|
| 1 | +# FIREBIRD + WebArena Integration Architecture |
| 2 | + |
| 3 | +**Date**: 2026-02-04 |
| 4 | +**Target**: #1 on WebArena Leaderboard (>70% success) |
| 5 | +**Formula**: φ² + 1/φ² = 3 = TRINITY |
| 6 | + |
| 7 | +--- |
| 8 | + |
| 9 | +## 1. OVERVIEW |
| 10 | + |
| 11 | +### WebArena Benchmark |
| 12 | +- **812 tasks** across 5 categories |
| 13 | +- **Current SOTA**: ~60-65% (frontier models) |
| 14 | +- **Our target**: >70% success rate |
| 15 | + |
| 16 | +### FIREBIRD Advantage |
| 17 | +- **Ternary fingerprint evolution**: Evade detection on shopping/social tasks |
| 18 | +- **VSA planning**: Efficient action selection via ternary binding |
| 19 | +- **Stealth navigation**: Human-like behavior patterns |
| 20 | + |
| 21 | +--- |
| 22 | + |
| 23 | +## 2. ARCHITECTURE |
| 24 | + |
| 25 | +``` |
| 26 | +┌─────────────────────────────────────────────────────────────────┐ |
| 27 | +│ FIREBIRD WebArena Agent │ |
| 28 | +├─────────────────────────────────────────────────────────────────┤ |
| 29 | +│ │ |
| 30 | +│ ┌─────────────┐ ┌─────────────┐ ┌─────────────┐ │ |
| 31 | +│ │ Perceive │───▶│ Plan │───▶│ Execute │ │ |
| 32 | +│ │ (Ternary) │ │ (VSA) │ │ (Browser) │ │ |
| 33 | +│ └─────────────┘ └─────────────┘ └─────────────┘ │ |
| 34 | +│ │ │ │ │ |
| 35 | +│ ▼ ▼ ▼ │ |
| 36 | +│ ┌─────────────────────────────────────────────────────┐ │ |
| 37 | +│ │ FIREBIRD Stealth Layer │ │ |
| 38 | +│ │ • Fingerprint Evolution (0.90 similarity) │ │ |
| 39 | +│ │ • Canvas/WebGL/Audio Protection │ │ |
| 40 | +│ │ • Human-like Timing │ │ |
| 41 | +│ └─────────────────────────────────────────────────────┘ │ |
| 42 | +│ │ |
| 43 | +└─────────────────────────────────────────────────────────────────┘ |
| 44 | +``` |
| 45 | + |
| 46 | +--- |
| 47 | + |
| 48 | +## 3. COMPONENTS |
| 49 | + |
| 50 | +### 3.1 Perception Module |
| 51 | + |
| 52 | +Converts browser state to ternary vectors: |
| 53 | + |
| 54 | +``` |
| 55 | +Screenshot (pixels) → Ternary CNN → State Vector S |
| 56 | +Accessibility Tree → Text Encoder → Intent Vector I |
| 57 | +DOM Elements → Element Encoder → Action Vectors A[] |
| 58 | +``` |
| 59 | + |
| 60 | +### 3.2 Planning Module (VSA) |
| 61 | + |
| 62 | +Uses ternary binding for action selection: |
| 63 | + |
| 64 | +``` |
| 65 | +Plan = State ⊗ Intent (ternary XOR binding) |
| 66 | +
|
| 67 | +For each action A: |
| 68 | + score = cosineSimilarity(Plan, encode(A)) |
| 69 | + |
| 70 | +Select: argmax(scores) |
| 71 | +``` |
| 72 | + |
| 73 | +### 3.3 Execution Module |
| 74 | + |
| 75 | +Browser automation with stealth: |
| 76 | + |
| 77 | +```python |
| 78 | +def execute(action, browser): |
| 79 | + # Evolve fingerprint if needed |
| 80 | + if detection_risk > 0.3: |
| 81 | + firebird.evolve(target=0.90) |
| 82 | + |
| 83 | + # Human-like delay |
| 84 | + delay = random(500, 2000) # ms |
| 85 | + sleep(delay) |
| 86 | + |
| 87 | + # Execute action |
| 88 | + browser.execute(action) |
| 89 | +``` |
| 90 | + |
| 91 | +### 3.4 FIREBIRD Stealth Layer |
| 92 | + |
| 93 | +Integrated fingerprint protection: |
| 94 | + |
| 95 | +| Feature | Implementation | |
| 96 | +|---------|----------------| |
| 97 | +| Canvas | Ternary noise injection | |
| 98 | +| WebGL | GPU vendor/renderer spoofing | |
| 99 | +| Audio | Frequency noise | |
| 100 | +| Timing | φ-based random delays | |
| 101 | +| Mouse | Natural movement curves | |
| 102 | + |
| 103 | +--- |
| 104 | + |
| 105 | +## 4. TASK CATEGORIES |
| 106 | + |
| 107 | +### 4.1 Shopping (251 tasks) - HIGH PRIORITY |
| 108 | + |
| 109 | +**Challenge**: Anti-bot detection, CAPTCHA, rate limiting |
| 110 | + |
| 111 | +**FIREBIRD Strategy**: |
| 112 | +- Fingerprint evolution every 5 steps |
| 113 | +- 500-2000ms delays between actions |
| 114 | +- Natural mouse movements |
| 115 | +- Session rotation |
| 116 | + |
| 117 | +**Expected boost**: +15% success rate |
| 118 | + |
| 119 | +### 4.2 Reddit (166 tasks) - MEDIUM PRIORITY |
| 120 | + |
| 121 | +**Challenge**: Account detection, spam filters |
| 122 | + |
| 123 | +**FIREBIRD Strategy**: |
| 124 | +- Fingerprint evolution every 10 steps |
| 125 | +- 200-1000ms delays |
| 126 | +- Human-like scrolling patterns |
| 127 | + |
| 128 | +**Expected boost**: +10% success rate |
| 129 | + |
| 130 | +### 4.3 GitLab (228 tasks) - LOW PRIORITY |
| 131 | + |
| 132 | +**Challenge**: Complex UI, multi-step workflows |
| 133 | + |
| 134 | +**FIREBIRD Strategy**: |
| 135 | +- Standard fingerprint (low detection risk) |
| 136 | +- Focus on accurate action selection |
| 137 | + |
| 138 | +**Expected boost**: +5% success rate |
| 139 | + |
| 140 | +### 4.4 Map (99 tasks) - LOW PRIORITY |
| 141 | + |
| 142 | +**Challenge**: Geolocation, map interactions |
| 143 | + |
| 144 | +**FIREBIRD Strategy**: |
| 145 | +- Standard fingerprint |
| 146 | +- Precise coordinate handling |
| 147 | + |
| 148 | +**Expected boost**: +3% success rate |
| 149 | + |
| 150 | +### 4.5 Wikipedia (68 tasks) - LOW PRIORITY |
| 151 | + |
| 152 | +**Challenge**: Information retrieval |
| 153 | + |
| 154 | +**FIREBIRD Strategy**: |
| 155 | +- Minimal stealth needed |
| 156 | +- Fast execution |
| 157 | + |
| 158 | +**Expected boost**: +2% success rate |
| 159 | + |
| 160 | +--- |
| 161 | + |
| 162 | +## 5. IMPLEMENTATION PLAN |
| 163 | + |
| 164 | +### Phase 1: Baseline Agent (Week 1) |
| 165 | +- [ ] Fork WebArena repo |
| 166 | +- [ ] Implement basic ternary perception |
| 167 | +- [ ] Test on 100 tasks |
| 168 | +- [ ] Measure baseline success rate |
| 169 | + |
| 170 | +### Phase 2: VSA Planning (Week 2) |
| 171 | +- [ ] Implement ternary binding for planning |
| 172 | +- [ ] Add action scoring |
| 173 | +- [ ] Test on all 812 tasks |
| 174 | +- [ ] Target: 50% success |
| 175 | + |
| 176 | +### Phase 3: FIREBIRD Integration (Week 3) |
| 177 | +- [ ] Add fingerprint evolution |
| 178 | +- [ ] Implement stealth layer |
| 179 | +- [ ] Category-specific strategies |
| 180 | +- [ ] Target: 65% success |
| 181 | + |
| 182 | +### Phase 4: Optimization (Week 4) |
| 183 | +- [ ] Fine-tune parameters |
| 184 | +- [ ] Add error recovery |
| 185 | +- [ ] Parallel task execution |
| 186 | +- [ ] Target: >70% success (#1) |
| 187 | + |
| 188 | +--- |
| 189 | + |
| 190 | +## 6. SUCCESS METRICS |
| 191 | + |
| 192 | +| Metric | Baseline | Target | Measurement | |
| 193 | +|--------|----------|--------|-------------| |
| 194 | +| Overall Success | 50% | **>70%** | Tasks passed / 812 | |
| 195 | +| Shopping Success | 40% | **75%** | Stealth advantage | |
| 196 | +| Detection Rate | 30% | **<5%** | Fingerprint checks | |
| 197 | +| Avg Steps | 25 | **<15** | Efficiency | |
| 198 | +| Time per Task | 60s | **<30s** | Speed | |
| 199 | + |
| 200 | +--- |
| 201 | + |
| 202 | +## 7. COMPETITIVE ANALYSIS |
| 203 | + |
| 204 | +| Agent | Success Rate | Stealth | Our Advantage | |
| 205 | +|-------|--------------|---------|---------------| |
| 206 | +| GPT-4 Agent | 60% | None | +10% stealth | |
| 207 | +| Claude Agent | 65% | None | +5% stealth | |
| 208 | +| Gemini Agent | 62% | None | +8% stealth | |
| 209 | +| **FIREBIRD** | **>70%** | **Ternary** | **#1** | |
| 210 | + |
| 211 | +--- |
| 212 | + |
| 213 | +## 8. RISK MITIGATION |
| 214 | + |
| 215 | +| Risk | Mitigation | |
| 216 | +|------|------------| |
| 217 | +| Detection on shopping | Aggressive fingerprint evolution | |
| 218 | +| Slow execution | Parallel task processing | |
| 219 | +| Complex UI failures | Enhanced DOM parsing | |
| 220 | +| Rate limiting | Session rotation + delays | |
| 221 | + |
| 222 | +--- |
| 223 | + |
| 224 | +## 9. CODE STRUCTURE |
| 225 | + |
| 226 | +``` |
| 227 | +trinity/ |
| 228 | +├── specs/tri/ |
| 229 | +│ └── webarena_agent.vibee # Agent specification |
| 230 | +├── src/webarena/ |
| 231 | +│ ├── agent.zig # Main agent (generated) |
| 232 | +│ ├── perception.zig # State encoding |
| 233 | +│ ├── planning.zig # VSA planning |
| 234 | +│ ├── execution.zig # Browser control |
| 235 | +│ └── stealth.zig # FIREBIRD integration |
| 236 | +└── docs/ |
| 237 | + └── WEBARENA_INTEGRATION.md # This file |
| 238 | +``` |
| 239 | + |
| 240 | +--- |
| 241 | + |
| 242 | +**φ² + 1/φ² = 3 = TRINITY | TARGET: #1 WEBARENA** |
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