-release/SKILL.md
index 295ca43..8798bab 100644
--- a/.opencode/skills/git-release/SKILL.md
+++ b/.opencode/skills/git-release/SKILL.md
@@ -45,96 +45,64 @@ v1.2.20260302 → v1.3.20260302
 
 ## Release Naming Strategy
 
-### Adjective-Animal Themes
-Generate release names by analyzing PR sentiment and selecting appropriate themes.
+### AI-Generated Themed Naming
 
-### Theme Categories
+The release name is generated by the AI based on analyzing the merged PRs and their content. The AI should:
 
-#### Performance & Speed
-**Adjectives**: swift, rapid, lightning, blazing, turbo, speedy, agile
-**Animals**: cheetah, falcon, hare, gazelle, hawk, dolphin, hummingbird
+1. **Analyze PR content** - Read titles, descriptions, and code changes
+2. **Identify dominant theme** - What is this release really about?
+3. **Generate unique name** - Create an adjective-animal pair that:
+   - Reflects the PR content accurately
+   - Has not been used before in this project
+   - Is memorable and appropriate
 
-Examples: `swift cheetah`, `lightning falcon`, `rapid gazelle`
+### Guidelines for AI
 
-#### Security & Protection  
-**Adjectives**: vigilant, guardian, watchful, secure, protective, stalwart, fortress
-**Animals**: owl, bear, hawk, wolf, eagle, rhinoceros, mastiff
+**Good adjectives** (avoid generic ones):
+- Emotional/sensory: `electric`, `radiant`, `fiery`, `velvet`, `crystalline`
+- Movement: `surging`, `drifting`, `soaring`, `diving`, `spiral`
+- Nature: `blooming`, `misty`, `aurora`, `tidal`, `verdant`
+- Abstract: `boundless`, `infinite`, `hidden`, `silent`, `luminous`
 
-Examples: `vigilant owl`, `guardian bear`, `watchful hawk`
+**Good animals** (avoid overused ones like fox, owl, dolphin, cheetah):
+- Exotic: `narwhal`, `axolotl`, `capybara`, `quokka`, `pangolin`
+- Aquatic: `jellyfish`, `seahorse`, `manta`, `cuttlefish`, `otter`
+- Birds: `kingfisher`, `heron`, `ibis`, `stork`, `bird-of-paradise`
+- Insects: `firefly`, `butterfly`, `dragonfly`, `beetle`, `mantid`
+- Mythical-inspired: `phoenix`, `griffin`, `pegasus`, `siren`, `chimera`
 
-#### Innovation & Features
-**Adjectives**: creative, innovative, clever, brilliant, inventive, pioneering, ingenious
-**Animals**: fox, dolphin, raven, octopus, monkey, parrot, crow
+**Avoid repetition** - Check previous releases and choose something new.
 
-Examples: `creative fox`, `innovative dolphin`, `clever raven`
+### Examples
 
-#### Stability & Fixes
-**Adjectives**: persistent, diligent, careful, steadfast, reliable, thorough, patient
-**Animals**: badger, ant, turtle, ox, elephant, beaver, bull
-
-Examples: `persistent badger`, `diligent ant`, `careful turtle`
-
-#### Refactoring & Cleanup
-**Adjectives**: elegant, graceful, nimble, refined, polished, pristine, sleek
-**Animals**: swan, deer, cat, crane, jaguar, seal, panther
-
-Examples: `elegant swan`, `graceful deer`, `nimble cat`
+```
+v1.2.20260315 - Blooming Narwhal  (based on new features, growth theme)
+v1.3.20260316 - Velvet Manta      (based on smooth refactoring)
+v1.4.20260317 - Electric Firefly  (based on performance improvements)
+v1.5.20260403 - Crystal Jellyfish (based on documentation overhaul)
+```
 
-#### Documentation & Knowledge
-**Adjectives**: wise, thoughtful, scholarly, insightful, learned, enlightened, sage
-**Animals**: elephant, whale, owl, sloth, tortoise, raven, dolphin
+## PR Analysis for Release Naming
 
-Examples: `wise elephant`, `thoughtful whale`, `scholarly owl`
+### AI Analysis Process
 
-## PR Sentiment Analysis
+Instead of rigid keyword matching, the AI should:
 
-### Analysis Process
 1. **Gather Recent PRs**
    ```bash
-   gh pr list --state merged --base develop --limit 20 --json title,body,labels
+   gh pr list --state merged --base main --limit 20 --json title,body,labels
    ```
 
-2. **Categorize by Keywords**
-   ```python
-   performance_keywords = ["optimize", "performance", "speed", "cache", "faster"]
-   security_keywords = ["security", "auth", "encrypt", "vulnerability", "safe"]
-   feature_keywords = ["add", "implement", "new", "feature", "enhance"]
-   fix_keywords = ["fix", "bug", "error", "issue", "patch"]
-   refactor_keywords = ["refactor", "clean", "restructure", "improve", "organize"]
-   docs_keywords = ["docs", "documentation", "readme", "guide", "explain"]
-   ```
+2. **Understand the content** - Read PR titles and descriptions to understand what changed
 
-3. **Calculate Dominant Theme**
-   ```python
-   def analyze_pr_sentiment(prs):
-       scores = {
-           "performance": 0,
-           "security": 0, 
-           "features": 0,
-           "fixes": 0,
-           "refactoring": 0,
-           "documentation": 0
-       }
-       
-       for pr in prs:
-           text = f"{pr['title']} {pr['body']}".lower()
-           # Score based on keyword frequency and PR importance
-       
-       return max(scores, key=scores.get)
-   ```
+3. **Identify the story** - What's the narrative of this release? What stands out?
 
-4. **Select Theme Name**
-   ```python
-   def generate_release_name(dominant_theme):
-       themes = {
-           "performance": [("swift", "cheetah"), ("lightning", "falcon"), ("rapid", "hare")],
-           "security": [("vigilant", "owl"), ("guardian", "bear"), ("watchful", "hawk")],
-           "features": [("creative", "fox"), ("innovative", "dolphin"), ("clever", "raven")],
-           # ... etc
-       }
-       
-       return random.choice(themes[dominant_theme])
-   ```
+4. **Generate creative name** - Based on understanding, create a unique adjective-animal pair
+
+**Remember:**
+- Each release should have a unique name - don't repeat
+- The name should feel authentic and memorable
+- Let the PR content guide the naming, not the other way around
 
 ## Release Process Workflow
 
@@ -149,7 +117,7 @@ git log --oneline $(git describe --tags --abbrev=0)..HEAD
 
 # Create release branch
 current_date=$(date +%Y%m%d)
-git checkout -b release/v1.3.${current_date}r1
+git checkout -b release/v1.3.${current_date}
 ```
 
 ### Step 2: Analyze PRs and Generate Name
@@ -172,11 +140,11 @@ gh pr list --state merged --base develop --limit 20
 ### Step 3: Update Version and Changelog
 ```bash
 # Update pyproject.toml
-sed -i 's/version = ".*"/version = "1.3.20260302r1"/' pyproject.toml
+sed -i 's/version = ".*"/version = "1.3.20260302"/' pyproject.toml
 
 # Generate changelog entry
 cat >> CHANGELOG.md << EOF
-## [v1.3.20260302r1] - Swift Cheetah - 2026-03-02
+## [v1.3.20260302] - Swift Cheetah - 2026-03-02
 
 ### Performance Improvements
 - Optimize database query performance (#123)
@@ -192,24 +160,24 @@ EOF
 
 # Commit version bump
 git add pyproject.toml CHANGELOG.md
-git commit -m "chore(release): bump version to v1.3.20260302r1 - Swift Cheetah"
+git commit -m "chore(release): bump version to v1.3.20260302 - Swift Cheetah"
 ```
 
 ### Step 4: Create and Publish Release
 ```bash
 # Merge to main
 git checkout main
-git merge release/v1.3.20260302r1
+git merge release/v1.3.20260302
 
 # Create tag
-git tag v1.3.20260302r1
+git tag v1.3.20260302
 
 # Push to remote
 git push origin main --tags
 
 # Create GitHub release
-gh release create v1.3.20260302r1 \
-  --title "v1.3.20260302r1 - Swift Cheetah" \
+gh release create v1.3.20260302 \
+  --title "v1.3.20260302 - Swift Cheetah" \
   --notes-file CHANGELOG.md
 
 # Sync develop branch  
@@ -218,20 +186,20 @@ git merge main
 git push origin develop
 
 # Clean up release branch
-git branch -d release/v1.3.20260302r1
-git push origin --delete release/v1.3.20260302r1
+git branch -d release/v1.3.20260302
+git push origin --delete release/v1.3.20260302
 ```
 
 ### Step 5: Post-Release Tasks
 ```bash
 # Verify release
-gh release view v1.3.20260302r1
+gh release view v1.3.20260302
 
 # Check CI/CD pipeline
-gh workflow run deploy --ref v1.3.20260302r1
+gh workflow run deploy --ref v1.3.20260302
 
 # Update project documentation
-echo "Latest release: v1.3.20260302r1 - Swift Cheetah" > .release-info
+echo "Latest release: v1.3.20260302 - Swift Cheetah" > .release-info
 ```
 
 ## Hotfix Release Process
@@ -254,7 +222,7 @@ gh pr create --title "Critical Security Hotfix" \
 current_date=$(date +%Y%m%d)
 last_version=$(git describe --tags --abbrev=0)
 
-# Calculate next revision (v1.3.20260302r1 → v1.3.20260302r2)
+# Calculate next revision (v1.3.20260302 → v1.3.20260302r2)
 next_revision=$(echo $last_version | sed 's/r\([0-9]\+\)/r\1+1/')
 
 git tag $next_revision
@@ -307,7 +275,7 @@ echo "✅ Pre-release validation passed!"
 # Analysis: 3 feature PRs, 1 performance PR
 # Theme: FEATURES (dominant)
 # Name: "innovative dolphin"
-# Version: v1.4.20260315r1
+# Version: v1.4.20260315
 ```
 
 ### Security Release
@@ -316,7 +284,7 @@ echo "✅ Pre-release validation passed!"
 # Analysis: 4 security PRs, 1 docs PR  
 # Theme: SECURITY (dominant)
 # Name: "vigilant owl"
-# Version: v1.3.20260320r1
+# Version: v1.3.20260320
 ```
 
 ### Major Release
@@ -325,5 +293,5 @@ echo "✅ Pre-release validation passed!"
 # Analysis: Breaking changes detected
 # Theme: Based on supporting PRs
 # Name: "pioneering eagle" 
-# Version: v2.0.20260401r1
+# Version: v2.0.20260401
 ```
\ No newline at end of file
diff --git a/.opencode/skills/template-release/SKILL.md b/.opencode/skills/template-release/SKILL.md
index 11ce0cf..69b8943 100644
--- a/.opencode/skills/template-release/SKILL.md
+++ b/.opencode/skills/template-release/SKILL.md
@@ -153,19 +153,16 @@ echo "✅ Final validation passed"
 git log ${current_version}..HEAD --oneline
 ```
 
-2. **Analyze the commits using your AI** to determine the dominant theme/vibe:
+2. **Analyze the commits using your AI** to determine what this release is about:
    - Read each commit message and PR description
-   - Determine if they're about: performance, security, features, bug fixes, refactoring, or docs
-   - Pick a theme that matches the majority
-
-3. **Generate themed name** based on your analysis:
-   - **Performance**: swift cheetah, lightning falcon, rapid hare, blazing gazelle
-   - **Security**: vigilant owl, guardian bear, watchful hawk, steadfast turtle
-   - **Features**: creative fox, innovative dolphin, clever raven, curious raccoon
-   - **Bug Fixes**: persistent badger, diligent ant, careful turtle, steadfast ox
-   - **Refactoring**: elegant swan, graceful deer, nimble cat, balanced llama
-   - **Documentation**: wise elephant, thoughtful whale, scholarly owl, patient sloth
-   - **Mixed**: versatile chameleon, adaptive jackal, resourceful coyote
+   - Understand the story/narrative of the release
+
+3. **Generate a unique themed name** based on your analysis:
+   - Create an adjective-animal pair that reflects the content
+   - Avoid overused combinations (fox, owl, dolphin, cheetah)
+   - Make it creative and memorable
+
+**Good examples**: Blooming Narwhal, Crystal Jellyfish, Velvet Manta, Electric Firefly, Aurora Moth, Tidal Otter
 
 4. **Create the release:**
 ```bash
diff --git a/AGENTS.md b/AGENTS.md
index adde7cf..33b8b78 100644
--- a/AGENTS.md
+++ b/AGENTS.md
@@ -68,7 +68,7 @@ When developers use this template, they get:
 
 ### Repository Management
 - Hybrid versioning: `v1.2.20260302` (major.minor.calver)
-- Themed releases: "swift cheetah", "vigilant owl", "creative fox"
+- AI-generated themed releases (unique per release): "Blooming Narwhal", "Crystal Jellyfish", "Electric Firefly"
 - Automated PR workflows with conventional commits
 - GitHub CLI integration
 
@@ -119,7 +119,7 @@ cookiecutter gh:your-username/python-project-template --checkout v1.2.20260312
 - **v1.2.20260312**: Added meta template management system
 - **v1.3.20260313**: Added session-workflow skill
 - **v1.4.20260313**: Added AI-driven themed naming
-- **v1.5.20260403r1**: Replaced mkdocs with pdoc for API docs, added pytest-html-plus with BDD docstring display
+- **v1.5.20260403**: Replaced mkdocs with pdoc for API docs, added pytest-html-plus with BDD docstring display
 
 ## Generated Project Features
 
diff --git a/README.md b/README.md
index 35a8390..8a9b739 100644
--- a/README.md
+++ b/README.md
@@ -16,7 +16,7 @@ Modern cookiecutter template delivering enterprise-grade Python projects with **
 🏗️ **SOLID Architecture** - Object calisthenics, dependency inversion, and protocol-based design  
 ⚡ **Zero-Config Setup** - UV package manager, Ruff formatting, PyTest + Hypothesis testing  
 🎯 **Quality Enforced** - 100% coverage, static typing, property-based testing  
-🔄 **Smart Releases** - Calver versioning with themed releases (`v1.2.20260315 "Swift Cheetah"`)  
+🔄 **Smart Releases** - Calver versioning with AI-generated themed names  
 📋 **Complete Workflows** - 7-phase development cycle from prototype to production
 
 ## 🎯 Perfect For
@@ -89,7 +89,7 @@ task doc-serve # Live documentation server
 
 ### Smart Release Management
 
-- **Hybrid Versioning**: `v{major}.{minor}.{YYYYMMDD}r{revision}`
+- **Hybrid Versioning**: `v{major}.{minor}.{YYYYMMDD}` (same-day releases increment minor)
 - **Themed Releases**: AI-generated names based on PR sentiment
   - Performance: `"Swift Cheetah"` `"Lightning Falcon"`  
   - Security: `"Vigilant Owl"` `"Guardian Bear"`
diff --git a/{{cookiecutter.project_slug}}/.opencode/agents/repo-manager.md b/{{cookiecutter.project_slug}}/.opencode/agents/repo-manager.md
index 968ad25..70957e5 100644
--- a/{{cookiecutter.project_slug}}/.opencode/agents/repo-manager.md
+++ b/{{cookiecutter.project_slug}}/.opencode/agents/repo-manager.md
@@ -46,19 +46,22 @@ Use hybrid versioning: `v{major}.{minor}.{YYYYMMDD}`
 Generate themed names using: `{adjective} {animal}`
 
 **Name Selection Strategy:**
-1. Get merged PRs: `gh pr list --state merged --base develop --limit 20`
+1. Get merged PRs: `gh pr list --state merged --base main --limit 20`
 2. **Use your AI to analyze** the PR titles and descriptions
-3. Determine overall "vibe" (performance, security, features, fixes, etc.) based on the actual content
-4. Select appropriate adjective + animal combination
-
-4. Select appropriate adjective + animal combination:
-   - **Performance**: swift cheetah, lightning falcon, rapid hare
-   - **Security**: vigilant owl, guardian bear, watchful hawk
-   - **Features**: creative fox, innovative dolphin, clever raven
-   - **Bug Fixes**: persistent badger, diligent ant, careful turtle
-   - **Refactoring**: elegant swan, graceful deer, nimble cat
-   - **Documentation**: wise elephant, thoughtful whale, patient sloth
-   - **Mixed**: versatile chameleon, adaptive jackal, resourceful coyote
+3. Determine what this release is really about
+4. Generate a unique adjective-animal name that:
+   - Reflects the PR content
+   - Hasn't been used before
+   - Is creative and memorable
+
+**Avoid** overused combinations like "swift cheetah", "creative fox", "vigilant owl", "innovative dolphin".
+
+**Try** unique combinations like:
+- Exotic: narwhal, axolotl, capybara, quokka, pangolin
+- Aquatic: jellyfish, seahorse, manta, cuttlefish, otter
+- Birds: kingfisher, heron, ibis, stork
+- Insects: firefly, butterfly, dragonfly
+- Mythical: phoenix, griffin, pegasus, siren
 
 ## Git Operations
 
@@ -149,7 +152,7 @@ gh pr list --state merged --base develop --limit 10
 # Recent PRs: "Optimize database queries", "Improve API performance", "Cache implementation"
 # Theme detected: Performance improvements
 # Generated name: "swift falcon"
-# Version: v1.2.20260302r1
+# Version: v1.2.20260302
 ```
 
 ### Emergency Hotfix
diff --git a/{{cookiecutter.project_slug}}/.opencode/skills/git-release/SKILL.md b/{{cookiecutter.project_slug}}/.opencode/skills/git-release/SKILL.md
index 2974707..d73bf57 100644
--- a/{{cookiecutter.project_slug}}/.opencode/skills/git-release/SKILL.md
+++ b/{{cookiecutter.project_slug}}/.opencode/skills/git-release/SKILL.md
@@ -45,95 +45,65 @@ v1.2.20260302 → v1.3.20260302
 
 ## Release Naming Strategy
 
-### Adjective-Animal Themes
-Generate release names by analyzing PR sentiment and selecting appropriate themes.
+### AI-Generated Themed Naming
 
-### Theme Categories
+The release name is generated by the AI based on analyzing the merged PRs and their content. The AI should:
 
-#### Performance & Speed
-**Adjectives**: swift, rapid, lightning, blazing, turbo, speedy, agile
-**Animals**: cheetah, falcon, hare, gazelle, hawk, dolphin, hummingbird
+1. **Analyze PR content** - Read titles, descriptions, and code changes
+2. **Identify dominant theme** - What is this release really about?
+3. **Generate unique name** - Create an adjective-animal pair that:
+   - Reflects the PR content accurately
+   - Has not been used before in this project
+   - Is memorable and appropriate
 
-Examples: `swift cheetah`, `lightning falcon`, `rapid gazelle`
+### Guidelines for AI
 
-#### Security & Protection  
-**Adjectives**: vigilant, guardian, watchful, secure, protective, stalwart, fortress
-**Animals**: owl, bear, hawk, wolf, eagle, rhinoceros, mastiff
+**Good adjectives** (avoid generic ones):
+- Emotional/sensory: `electric`, `radiant`, `fiery`, `velvet`, `crystalline`
+- Movement: `surging`, `drifting`, `soaring`, `diving`, `spiral`
+- Nature: `blooming`, `misty`, `aurora`, `tidal`, `verdant`
+- Abstract: `boundless`, `infinite`, `hidden`, `silent`, `luminous`
 
-Examples: `vigilant owl`, `guardian bear`, `watchful hawk`
+**Good animals** (avoid overused ones like fox, owl, dolphin, cheetah):
+- Exotic: `narwhal`, `axolotl`, `capybara`, `quokka`, `pangolin`
+- Aquatic: `jellyfish`, `seahorse`, `manta`, `cuttlefish`, `otter`
+- Birds: `kingfisher`, `heron`, `ibis`, `stork`, `bird-of-paradise`
+- Insects: `firefly`, `butterfly`, `dragonfly`, `beetle`, `mantid`
+- Mythical-inspired: `phoenix`, `griffin`, `pegasus`, `siren`, `chimera`
 
-#### Innovation & Features
-**Adjectives**: creative, innovative, clever, brilliant, inventive, pioneering, ingenious
-**Animals**: fox, dolphin, raven, octopus, monkey, parrot, crow
+**Avoid repetition** - Check previous releases and choose something new.
 
-Examples: `creative fox`, `innovative dolphin`, `clever raven`
+### Examples
 
-#### Stability & Fixes
-**Adjectives**: persistent, diligent, careful, steadfast, reliable, thorough, patient
-**Animals**: badger, ant, turtle, ox, elephant, beaver, bull
-
-Examples: `persistent badger`, `diligent ant`, `careful turtle`
-
-#### Refactoring & Cleanup
-**Adjectives**: elegant, graceful, nimble, refined, polished, pristine, sleek
-**Animals**: swan, deer, cat, crane, jaguar, seal, panther
-
-Examples: `elegant swan`, `graceful deer`, `nimble cat`
+Instead of pre-defined categories, the AI decides:
+```
+v1.2.20260315 - Blooming Narwhal  (based on new features, growth theme)
+v1.3.20260316 - Velvet Manta      (based on smooth refactoring)
+v1.4.20260317 - Electric Firefly  (based on performance improvements)
+v1.5.20260403 - Crystal Jellyfish (based on documentation overhaul)
+```
 
-#### Documentation & Knowledge
-**Adjectives**: wise, thoughtful, scholarly, insightful, learned, enlightened, sage
-**Animals**: elephant, whale, owl, sloth, tortoise, raven, dolphin
+## PR Analysis for Release Naming
 
-Examples: `wise elephant`, `thoughtful whale`, `scholarly owl`
+### AI Analysis Process
 
-## PR Sentiment Analysis
+Instead of rigid keyword matching, the AI should:
 
-### Analysis Process
 1. **Gather Recent PRs**
    ```bash
-   gh pr list --state merged --base develop --limit 20 --json title,body,labels
+   gh pr list --state merged --base main --limit 20 --json title,body,labels
    ```
 
-2. **Categorize by Keywords**
-   ```python
-   performance_keywords = ["optimize", "performance", "speed", "cache", "faster"]
-   security_keywords = ["security", "auth", "encrypt", "vulnerability", "safe"]
-   feature_keywords = ["add", "implement", "new", "feature", "enhance"]
-   fix_keywords = ["fix", "bug", "error", "issue", "patch"]
-   refactor_keywords = ["refactor", "clean", "restructure", "improve", "organize"]
-   docs_keywords = ["docs", "documentation", "readme", "guide", "explain"]
-   ```
+2. **Understand the content** - Read PR titles and descriptions to understand what changed
 
-3. **Calculate Dominant Theme**
-   ```python
-   def analyze_pr_sentiment(prs):
-       scores = {
-           "performance": 0,
-           "security": 0, 
-           "features": 0,
-           "fixes": 0,
-           "refactoring": 0,
-           "documentation": 0
-       }
-       
-       for pr in prs:
-           text = f"{pr['title']} {pr['body']}".lower()
-           # Score based on keyword frequency and PR importance
-       
-       return max(scores, key=scores.get)
-   ```
+3. **Identify the story** - What's the narrative of this release? What stands out?
 
- 4. **Select Theme Name**
-   **IMPORTANT**: Use your AI to analyze the actual commit/PR content and generate an appropriate themed name. Do NOT use random selection.
+4. **Generate creative name** - Based on understanding, create a unique adjective-animal pair
 
-   Read the commit messages and PR descriptions from the previous step. Use your AI understanding to determine the dominant theme:
-   - **Performance**: swift cheetah, lightning falcon, rapid hare, blazing gazelle
-   - **Security**: vigilant owl, guardian bear, watchful hawk, steadfast turtle
-   - **Features**: creative fox, innovative dolphin, clever raven, curious raccoon
-   - **Bug Fixes**: persistent badger, diligent ant, careful turtle, steadfast ox
-   - **Refactoring**: elegant swan, graceful deer, nimble cat, balanced llama
-   - **Documentation**: wise elephant, thoughtful whale, scholarly owl, patient sloth
-   - **Mixed/Multiple**: versatile chameleon, adaptive jackal, resourceful coyote
+**Remember:**
+- Each release should have a unique name - don't repeat
+- The name should feel authentic and memorable
+- Let the PR content guide the naming, not the other way around
 
 ## Release Process Workflow
 
@@ -148,7 +118,7 @@ git log --oneline $(git describe --tags --abbrev=0)..HEAD
 
 # Create release branch
 current_date=$(date +%Y%m%d)
-git checkout -b release/v1.3.${current_date}r1
+git checkout -b release/v1.3.${current_date}
 ```
 
 ### Step 2: Analyze PRs and Generate Name
@@ -177,11 +147,11 @@ gh pr list --state merged --base develop --limit 20
 ### Step 3: Update Version and Changelog
 ```bash
 # Update pyproject.toml
-sed -i 's/version = ".*"/version = "1.3.20260302r1"/' pyproject.toml
+sed -i 's/version = ".*"/version = "1.3.20260302"/' pyproject.toml
 
 # Generate changelog entry
 cat >> CHANGELOG.md << EOF
-## [v1.3.20260302r1] - Swift Cheetah - 2026-03-02
+## [v1.3.20260302] - Swift Cheetah - 2026-03-02
 
 ### Performance Improvements
 - Optimize database query performance (#123)
@@ -197,24 +167,24 @@ EOF
 
 # Commit version bump
 git add pyproject.toml CHANGELOG.md
-git commit -m "chore(release): bump version to v1.3.20260302r1 - Swift Cheetah"
+git commit -m "chore(release): bump version to v1.3.20260302 - Swift Cheetah"
 ```
 
 ### Step 4: Create and Publish Release
 ```bash
 # Merge to main
 git checkout main
-git merge release/v1.3.20260302r1
+git merge release/v1.3.20260302
 
 # Create tag
-git tag v1.3.20260302r1
+git tag v1.3.20260302
 
 # Push to remote
 git push origin main --tags
 
 # Create GitHub release
-gh release create v1.3.20260302r1 \
-  --title "v1.3.20260302r1 - Swift Cheetah" \
+gh release create v1.3.20260302 \
+  --title "v1.3.20260302 - Swift Cheetah" \
   --notes-file CHANGELOG.md
 
 # Sync develop branch  
@@ -223,20 +193,20 @@ git merge main
 git push origin develop
 
 # Clean up release branch
-git branch -d release/v1.3.20260302r1
-git push origin --delete release/v1.3.20260302r1
+git branch -d release/v1.3.20260302
+git push origin --delete release/v1.3.20260302
 ```
 
 ### Step 5: Post-Release Tasks
 ```bash
 # Verify release
-gh release view v1.3.20260302r1
+gh release view v1.3.20260302
 
 # Check CI/CD pipeline
-gh workflow run deploy --ref v1.3.20260302r1
+gh workflow run deploy --ref v1.3.20260302
 
 # Update project documentation
-echo "Latest release: v1.3.20260302r1 - Swift Cheetah" > .release-info
+echo "Latest release: v1.3.20260302 - Swift Cheetah" > .release-info
 ```
 
 ## Hotfix Release Process
@@ -255,18 +225,21 @@ git commit -m "fix(security): patch authentication vulnerability"
 gh pr create --title "Critical Security Hotfix" \
   --body "Emergency patch for authentication vulnerability"
 
-# After merge, create revision release
+# After merge, create minor release for same day
 current_date=$(date +%Y%m%d)
 last_version=$(git describe --tags --abbrev=0)
 
-# Calculate next revision (v1.3.20260302r1 → v1.3.20260302r2)
-next_revision=$(echo $last_version | sed 's/r\([0-9]\+\)/r\1+1/')
+# Calculate next minor version (v1.3.20260302 → v1.4.20260302 if same day)
+minor=$(echo $last_version | cut -d. -f2)
+date_str=$(echo $last_version | cut -d. -f3)
+new_minor=$((minor + 1))
+next_version="v${new_minor}.${date_str}"
 
-git tag $next_revision
+git tag $next_version
 git push origin main --tags
 
-gh release create $next_revision \
-  --title "$next_revision - Guardian Bear (Hotfix)" \
+gh release create $next_version \
+  --title "$next_version - Guardian Bear (Hotfix)" \
   --notes "Emergency security patch"
 ```
 
@@ -290,7 +263,7 @@ task static-check || { echo "❌ Type checking failed"; exit 1; }
 
 # Validate version format
 version=$(grep 'version =' pyproject.toml | cut -d'"' -f2)
-if ! [[ $version =~ ^[0-9]+\.[0-9]+\.[0-9]{8}r[0-9]+$ ]]; then
+if ! [[ $version =~ ^[0-9]+\.[0-9]+\.[0-9]{8}$ ]]; then
     echo "❌ Invalid version format: $version"
     exit 1
 fi
@@ -312,7 +285,7 @@ echo "✅ Pre-release validation passed!"
 # Analysis: 3 feature PRs, 1 performance PR
 # Theme: FEATURES (dominant)
 # Name: "innovative dolphin"
-# Version: v1.4.20260315r1
+# Version: v1.4.20260315
 ```
 
 ### Security Release
@@ -321,7 +294,7 @@ echo "✅ Pre-release validation passed!"
 # Analysis: 4 security PRs, 1 docs PR  
 # Theme: SECURITY (dominant)
 # Name: "vigilant owl"
-# Version: v1.3.20260320r1
+# Version: v1.3.20260320
 ```
 
 ### Major Release
@@ -330,5 +303,5 @@ echo "✅ Pre-release validation passed!"
 # Analysis: Breaking changes detected
 # Theme: Based on supporting PRs
 # Name: "pioneering eagle" 
-# Version: v2.0.20260401r1
+# Version: v2.0.20260401
 ```
\ No newline at end of file
diff --git a/{{cookiecutter.project_slug}}/AGENTS.md b/{{cookiecutter.project_slug}}/AGENTS.md
index 9c15332..a83aaf2 100644
--- a/{{cookiecutter.project_slug}}/AGENTS.md
+++ b/{{cookiecutter.project_slug}}/AGENTS.md
@@ -166,13 +166,12 @@ This project uses a hybrid versioning system: `v{major}.{minor}.{YYYYMMDD}`
 - `v1.4.20260313` - Version 1.4, second release same day (increment minor)
 
 ### Release Naming
-Releases use adjective-animal themes based on PR sentiment analysis:
-- **Performance**: `swift cheetah`, `lightning falcon`, `rapid gazelle`
-- **Security**: `vigilant owl`, `guardian bear`, `watchful hawk` 
-- **Features**: `creative fox`, `innovative dolphin`, `clever raven`
-- **Bug Fixes**: `persistent badger`, `diligent ant`, `careful turtle`
-- **Refactoring**: `elegant swan`, `graceful deer`, `nimble cat`
-- **Documentation**: `wise elephant`, `thoughtful whale`, `scholarly owl`
+Releases use AI-generated adjective-animal names. Each release gets a unique name based on PR content. Examples:
+- `v1.5.20260403 - Crystal Jellyfish` (documentation overhaul)
+- `v1.6.20260404 - Velvet Manta` (refactoring)
+- `v1.7.20260405 - Electric Firefly` (performance)
+
+The AI analyzes PR content and generates creative, unique names.
 
 ### Creating Releases
 Use the repo-manager agent: