tenseleyflow/parrot / 76c3e6d

-source ~/.bashrc              # Restart shell

-	

-	if filepath.Base(shell) == "zsh" {

-		"/usr/share/parrot/parrot-hook.sh",     // RPM installation

-		"/usr/local/share/parrot/parrot-hook.sh", // Manual installation

-		"./parrot-hook.sh",                     // Development

-	// Add source line and environment setup to RC file

-	sourceLine := fmt.Sprintf("source \"%s\"", hookPath)

-	

-	fmt.Printf("📝 Adding hook: %s\n", sourceLine)

-	

-	// Check if already installed

-	if isAlreadyInstalled(rcFile, sourceLine) {

-		fmt.Println("✅ Parrot hooks already installed!")

-		return

-	}

-	

-	// Append to RC file

-	file, err := os.OpenFile(rcFile, os.O_APPEND|os.O_CREATE|os.O_WRONLY, 0644)

-	if err != nil {

-		fmt.Printf("❌ Error opening %s: %v\n", rcFile, err)

-		return

-	}

-	defer file.Close()

-	

-	installContent := fmt.Sprintf(`

-	

-	_, err = file.WriteString(installContent)

-	if err != nil {

-		fmt.Printf("❌ Error writing to %s: %v\n", rcFile, err)

-		return

-	

-	fmt.Println("✅ Parrot hooks installed successfully!")

-	fmt.Println("🔄 Run 'source ~/.bashrc' (or ~/.zshrc) to activate, or start a new shell session.")

-	fmt.Println("   2. Restart your shell or run: source ~/.bashrc")

-		

-		fmt.Println("2. 🔄 Restart your shell or run: source ~/.bashrc")

-# 1000+ INSULT EXPANSION PLAN

-

-## Current Database Analysis:

-

-### Small Categories (need expansion):

-- ssh: 25 → 75 (add 50)

-- rust: 25 → 75 (add 50)

-- go: 30 → 80 (add 50)

-- ruby: 29 → 79 (add 50)

-- php: 30 → 80 (add 50)

-- c: 28 → 78 (add 50)

-- java: 35 → 85 (add 50)

-- python: 50 → 100 (add 50)

-- git: 85 → 135 (add 50)

-- docker: 60 → 110 (add 50)

-

-**Subtotal: 500 new insults**

-

----

-

-## New Categories (20 new):

-

-### Major Categories (50 each):

-1. **kubernetes** (50): k8s, pods, deployments, helm, istio

-2. **mobile** (50): iOS, Android, React Native, Flutter

-3. **web** (50): HTML, CSS, JavaScript, responsive design

-4. **shell_scripting** (50): bash, zsh, scripts, automation

-5. **algorithms** (50): Big-O, data structures, optimization

-6. **architecture** (50): design patterns, microservices, monoliths

-

-**Subtotal: 300 new insults**

-

-### Medium Categories (30 each):

-7. **refactoring** (30): code cleanup gone wrong

-8. **documentation** (30): README, comments, wikis

-9. **code_review** (30): PR comments, review culture

-10. **meetings** (30): standups, planning, retros

-11. **estimates** (30): sprint planning, deadlines

-12. **legacy_code** (30): old code, technical debt

-13. **junior_dev** (30): junior mistakes

-14. **senior_dev** (30): senior arrogance

-15. **manager** (30): technical management

-16. **startup** (30): startup culture

-17. **enterprise** (30): corporate bureaucracy

-18. **remote_work** (30): WFH failures

-19. **time_management** (30): procrastination

-20. **learning** (30): tutorials, bootcamps

-

-**Subtotal: 420 new insults**

-

----

-

-## GRAND TOTAL: 1,220 NEW INSULTS

-

-### Total Database After Expansion:

-- Current: ~2,570 insults

-- Adding: 1,220 insults

-- **NEW TOTAL: ~3,790 INSULTS**

-

----

-

-## Intelligence Improvements Identified:

-

-1. **Command chaining detection**: Detect pipes and command chains for meta-commentary

-2. **Sudo abuse detection**: Track unnecessary sudo usage

-3. **Copy-paste detection**: Detect Stack Overflow patterns

-4. **Comment density**: Detect lack of comments in commits

-5. **File size awareness**: Mock huge files or tiny fixes

-6. **Commit message quality**: Analyze commit messages like "fix", "update", "asdf"

-

-These can be implemented in a future tier (Tier 5?) but for now: INSULTS!

-

----

-

-## Insult Quality Guidelines:

-

-✅ Brutal and savage

-✅ Tech-specific references

-✅ Varied sentence structure

-✅ Mix of short punches and long burns

-✅ References to real tools/concepts

-✅ Career-ending implications

-✅ Team impact mentions

-✅ Self-aware meta-commentary

-

----

-

-*"We're not just roasting code. We're roasting careers."*

-# Intelligent Fallback Generator - Design Ideas

-

-## Phase 2: Making Fallbacks Smarter

-

-This document outlines ideas for enhancing the fallback system to be more context-aware and intelligent, moving beyond simple pre-generated insults to command-specific mockery.

-

----

-

-## Current State (Phase 1)

-

-✅ **Completed:**

-- Expanded fallback database with 600+ brutal insults

-- Categorized by command type (git, nodejs, docker, python, rust, etc.)

-- Pseudo-random selection for variety

-- Better command type detection

-

-**Limitations:**

-- No awareness of actual command content

-- Can't parse error patterns

-- Doesn't understand command arguments

-- Same insult for different failures of same command type

-

----

-

-## Phase 2 Goals: Context-Aware Fallbacks

-

-### 1. **Command Pattern Analysis**

-

-Parse the actual command to understand what the user was trying to do.

-

-#### Git Examples:

-```go

-// Detect specific git operations

-"git push" → "Remote rejected you (literally and figuratively)"

-"git pull" → "Merge conflicts incoming! Your code vs. reality"

-"git commit" → "Even git doesn't want to commit to your code"

-"git rebase" → "Rewriting history won't fix your present"

-"git merge" → "Can't merge competence into incompetence"

-"git clone" → "Cloning failures: Your specialty"

-"git checkout" → "Checking out from reality again?"

-"git branch" → "Creating branches in your career path to nowhere"

-"git reset --hard" → "Wish you could reset your career this easily"

-"git stash" → "Stashing problems for later. Classic you."

-```

-

-#### Docker Examples:

-```bash

-"docker build" → "Build failed: Can't dockerize disaster"

-"docker run" → "Container refuses to run from you"

-"docker-compose up" → "Composing a symphony of failure"

-"docker push" → "Registry rejected your image (and your code)"

-"docker exec" → "Can't exec into competence"

-```

-

-### 2. **Exit Code Intelligence**

-

-Different insults based on common exit codes:

-

-```go

-exitCodeInsults := map[int][]string{

-    1:   {"Generic failure. Generic developer."},

-    2:   {"Misuse of shell command. Misuse of developer title."},

-    126: {"Command not executable. Neither are your plans."},

-    127: {"Command not found. Neither is your competence."},

-    128: {"Invalid exit argument. Invalid career argument."},

-    130: {"Ctrl+C? Can't escape your mistakes that easily."},

-    137: {"SIGKILL: Someone had to stop you."},

-    139: {"Segfault: Your logic segfaulted first."},

-    255: {"Exit code overflow: Like your error overflow."},

-}

-```

-

-### 3. **Error Pattern Recognition**

-

-Parse common error patterns from stderr to provide specific mockery:

-

-#### Permission Errors:

-```

-"permission denied" → "Even sudo can't give you competence"

-"access forbidden" → "Denied access to success"

-"insufficient privileges" → "Insufficient everything"

-```

-

-#### Network Errors:

-```

-"connection refused" → "Server ghosted you"

-"timeout" → "Timed out waiting for your skill to load"

-"host unreachable" → "Your goals are unreachable too"

-"certificate error" → "Your certifications are invalid too"

-```

-

-#### File/Path Errors:

-```

-"no such file" → "No such competence either"

-"directory not empty" → "Of failures"

-"file exists" → "Your file of mistakes exists"

-"disk full" → "Full of your mistakes"

-```

-

-### 4. **Command Argument Awareness**

-

-Understand what arguments mean for better context:

-

-```go

-// Git branch operations

-"git push -f" → "Force push? Forcing failure down everyone's throat"

-"git commit -m" → "Commit message won't save you from commit mistakes"

-"git reset --hard HEAD~1" → "Undo won't undo your career choices"

-

-// Docker operations

-"docker run -d" → "Detached mode: Like your detachment from reality"

-"docker build --no-cache" → "No cache can save you"

-"docker-compose down" → "Down like your employment prospects"

-

-// Package managers

-"npm install --production" → "Production? You're not ready for development"

-"pip install --upgrade" → "Can't upgrade incompetence"

-```

-

-### 5. **Command History Analysis**

-

-Track repeated failures for escalating mockery:

-

-```go

-type FailureTracker struct {

-    commandCounts map[string]int

-    recentFailures []string

-}

-

-// First failure

-"npm install" → "NPM install failed. Try again?"

-

-// Third failure (same command)

-"npm install" → "Third time's the charm? Not for you apparently."

-

-// Tenth failure

-"npm install" → "Einstein defined insanity as... oh wait, you're beyond that."

-```

-

-### 6. **Time-of-Day Awareness**

-

-Contextual mockery based on when failures happen:

-

-```go

-func getTimeBasedInsult() string {

-    hour := time.Now().Hour()

-

-    switch {

-    case hour >= 0 && hour < 6:

-        return "Failing at 3 AM? Sleep won't fix your code."

-    case hour >= 9 && hour < 17:

-        return "Failing during work hours? At least you're consistent."

-    case hour >= 17 && hour < 23:

-        return "Still here? Commitment to failure is impressive."

-    case hour == 23:

-        return "11 PM failure? Tomorrow won't be better."

-    }

-}

-```

-

-### 7. **Contextual Command Chaining**

-

-Detect related command sequences:

-

-```bash

-# User runs:

-$ npm install

-# fails

-$ rm -rf node_modules

-$ npm install

-# fails again

-

-Parrot: "Deleting node_modules won't delete your incompetence."

-```

-

-### 8. **Project Context Detection**

-

-Read project files for better context:

-

-```go

-// If package.json exists

-"npm install" → "634 dependencies. 635 problems."

-

-// If Dockerfile exists

-"docker build" → "FROM disaster AS production"

-

-// If .git exists with many branches

-"git push" → "42 branches. 0 working."

-

-// If requirements.txt has many packages

-"pip install" → "Your dependency list is longer than your employment history."

-```

-

-### 9. **Smart Template System**

-

-Template-based generation with variable substitution:

-

-```go

-templates := []string{

-    "{{command}} failed? {{reason}} not found.",

-    "Error in {{command}}: {{error_type}} detected at {{location}}.",

-    "{{command}} rejected by {{service}}: {{witty_reason}}.",

-}

-

-variables := map[string][]string{

-    "reason": {"Competence", "Logic", "Skill", "Talent", "Ability"},

-    "error_type": {"Stupidity", "Incompetence", "Chaos", "Disaster"},

-    "location": {"keyboard-chair interface", "brain", "neural network"},

-    "service": {"reality", "common sense", "basic standards"},

-    "witty_reason": {"standards exist", "quality matters", "not today"},

-}

-```

-

-### 10. **Machine Learning Approach** (Future)

-

-Build a small ML model trained on:

-- Common error messages

-- Command patterns

-- Successful insult patterns

-- User response (if they re-run quickly, insult was good!)

-

-Could use a tiny transformer model or Markov chain for:

-- Context-aware insult generation

-- Pattern recognition in error messages

-- Learning what insults work best for which failures

-

----

-

-## Implementation Priorities

-

-### **High Priority** (Phase 2.1)

-1. ✅ Command argument parsing

-2. ✅ Exit code specific insults

-3. ✅ Basic error pattern recognition

-4. ✅ Enhanced command type detection

-

-### **Medium Priority** (Phase 2.2)

-5. Command history tracking

-6. Time-of-day context

-7. Project context detection

-8. Template-based generation

-

-### **Low Priority** (Phase 2.3)

-9. Command chaining detection

-10. ML-based generation

-

----

-

-## Technical Architecture

-

-```

-┌─────────────────────────────────────────────────────────┐

-│                  Smart Fallback System                   │

-└─────────────────────────────────────────────────────────┘

-                            ↓

-┌─────────────────────────────────────────────────────────┐

-│              Context Analysis Layer                      │

-│  ┌──────────────┐  ┌──────────────┐  ┌──────────────┐  │

-│  │  Command     │  │  Error       │  │  Environment │  │

-│  │  Parser      │  │  Pattern     │  │  Detector    │  │

-│  └──────────────┘  └──────────────┘  └──────────────┘  │

-└─────────────────────────────────────────────────────────┘

-                            ↓

-┌─────────────────────────────────────────────────────────┐

-│           Insult Generation Strategy                     │

-│  ┌──────────────┐  ┌──────────────┐  ┌──────────────┐  │

-│  │  Pattern     │  │  Template    │  │  Database    │  │

-│  │  Match       │  │  Fill        │  │  Lookup      │  │

-│  └──────────────┘  └──────────────┘  └──────────────┘  │

-└─────────────────────────────────────────────────────────┘

-                            ↓

-┌─────────────────────────────────────────────────────────┐

-│              Response Ranking & Selection                │

-└─────────────────────────────────────────────────────────┘

-```

-

----

-

-## Example: Intelligent Fallback Flow

-

-```

-User runs: git push origin main

-Exit code: 1

-Stderr: "rejected (fetch first)"

-

-Step 1: Parse command

-- Command: "git"

-- Subcommand: "push"

-- Args: ["origin", "main"]

-- Type: "git-push"

-

-Step 2: Analyze error

-- Pattern: "rejected"

-- Reason: "fetch first"

-- Category: "out-of-sync"

-

-Step 3: Generate context-aware insult

-Options:

-a) "Git rejected your push. Did you forget to pull? Amateur."

-b) "Remote is ahead. So is everyone else in your field."

-c) "Fetch first? You should've fetched competence first."

-

-Step 4: Select based on:

-- Recent history (if repeated: escalate)

-- Time of day (if late: add time mockery)

-- Personality setting (savage mode: option C)

-

-Final output: "Fetch first? You should've fetched competence first."

-```

-

----

-

-## Data Structures

-

-```go

-type ContextualFallback struct {

-    // Command context

-    Command     string

-    Subcommand  string

-    Arguments   []string

-    ExitCode    int

-

-    // Error context

-    StderrSnippet string

-    ErrorPattern  string

-    ErrorCategory string

-

-    // Environment context

-    ProjectType   string  // "nodejs", "python", "rust", etc.

-    TimeOfDay     int

-    IsWeekend     bool

-

-    // History context

-    FailureCount  int

-    LastFailure   time.Time

-    SameCommand   bool

-}

-

-type InsultGenerator interface {

-    Generate(ctx ContextualFallback) string

-    Rank(insults []string, ctx ContextualFallback) []string

-}

-```

-

----

-

-## Testing Strategy

-

-Create test cases for intelligent fallbacks:

-

-```go

-func TestIntelligentFallback(t *testing.T) {

-    tests := []struct{

-        command  string

-        exitCode int

-        stderr   string

-        expected string  // should contain

-    }{

-        {

-            command:  "git push origin main",

-            exitCode: 1,

-            stderr:   "rejected",

-            expected: "rejected", // insult should mention rejection

-        },

-        {

-            command:  "docker build .",

-            exitCode: 1,

-            stderr:   "no such file",

-            expected: "file", // should mention file issue

-        },

-    }

-}

-```

-

----

-

-## Future Enhancements

-

-1. **User Preferences**: Allow users to configure insult intensity

-2. **Learning Mode**: Adapt to user's most common failures

-3. **Streaks**: Track failure/success streaks

-4. **Achievements**: "100 git push failures in a row!"

-5. **Statistics**: `parrot stats` showing failure patterns

-6. **Insult API**: External service for fresh insults

-7. **Community Insults**: User-submitted insult database

-8. **Language Support**: Multilingual mockery

-

----

-

-## Performance Considerations

-

-- Context analysis should be < 10ms

-- Database lookup: O(1) hash-based

-- Template generation: Pre-compiled templates

-- Error pattern matching: Regex compilation cached

-- History tracking: Ring buffer (last 100 failures)

-

----

-

-## Backwards Compatibility

-

-- Keep expanded database as fallback-of-fallbacks

-- Smart fallback is opt-in via config flag

-- Graceful degradation if parsing fails

-- All new features behind feature flags

-

-```toml

-[features]

-smart_fallback = true

-context_aware_insults = true

-command_history_tracking = true

-project_detection = true

-```

-

----

-

-## Metrics to Track

-

-- Fallback usage rate

-- Context detection success rate

-- Most common failure patterns

-- Average insult length

-- User engagement (re-run speed)

-

----

-

-## Conclusion

-

-Phase 2 will transform fallbacks from simple pre-generated insults into an intelligent, context-aware mockery system that understands what users are trying to do and why they're failing, delivering brutally specific feedback that's both entertaining and (accidentally) educational.

-

-The foundation is in place with 600+ insults. Now we build intelligence on top.

-# Next-Level Intelligence: Advanced Fallback Features

-

-## What's On The Table 🎯

-

-Here are the intelligence upgrades we can implement RIGHT NOW:

-

----

-

-## ✅ TIER 1: Quick Wins (Implement Now)

-

-### 1. **Environment Variable Detection**

-Detect environment and mock accordingly:

-

-```bash

-CI=true → "Breaking CI? Breaking everyone's day."

-PROD=true → "Testing in production? Bold strategy."

-DEBUG=true → "Debug mode can't debug your brain."

-NODE_ENV=development → "Development environment for underdeveloped skills."

-HOME=/root → "Running as root? Root of all problems."

-```

-

-**Implementation:** ~30 lines, instant value

-

----

-

-### 2. **Working Directory Awareness**

-Mock based on where the failure happened:

-

-```bash

-/tmp → "Even temporary directories don't want your code long-term."

-/home/user/Downloads → "Coding in Downloads? Your career is downloading too."

-/var/log → "Belongs in logs: Your code, your career."

-/opt → "Optional directory for optional competence."

-/ → "Root directory disaster: You affect everything."

-```

-

-**Implementation:** ~40 lines, path pattern matching

-

----

-

-### 3. **Time-of-Day Intelligence**

-Different insults for different hours:

-

-```bash

-00:00-06:00 → "3 AM debugging? Tomorrow won't fix today's code."

-06:00-09:00 → "Morning failures set the tone for the day."

-09:00-17:00 → "Failing during work hours? Consistently inconsistent."

-17:00-23:00 → "Evening failure: Overtime making more bugs."

-Friday PM → "Friday deploy failed? Weekend ruined."

-```

-

-**Implementation:** ~50 lines, time-based selection

-

----

-

-### 4. **Repeated Failure Detection**

-Track failures in memory (per shell session):

-

-```bash

-1st fail: "Git push failed. Try again?"

-3rd fail: "Third time's NOT the charm for you."

-5th fail: "5 failures. Definition of insanity?"

-10th fail: "TEN FAILURES. Stop. Just stop."

-```

-

-**Implementation:** ~60 lines, in-memory counter

-

----

-

-### 5. **File Extension Detection**

-Parse command for file extensions:

-

-```bash

-".rs" file → "Rust file failed: Your code can't rust, it's already corroded."

-".go" file → "Go file failed: Stop. Don't go. Just don't."

-".java" file → "Java failed: Your code needs more than coffee."

-".cpp" file → "C++ segfault: C you later, career."

-".sh" file → "Shell script failed: Script kiddie confirmed."

-```

-

-**Implementation:** ~50 lines, regex pattern matching

-

----

-

-### 6. **Command Length Intelligence**

-Mock based on command complexity:

-

-```bash

-len < 10 chars → "Short command, short career."

-len > 100 chars → "Command longer than your competence."

-Pipe chains (|) → "Piping disasters together."

-Multiple && → "Chaining failures sequentially."

-```

-

-**Implementation:** ~30 lines, length and character checks

-

----

-

-### 7. **Numeric Argument Detection**

-Recognize numbers in commands:

-

-```bash

-port :8080 → "Port 8080: Gateway to failure."

-port :3000 → "Port 3000: Three thousand problems."

-port :22 → "SSH on 22: 22 ways to fail."

-chmod 777 → "777 permissions: Maximum chaos enabled."

-chmod 000 → "000 permissions: Like your access to competence."

-kill -9 → "Kill -9: Killing everything, including hopes."

-```

-

-**Implementation:** ~70 lines, number pattern matching

-

----

-

-## ⭐ TIER 2: Medium Complexity (Implement if time)

-

-### 8. **Git Branch Awareness**

-If in git repo, detect branch:

-

-```bash

-main/master → "Breaking main? Breaking everyone."

-develop → "Develop your skills first."

-feature/* → "Feature branch: Featured failure."

-hotfix/* → "Hotfix? You ARE the bug."

-```

-

-**Implementation:** ~80 lines, call `git branch --show-current`

-

----

-

-### 9. **Project Type Detection**

-Read project files to understand context:

-

-```bash

-package.json exists → "Node project detected. Dependencies: Many. Skills: None."

-Cargo.toml exists → "Rust project: Can't cargo your incompetence."

-go.mod exists → "Go project: Should go away."

-pom.xml exists → "Maven project: Mav-un successful."

-requirements.txt → "Python requirements: Skill requirement unmet."

-```

-

-**Implementation:** ~100 lines, file existence checks

-

----

-

-### 10. **Common Error Pattern Recognition**

-Parse for common error keywords:

-

-```bash

-"permission denied" → "Denied by reality itself."

-"connection refused" → "Server ghosting you."

-"timeout" → "Timed out like your patience."

-"not found" → "404: Your competence not found."

-"already exists" → "Already exists: Your failure record."

-"syntax error" → "Syntax error in brain.rs"

-```

-

-**Implementation:** ~120 lines, keyword matching

-

----

-

-### 11. **Shell Type Awareness**

-Different insults per shell:

-

-```bash

-bash → "Bash your head against keyboard. Same result."

-zsh → "Z shell: Z for zero competence."

-fish → "Fish shell? You're swimming in failure."

-sh → "Bourne shell: Born to fail."

-```

-

-**Implementation:** ~30 lines, check $SHELL

-

----

-

-## 🚀 TIER 3: Advanced (Future Phases)

-

-### 12. **Command History Analysis**

-Read recent history for patterns:

-

-- Same command failed 5 times → "Still trying the same thing? Insanity."

-- Alternating between npm/yarn → "Can't decide? Neither can your code."

-- Many sudo attempts → "Sudo won't sudo-make you competent."

-

-**Implementation:** ~150 lines, shell history parsing

-

----

-

-### 13. **Dependency Version Detection**

-Parse package files for old versions:

-

-```bash

-npm: express@3.x → "Express version ancient. So is your knowledge."

-python: django==1.x → "Django 1? Living in the past?"

-node: <12 → "Node version EOL. So is your relevance."

-```

-

-**Implementation:** ~200 lines, JSON/TOML parsing

-

----

-

-### 14. **CI/CD Pipeline Detection**

-Detect CI environment variables:

-

-```bash

-GITHUB_ACTIONS → "Breaking GitHub Actions? Actions speak louder."

-GITLAB_CI → "GitLab CI failed: Commit to learning."

-JENKINS_HOME → "Jenkins job failed: Job security failed."

-CIRCLE_CI → "Circle CI: Circular logic detected."

-```

-

-**Implementation:** ~50 lines, env var checks

-

----

-

-### 15. **Resource Usage Detection**

-Check system resources:

-

-```bash

-Low disk space → "Out of space? Out of competence."

-High CPU → "CPU at 100%? Your brain at 0%."

-Low memory → "Low RAM? Lower skill."

-```

-

-**Implementation:** ~100 lines, system calls

-

----

-

-## 🎯 RECOMMENDED IMPLEMENTATION ORDER

-

-### Phase 2.2 (NOW):

-1. ✅ Environment Variable Detection (30 lines)

-2. ✅ Working Directory Awareness (40 lines)

-3. ✅ Time-of-Day Intelligence (50 lines)

-4. ✅ File Extension Detection (50 lines)

-5. ✅ Command Length Intelligence (30 lines)

-6. ✅ Numeric Argument Detection (70 lines)

-7. ✅ Shell Type Awareness (30 lines)

-

-**Total: ~300 lines of smart detection**

-

-### Phase 2.3 (Next):

-8. Git Branch Awareness

-9. Project Type Detection

-10. Common Error Pattern Recognition

-11. Repeated Failure Detection

-

-### Phase 3.0 (Future):

-- Command History Analysis

-- Dependency Version Detection

-- CI/CD Pipeline Detection

-- Resource Usage Detection

-

----

-

-## 📊 IMPLEMENTATION STRATEGY

-

-### New Architecture:

-

-```

-SmartFallbackContext {

-    // Existing

-    Command, Subcommand, Arguments, ExitCode

-

-    // NEW Tier 1 additions

-    Environment map[string]string  // CI, DEBUG, etc.

-    WorkingDir string               // Current directory

-    TimeOfDay int                   // Hour 0-23

-    FileExtensions []string         // Files mentioned in command

-    CommandLength int               // Command complexity

-    NumericArgs []int               // Port numbers, chmod values

-    Shell string                    // bash, zsh, fish

-}

-```

-

-### Enhanced GenerateSmartFallback():

-

-```go

-func GenerateSmartFallback(ctx SmartFallbackContext) string {

-    // Priority order:

-    1. Environment-specific insult

-    2. Time-sensitive insult

-    3. Working directory insult

-    4. File extension insult

-    5. Numeric argument insult

-    6. Shell-specific insult

-    7. Command length insult

-    8. [Existing] Exit code insult

-    9. [Existing] Command pattern insult

-    10. [Existing] Argument-aware insult

-    11. [Fallback] Expanded database

-

-    return mostRelevantInsult()

-}

-```

-

----

-

-## 🎨 EXAMPLE OUTPUTS

-

-### Environment Detection:

-```bash

-$ CI=true npm test

-🦜 Breaking CI? Breaking everyone's day.

-

-$ NODE_ENV=production node app.js

-🦜 Production error: Producing only failures.

-```

-

-### Time-of-Day:

-```bash

-$ [03:47] git push

-🦜 3 AM push to prod? Tomorrow's you will hate today's you.

-

-$ [23:59] docker build .

-🦜 Building at midnight? Building toward burnout.

-```

-

-### Working Directory:

-```bash

-$ cd /tmp && python script.py

-🦜 Coding in /tmp? That's where your code belongs: temporary.

-

-$ cd ~ && rm -rf /

-🦜 Running destructive commands from home? Homeless soon.

-```

-

-### File Extensions:

-```bash

-$ rustc main.rs

-🦜 .rs file failed: Rust in peace, code.

-

-$ javac Main.java

-🦜 .java compile failed: Java needs more than coffee beans.

-

-$ gcc -o app main.cpp

-🦜 C++ compilation failed: C++ you later, career.

-```

-

-### Numeric Arguments:

-```bash

-$ chmod 777 script.sh

-🦜 chmod 777: Maximum permissions, minimum security, zero brains.

-

-$ kill -9 12345

-🦜 kill -9: Killing process 12345. Can't kill your incompetence.

-

-$ nc localhost 8080

-🦜 Port 8080: Eight-zero-eight-zero problems detected.

-```

-

-### Shell Type:

-```bash

-$ zsh: command not found

-🦜 Z shell for Z-ero competence level.

-

-$ fish: Unknown command

-🦜 Fish shell? You're drowning in incompetence.

-```

-

----

-

-## 📈 METRICS

-

-After Phase 2.2 implementation:

-

-- **Intelligence Layers:** 10+ (from 3)

-- **Context Factors:** 15+ variables considered

-- **Decision Points:** 20+ checks per failure

-- **Insult Database:** 1,150+ (adding 300 more)

-- **Relevance Score:** 95%+ (vs 70% before)

-

----

-

-## 🔧 TECHNICAL NOTES

-

-### Performance:

-- All checks are O(1) or O(n) where n is small

-- No external API calls (all local)

-- Total latency: < 5ms for all checks

-- Memory: < 1KB per context

-

-### Backwards Compatibility:

-- All new features gracefully degrade

-- If detection fails, falls back to existing system

-- No breaking changes to API

-

-### Testing:

-- Unit tests for each detection type

-- Integration tests for priority order

-- Edge case coverage

-

----

-

-## 🎉 EXPECTED OUTCOME

-

-After Phase 2.2:

-

-**Parrot will understand:**

-- What environment you're in

-- What time it is

-- Where you're working

-- What files you're touching

-- How complex your command is

-- What numbers mean in context

-- What shell you're using

-

-**Result:** Brutally specific, context-perfect mockery! 🔥

-

-Let's implement Tier 1 NOW! 🚀

-# Tier 4 Intelligence: Machine Learning & Dynamic Generation

-

-## 🎯 OBJECTIVE

-Make fallback insults indistinguishable from local LLM responses through:

-- Rudimentary ML/pattern learning (no external dependencies)

-- Dynamic insult generation

-- Persistent learning across sessions

-- 300+ savage, brutal insults

-

----

-

-## 🧠 TIER 4 FEATURE OPTIONS

-

-### Option A: Template-Based Dynamic Generation ⭐ RECOMMENDED

-**Complexity:** Medium | **Impact:** High | **LOC:** ~400

-

-Build insults dynamically from components:

-

-```go

-type InsultTemplate struct {

-    Prefix   []string  // "Congratulations:", "Well done:", "Achievement unlocked:"

-    Core     []string  // "breaking production", "catastrophic failure", "disaster deployed"

-    Suffix   []string  // "on a Friday", "right before demo", "in front of everyone"

-    Modifier []string  // "spectacularly", "epically", "magnificently"

-}

-

-// Example generated insults:

-"Achievement unlocked: Spectacularly breaking production right before demo."

-"Well done: Epically deploying disaster on a Friday."

-"Congratulations: Magnificently failing in front of everyone."

-```

-

-**Variables:**

-- `{command}` - The actual command

-- `{error_code}` - Exit code

-- `{time}` - Current time/day

-- `{branch}` - Git branch

-- `{project}` - Project type

-- `{count}` - Failure count

-

-```go

-"Failed {command} {count} times. Einstein called: That's insanity."

-"Exit code {error_code} on {branch}. Breaking {project} projects: Your specialty."

-"At {time} on a Friday? Weekend warrior of failure."

-```

-

----

-

-### Option B: Markov Chain Insult Generator

-**Complexity:** High | **Impact:** Medium | **LOC:** ~600

-

-Learn patterns from existing insults to generate new ones:

-

-```go

-type MarkovChain struct {

-    transitions map[string]map[string]int  // word -> next word -> frequency

-    order       int                         // 2-gram or 3-gram

-}

-

-// Train on existing 2,250+ insults

-// Generate novel combinations:

-"Git push failed: Can't push past incompetence into employment."

-"Docker build crashed: Containerize your career away."

-```

-

-**Pros:** Novel insults, seemingly intelligent

-**Cons:** Can generate nonsensical combinations

-

----

-

-### Option C: Rule-Based Intelligence Engine

-**Complexity:** Medium | **Impact:** Very High | **LOC:** ~800

-

-Advanced pattern matching with persistent learning:

-

-```go

-type FailurePattern struct {

-    CommandSequence []string      // ["git add", "git commit", "git push"]

-    TimePattern     string         // "late_night", "friday", "monday"

-    FailureChain    bool          // Multiple related failures

-    UserProfile     UserBehavior  // Historical patterns

-}

-

-type UserBehavior struct {

-    CommonMistakes   map[string]int  // Tracks repeated errors

-    FailureStreak    int             // Current failure count

-    WorstCommands    []string        // Top failed commands

-    TimeOfMistakes   map[int]int     // Hourly failure distribution

-}

-```

-

-**Persistent Storage:** JSON file in `~/.parrot/failure_history.json`

-

-```json

-{

-  "total_failures": 847,

-  "failure_streak": 5,

-  "common_commands": {

-    "git push": 143,

-    "docker build": 89,

-    "npm install": 67

-  },

-  "worst_hour": 23,

-  "branch_disasters": {

-    "main": 45,

-    "feature/*": 12

-  }

-}

-```

-

-**Advanced Insults:**

-```

-"5 failures in a row. New personal best in incompetence."

-"Failed 'git push' 143 times. Have you considered 'git out'?"

-"23:00 again? 67% of your failures happen at this hour."

-"Breaking main for the 45th time. Team morale: -100."

-```

-

----

-

-### Option D: Error Message Parsing & Analysis

-**Complexity:** Very High | **Impact:** Very High | **LOC:** ~1000

-

-Parse actual error output for context-aware responses:

-

-```go

-type ErrorAnalysis struct {

-    ActualError     string        // Captured stderr/stdout

-    ParsedErrors    []ErrorToken  // Extracted key phrases

-    SuggestedFix    string        // Mock "helpful" suggestion

-}

-

-// Parse common error patterns:

-"error: failed to push some refs" → "Failed to push: Your code is the ref-use."

-"ENOENT: no such file or directory" → "No such file: Like your competence."

-"TypeError: undefined is not a function" → "Undefined function. Defined incompetence."

-"permission denied (publickey)" → "Permission denied: Even SSH rejects you."

-```

-

-**Integration Point:** Hook into command output capture in shell script

-

----

-

-## 🔥 RECOMMENDED TIER 4 IMPLEMENTATION

-

-### **Hybrid Approach:** Combine A + C + Savage Insults

-

-**Phase 4.1: Template-Based Generation**

-- 50+ prefixes, 100+ cores, 50+ suffixes, 30+ modifiers

-- Variable substitution system

-- Component mixing algorithm

-- **Result:** Millions of possible combinations

-

-**Phase 4.2: Persistent Learning**

-- Track failures to `~/.parrot/failures.json`

-- Failure streak detection (escalating severity)

-- Command frequency analysis

-- Time-based pattern detection

-- **Result:** Personalized, adaptive insults

-

-**Phase 4.3: Savage Insult Database**

-- 300+ new brutal insults

-- Categories:

-  - **ego_destruction** (40): Personal attacks on competence

-  - **career_advice** (40): Suggestions to quit

-  - **team_impact** (40): How you're affecting others

-  - **existential** (40): Deep cuts about purpose

-  - **comparison** (40): Unfavorable comparisons

-  - **timeline** (40): Past/present/future failures

-  - **meta** (40): Self-aware commentary on failures

-  - **technical_savage** (20): Brutal tech-specific burns

-

----

-

-## 📊 TIER 4 ARCHITECTURE

-

-```

-ParseCommandContext()

-    ↓

-LoadUserHistory() ← ~/.parrot/failures.json

-    ↓

-AnalyzeFailurePattern()

-    ↓

-GenerateSmartFallback()

-    ↓

-    ├─ Tier 4 Intelligence (NEW)

-    │   ├─ Failure Streak Escalation

-    │   ├─ Historical Pattern Matching

-    │   ├─ Dynamic Template Generation

-    │   └─ Personalized Savage Mode

-    │

-    ├─ Tier 3 Intelligence

-    │   ├─ Repeated failure tracking

-    │   ├─ CI/CD detection

-    │   └─ Error pattern recognition

-    │

-    └─ ... (Tier 2, 1, Original, Database)

-        ↓

-UpdateUserHistory() → ~/.parrot/failures.json

-```

-

----

-

-## 🎨 EXAMPLE TIER 4 OUTPUTS

-

-### Dynamic Generation:

-```

-Command: git push origin main

-Failure #1:  "Git push failed: Push yourself towards unemployment."

-Failure #3:  "3rd git push failure. Persistence: Admirable. Competence: Absent."

-Failure #7:  "7 CONSECUTIVE FAILURES. Breaking main repeatedly: Your signature move."

-Failure #12: "12 FAILURES IN A ROW. Your team has a betting pool on when you'll quit."

-```

-

-### Historical Context:

-```

-"Failed 'docker build' again. 89 times this month. New record?"

-"11 PM failure #23. Your most productive hour: For disasters."

-"Breaking feature branches: 47% success rate. Breaking main: 100% failure rate."

-"5-day failure streak. Consistency: The only skill demonstrated."

-```

-

-### Template Combinations:

-```

-"Achievement unlocked: Catastrophically breaking production on a Friday afternoon."

-"Congratulations: Spectacularly deploying garbage right before the demo."

-"Outstanding: Magnificently crashing the server during peak hours."

-"Impressive: Expertly corrupting the database in front of stakeholders."

-```

-

----

-

-## 🔢 IMPLEMENTATION ESTIMATES

-

-| Feature | Lines of Code | Difficulty | Impact |

-|---------|--------------|------------|--------|

-| Template Generation | ~200 | Medium | High |

-| Variable Substitution | ~100 | Low | High |

-| Persistent Storage | ~150 | Medium | Very High |

-| Failure History Analysis | ~200 | Medium | Very High |

-| Streak Detection | ~100 | Low | High |

-| Pattern Matching | ~150 | Medium | High |

-| Savage Insult DB (300+) | ~600 | Low | Very High |

-| **TOTAL** | **~1,500** | **Medium** | **Very High** |

-

----

-

-## 🎯 SUCCESS METRICS

-

-**Tier 4 Complete When:**

-1. ✅ Dynamic insult generation produces unique outputs

-2. ✅ User failure history persists across sessions

-3. ✅ Failure streaks trigger escalating brutality

-4. ✅ Historical patterns influence insult selection

-5. ✅ 300+ savage insults added to database

-6. ✅ Total database exceeds 2,500 insults

-7. ✅ Insults feel "LLM-like" in context awareness

-

----

-

-## 💀 SAVAGE INSULT PREVIEW

-

-### ego_destruction:

-- "Your code is the coding equivalent of a participation trophy. Except nobody participated."

-- "If incompetence was an Olympic sport, you'd finish fourth."

-- "Your commit history reads like a tragedy written by someone who doesn't understand tragedy."

-- "You're not a 10x engineer. You're a 0.1x engineer. Generous estimate."

-

-### career_advice:

-- "Have you considered a career where failure is the goal? Like professional crash test dummy?"

-- "LinkedIn is free. Monster.com is waiting. Your IDE should be closed."

-- "Your resume says 'Full Stack Developer'. Full stack of failures, maybe."

-- "They say everyone starts somewhere. You should've stayed there."

-

-### team_impact:

-- "Your pull request has 47 comments. 46 are 'please no'."

-- "The team retrospective has a dedicated section titled 'Never again'."

-- "Your standups require a trigger warning."

-- "HR added 'Survived working with [you]' to employee benefits."

-

-### existential:

-- "In the grand scheme of the universe, you are insignificant. In the grand scheme of this codebase, you are catastrophic."

-- "Sisyphus pushed a boulder uphill for eternity. You push bugs to production."

-- "The void stares back. The void is more competent."

-- "If a tree falls in the forest and no one hears it, it still has more impact than your code."

-

----

-

-## 🚀 NEXT STEPS

-

-**Decision Point:**

-1. **Full Tier 4** (Template + Learning + Savage) - ~1,500 LOC

-2. **Savage Only** (Just add 300+ brutal insults) - ~600 LOC

-3. **Learning Focus** (Persistent history + patterns) - ~500 LOC

-4. **Template Focus** (Dynamic generation) - ~400 LOC

-

-**Recommendation:** Full Tier 4 for maximum impact. The combination of dynamic generation + learning + savage insults will truly rival LLM-quality responses.

-

----

-

-## 📝 NOTES

-

-- No external dependencies required (pure Go standard library)

-- Persistent storage uses JSON (human-readable, debuggable)

-- Template system allows infinite combinations

-- Learning system gets smarter over time

-- Savage insults ensure maximum entertainment value

-

-**Estimated Development Time:** 2-3 hours for full implementation

-**Estimated Fun Factor:** 11/10

-

----

-

-*"The best way to predict the future is to insult it mercilessly."*

-*- Parrot AI, probably*

-        echo "⚠️  Parrot: Unsupported shell. Only bash and zsh are supported."