# Emergent Civilization Dynamics under Resource Scarcity
## An Agent-Based Evolutionary Investigation of Project Genesis

**Date:** 2026-06-28 13:49:45
**Experiment Run:** `fights alowwed with instalnt heal to check realtionship logic`
**Procedural Seed:** `1720`

---

### Abstract
This paper presents a comprehensive computational analysis of an evolutionary multi-agent simulation conducted within the Project Genesis framework. Spawning 196 founding agents across 4 geographical colonies under a resource scarcity level of 3, we track the emergence of social structures, shelter technology, and cognitive pathways over a lifespan of 13371 ticks. By profiling the high-performance subsystems and mapping genetic diversities, we demonstrate how environmental pressures drive adaptive behaviors, territorial boundaries, and cognitive structures, culminating in a final system state of **SURVIVED (103/196 alive)**.

---

### 1. Experimental Setup & Parameters
The simulation environment was initialized on a 1024x1024 grid using multi-octave Perlin noise. The following physical and evolutionary parameters were enforced:
- **World Seed:** 1720
- **Scarcity Factor:** 3
- **Maximum Carrying Capacity:** 200
- **Genetic Mutation Deviation:** 0.05
- **Disasters Enabled:** True
- **Territorial Disputes Enabled:** False
- **Healing Multiplier:** 1

---

### 2. High-Precision Subsystem Performance Profile
To evaluate computational efficiency and identify simulation bottlenecks, microsecond-precision timers were integrated into all core subsystems. The performance profile below catalogs the computational overhead:

| Subsystem | Calls | Total Time (ms) | Avg Time (ms) | Max Time (ms) | Worst Tick |
| :--- | :--- | :--- | :--- | :--- | :--- |
| Perception | 778758 | 1437453.96 | 1.8458 | 40.70 | 9155 |
| Decision | 288153 | 295026.47 | 1.0239 | 126.58 | 2487 |
| Movement | 778758 | 15983.67 | 0.0205 | 7.65 | 12351 |
| Drives_relationships | 778758 | 32195.61 | 0.0413 | 2.93 | 3792 |
| Neural_predictor | 60867 | 3079.43 | 0.0506 | 0.00 | -1 |
| Memory_pruning | 2191 | 294.16 | 0.1343 | 0.29 | 10440 |
| Reproduction | 13371 | 1464.08 | 0.1095 | 30.71 | 12000 |
| Ecology | 13371 | 37909.53 | 2.8352 | 69.50 | 13201 |
| Logging | 13371 | 112.51 | 0.0084 | 2.54 | 100 |
| Callback | 13371 | 8800.51 | 0.6582 | 375.20 | 10000 |


*Note: Spatial hashing query optimization was active, reducing neighbor lookups from $O(N^2)$ to $O(1)$ complexity.*

---

### 3. Population & Derived Scientific Metrics
The following table presents the 17 derived scientific metrics calculated from the complete simulation telemetry:

| Metric | Value |
| :--- | :--- |
| Avg generation interval | 17.35 |
| Population doubling time | -1 |
| Colony lifespans | Alpha: 13371, Beta: 13371, Gamma: 13371, Delta: 13371 |
| Avg genetic diversity | 0.3842 |
| Food efficiency | 66900.0 |
| Water efficiency | 718530.0 |
| Energy efficiency | 7787580.0 |
| Avg prediction error | 15.4976 |
| Concept formation rate | 1.197 |
| Procedure creation rate | 11.741 |
| Avg children | 1.84 |
| Avg grandchildren | 1.98 |
| Avg descendants | 3.45 |
| Avg distance from birthplace | 9.0 |
| Avg shelter occupancy | 0.355 |
| Avg social degree | 113.75 |
| Avg cooperation score | 0.0009 |
| Avg conflict score | 12.6727 |


---

### 4. Binned Population Distributions
Averages hide critical demographic curves. Below are the detailed distributions for lifespans, children, and generations across the entire population:

#### Lifespan Distribution
| Age Bin | Agent Count |
| :--- | :--- |
| 0-10 years | 113 |
| 10-20 years | 45 |
| 20-30 years | 12 |
| 30-40 years | 12 |
| 40-50 years | 6 |
| 50-60 years | 4 |
| 60-70 years | 3 |
| 70-80 years | 1 |
| 80+ years | 0 |

#### Children Distribution
| Children Bin | Agent Count |
| :--- | :--- |
| 0 children | 148 |
| 1 child | 5 |
| 2 children | 4 |
| 3 children | 6 |
| 4 children | 1 |
| 5-8 children | 14 |
| 9+ children | 18 |

#### Generation Distribution
| Generation | Agent Count |
| :--- | :--- |
| Gen 0 | 16 |
| Gen 1 | 64 |
| Gen 2 | 90 |
| Gen 3 | 26 |
| Gen 4 | 0 |
| Gen 5+ | 0 |


---

### 5. Evolutionary Success Leaderboard
By recursively tracing agent lineages back to their Gen 0 founders, we identify the genotypes that dominated evolution:

#### Largest Lineages (Descendants Born)
| Founder ID | Colony | Total Descendants |
| :--- | :--- | :--- |
| #11 | Gamma | 69 |
| #10 | Gamma | 66 |
| #8 | Gamma | 52 |
| #9 | Gamma | 52 |
| #5 | Beta | 33 |

#### Longest Surviving Lineages (Ticks Spanned)
| Founder ID | Colony | Longevity (Ticks) |
| :--- | :--- | :--- |
| #1 | Alpha | 13371 |
| #2 | Alpha | 13371 |
| #4 | Beta | 13371 |
| #5 | Beta | 13371 |
| #6 | Beta | 13371 |

#### Cognitive Mastery Lineages (Avg Predictor Accuracy)
| Founder ID | Colony | Avg Predictor Accuracy |
| :--- | :--- | :--- |
| #9 | Gamma | 0.6120 |
| #11 | Gamma | 0.5706 |
| #12 | Delta | 0.5679 |
| #3 | Alpha | 0.5607 |
| #5 | Beta | 0.5604 |


---

### 6. Interesting Observations & Anomalies
We apply rule-based heuristics to identify behavioral adaptations and systemic anomalies:

#### Behavioral Observations
- **Observation:** Mortality bias detected: Starvation deaths (15) far exceeded Exposure deaths (0), indicating that food scarcity was the dominant selective pressure.


#### Systemic Anomalies
- *No severe demographic anomalies observed. Population growth remains stable.*


---

### 7. Chronological Milestones & Historical Log
The historical progression of the world is punctuated by seasonal shifts, global disasters, and demographic milestones:

- **Tick 1 (Year 0, Day 1)**: Milestone - *Complete shelter network achieved — all 16 living agents have shelter!*
- **Tick 5 (Year 0, Day 5)**: Birth - *Child #16 (Gen 1) born in Colony Alpha to Parents #0 and #1.*
- **Tick 5 (Year 0, Day 5)**: Milestone - *First successful reproduction! (parents #0 x #1) Birth #1.*
- **Tick 6 (Year 0, Day 6)**: Birth - *Child #17 (Gen 1) born in Colony Gamma to Parents #8 and #11.*
- **Tick 6 (Year 0, Day 6)**: Birth - *Child #18 (Gen 1) born in Colony Delta to Parents #12 and #14.*
- **Tick 73 (Year 0, Day 73)**: Birth - *Child #19 (Gen 1) born in Colony Alpha to Parents #2 and #3.*
- **Tick 73 (Year 0, Day 73)**: Milestone - *New population peak reached: 20 alive at tick 73!*
- **Tick 80 (Year 0, Day 80)**: Birth - *Child #20 (Gen 1) born in Colony Delta to Parents #13 and #15.*
- **Tick 82 (Year 0, Day 82)**: Birth - *Child #21 (Gen 1) born in Colony Gamma to Parents #9 and #10.*
- **Tick 88 (Year 0, Day 88)**: Birth - *Child #22 (Gen 1) born in Colony Beta to Parents #4 and #5.*
- **Tick 117 (Year 0, Day 117)**: Birth - *Child #23 (Gen 1) born in Colony Beta to Parents #6 and #7.*
- **Tick 417 (Year 1, Day 57)**: Birth - *Child #24 (Gen 1) born in Colony Delta to Parents #12 and #14.*
- **Tick 429 (Year 1, Day 69)**: Birth - *Child #25 (Gen 1) born in Colony Gamma to Parents #8 and #11.*
- **Tick 446 (Year 1, Day 86)**: Birth - *Child #26 (Gen 1) born in Colony Alpha to Parents #1 and #2.*
- **Tick 463 (Year 1, Day 103)**: Birth - *Child #27 (Gen 1) born in Colony Beta to Parents #4 and #5.*
- **Tick 478 (Year 1, Day 118)**: Birth - *Child #28 (Gen 1) born in Colony Beta to Parents #6 and #7.*
- **Tick 482 (Year 1, Day 122)**: Birth - *Child #29 (Gen 1) born in Colony Gamma to Parents #9 and #10.*
- **Tick 482 (Year 1, Day 122)**: Milestone - *New population peak reached: 30 alive at tick 482!*
- **Tick 501 (Year 1, Day 141)**: Milestone - *Population crisis — dropped below 50 (30 alive). Survival at risk.*
- **Tick 618 (Year 1, Day 258)**: Birth - *Child #30 (Gen 1) born in Colony Delta to Parents #13 and #15.*
- **Tick 791 (Year 2, Day 71)**: Birth - *Child #31 (Gen 1) born in Colony Gamma to Parents #8 and #11.*
- **Tick 810 (Year 2, Day 90)**: Birth - *Child #32 (Gen 1) born in Colony Alpha to Parents #1 and #2.*
- **Tick 832 (Year 2, Day 112)**: Birth - *Child #33 (Gen 1) born in Colony Beta to Parents #4 and #5.*
- **Tick 839 (Year 2, Day 119)**: Birth - *Child #34 (Gen 1) born in Colony Beta to Parents #6 and #7.*
- **Tick 855 (Year 2, Day 135)**: Birth - *Child #35 (Gen 1) born in Colony Gamma to Parents #9 and #10.*
- **Tick 929 (Year 2, Day 209)**: Birth - *Child #36 (Gen 1) born in Colony Delta to Parents #12 and #14.*
- **Tick 1222 (Year 3, Day 142)**: Birth - *Child #37 (Gen 1) born in Colony Gamma to Parents #8 and #11.*
- **Tick 1269 (Year 3, Day 189)**: Birth - *Child #38 (Gen 1) born in Colony Gamma to Parents #9 and #10.*
- **Tick 1324 (Year 3, Day 244)**: Birth - *Child #39 (Gen 1) born in Colony Beta to Parents #5 and #6.*
- **Tick 1324 (Year 3, Day 244)**: Milestone - *New population peak reached: 40 alive at tick 1324!*
- **Tick 1689 (Year 4, Day 249)**: Birth - *Child #40 (Gen 1) born in Colony Beta to Parents #5 and #6.*
- **Tick 1690 (Year 4, Day 250)**: Birth - *Child #41 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 1774 (Year 4, Day 334)**: Death - *Agent #34 died at coordinate (136, 498). Primary: Dehydration. Secondary: None.*
- **Tick 1824 (Year 5, Day 24)**: Death - *Agent #37 died at coordinate (147, 503). Primary: Dehydration. Secondary: None.*
- **Tick 1874 (Year 5, Day 74)**: Death - *Agent #3 died at coordinate (146, 503). Primary: Injury. Secondary: None.*
- **Tick 1880 (Year 5, Day 80)**: Death - *Agent #35 died at coordinate (139, 505). Primary: Dehydration. Secondary: None.*
- **Tick 1948 (Year 5, Day 148)**: Death - *Agent #20 died at coordinate (182, 476). Primary: Dehydration. Secondary: Exposure.*
- **Tick 1983 (Year 5, Day 183)**: Death - *Agent #31 died at coordinate (127, 487). Primary: Dehydration. Secondary: Exposure.*
- **Tick 2015 (Year 5, Day 215)**: Death - *Agent #32 died at coordinate (134, 494). Primary: Dehydration. Secondary: None.*
- **Tick 2046 (Year 5, Day 246)**: Birth - *Child #42 (Gen 1) born in Colony Alpha to Parents #0 and #1.*
- **Tick 2050 (Year 5, Day 250)**: Birth - *Child #43 (Gen 1) born in Colony Beta to Parents #5 and #6.*
- **Tick 2058 (Year 5, Day 258)**: Birth - *Child #44 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 2129 (Year 5, Day 329)**: Death - *Agent #36 died at coordinate (168, 524). Primary: Dehydration. Secondary: None.*
- **Tick 2260 (Year 6, Day 100)**: Birth - *Child #45 (Gen 1) born in Colony Delta to Parents #14 and #15.*
- **Tick 2409 (Year 6, Day 249)**: Birth - *Child #46 (Gen 1) born in Colony Alpha to Parents #0 and #1.*
- **Tick 2414 (Year 6, Day 254)**: Birth - *Child #47 (Gen 1) born in Colony Beta to Parents #5 and #7.*
- **Tick 2422 (Year 6, Day 262)**: Birth - *Child #48 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 2607 (Year 7, Day 87)**: Death - *Agent #19 died at coordinate (155, 513). Primary: Starvation. Secondary: Dehydration.*
- **Tick 2737 (Year 7, Day 217)**: Death - *Agent #28 died at coordinate (131, 492). Primary: Dehydration. Secondary: None.*
- **Tick 2959 (Year 8, Day 79)**: Birth - *Child #49 (Gen 1) born in Colony Delta to Parents #13 and #14.*
- **Tick 2963 (Year 8, Day 83)**: Birth - *Child #50 (Gen 1) born in Colony Alpha to Parents #1 and #2.*
- **Tick 2972 (Year 8, Day 92)**: Birth - *Child #51 (Gen 1) born in Colony Beta to Parents #4 and #6.*
- **Tick 3002 (Year 8, Day 122)**: Birth - *Child #52 (Gen 1) born in Colony Gamma to Parents #9 and #10.*
- **Tick 3094 (Year 8, Day 214)**: Death - *Agent #18 died at coordinate (125, 487). Primary: Dehydration. Secondary: Injury.*
- **Tick 3182 (Year 8, Day 302)**: Death - *Agent #39 died at coordinate (170, 525). Primary: Dehydration. Secondary: Exposure.*
- **Tick 3235 (Year 8, Day 355)**: Death - *Agent #44 died at coordinate (143, 505). Primary: Dehydration. Secondary: Injury.*
- **Tick 3312 (Year 9, Day 72)**: Birth - *Child #53 (Gen 1) born in Colony Beta to Parents #5 and #7.*
- **Tick 3326 (Year 9, Day 86)**: Birth - *Child #54 (Gen 1) born in Colony Delta to Parents #13 and #15.*
- **Tick 3485 (Year 9, Day 245)**: Birth - *Child #55 (Gen 1) born in Colony Alpha to Parents #0 and #1.*
- **Tick 3548 (Year 9, Day 308)**: Birth - *Child #56 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 3643 (Year 10, Day 43)**: Death - *Agent #30 died at coordinate (139, 508). Primary: Dehydration. Secondary: None.*
- **Tick 3682 (Year 10, Day 82)**: Birth - *Child #57 (Gen 1) born in Colony Beta to Parents #5 and #6.*
- **Tick 3690 (Year 10, Day 90)**: Birth - *Child #58 (Gen 1) born in Colony Delta to Parents #12 and #15.*
- **Tick 3710 (Year 10, Day 110)**: Birth - *Child #59 (Gen 1) born in Colony Gamma to Parents #8 and #9.*
- **Tick 3846 (Year 10, Day 246)**: Birth - *Child #60 (Gen 1) born in Colony Alpha to Parents #0 and #1.*
- **Tick 3909 (Year 10, Day 309)**: Birth - *Child #61 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 4041 (Year 11, Day 81)**: Death - *Agent #46 died at coordinate (147, 503). Primary: Starvation. Secondary: Dehydration.*
- **Tick 4045 (Year 11, Day 85)**: Birth - *Child #62 (Gen 1) born in Colony Beta to Parents #5 and #6.*
- **Tick 4082 (Year 11, Day 122)**: Birth - *Child #63 (Gen 1) born in Colony Delta to Parents #12 and #13.*
- **Tick 4114 (Year 11, Day 154)**: Death - *Agent #51 died at coordinate (137, 514). Primary: Dehydration. Secondary: None.*
- **Tick 4215 (Year 11, Day 255)**: Death - *Agent #0 died at coordinate (151, 510). Primary: Dehydration. Secondary: Exposure.*
- **Tick 4216 (Year 11, Day 256)**: Death - *Agent #42 died at coordinate (158, 493). Primary: Dehydration. Secondary: Starvation.*
- **Tick 4288 (Year 11, Day 328)**: Death - *Agent #41 died at coordinate (176, 476). Primary: Dehydration. Secondary: None.*
- **Tick 4407 (Year 12, Day 87)**: Birth - *Child #64 (Gen 1) born in Colony Beta to Parents #5 and #6.*
- **Tick 4408 (Year 12, Day 88)**: Birth - *Child #65 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 4444 (Year 12, Day 124)**: Birth - *Child #66 (Gen 1) born in Colony Delta to Parents #12 and #15.*
- **Tick 4505 (Year 12, Day 185)**: Death - *Agent #14 died at coordinate (146, 503). Primary: Injury. Secondary: None.*
- **Tick 4541 (Year 12, Day 221)**: Death - *Agent #50 died at coordinate (146, 505). Primary: Injury. Secondary: None.*
- **Tick 4608 (Year 12, Day 288)**: Death - *Agent #55 died at coordinate (152, 499). Primary: Injury. Secondary: Exposure.*
- **Tick 4930 (Year 13, Day 250)**: Death - *Agent #47 died at coordinate (147, 503). Primary: Injury. Secondary: None.*
- **Tick 4954 (Year 13, Day 274)**: Death - *Agent #7 died at coordinate (146, 503). Primary: Old Age. Secondary: Natural Decline.*
- **Tick 5152 (Year 14, Day 112)**: Death - *Agent #53 died at coordinate (144, 505). Primary: Injury. Secondary: None.*
- **Tick 5237 (Year 14, Day 197)**: Death - *Agent #23 died at coordinate (134, 499). Primary: Dehydration. Secondary: Injury.*
- **Tick 5315 (Year 14, Day 275)**: Birth - *Child #67 (Gen 2) born in Colony Gamma to Parents #10 and #17.*
- **Tick 5315 (Year 14, Day 275)**: Milestone - *First grandchild born — the civilization now spans three generations!*
- **Tick 5352 (Year 14, Day 312)**: Death - *Agent #57 died at coordinate (141, 499). Primary: Dehydration. Secondary: None.*
- **Tick 5381 (Year 14, Day 341)**: Death - *Agent #43 died at coordinate (144, 505). Primary: Injury. Secondary: Exposure.*
- **Tick 5479 (Year 15, Day 79)**: Death - *Agent #15 died at coordinate (138, 533). Primary: Dehydration. Secondary: None.*
- **Tick 5480 (Year 15, Day 80)**: Birth - *Child #68 (Gen 2) born in Colony Gamma to Parents #11 and #25.*
- **Tick 5498 (Year 15, Day 98)**: Birth - *Child #69 (Gen 2) born in Colony Alpha to Parents #2 and #26.*
- **Tick 5550 (Year 15, Day 150)**: Death - *Agent #27 died at coordinate (147, 503). Primary: Injury. Secondary: None.*
- **Tick 5579 (Year 15, Day 179)**: Death - *Agent #60 died at coordinate (143, 493). Primary: Dehydration. Secondary: None.*
- **Tick 5649 (Year 15, Day 249)**: Birth - *Child #70 (Gen 2) born in Colony Alpha to Parents #1 and #16.*
- **Tick 5679 (Year 15, Day 279)**: Birth - *Child #71 (Gen 1) born in Colony Gamma to Parents #8 and #10.*
- **Tick 5697 (Year 15, Day 297)**: Birth - *Child #72 (Gen 2) born in Colony Gamma to Parents #17 and #21.*
- **Tick 5842 (Year 16, Day 82)**: Birth - *Child #73 (Gen 2) born in Colony Gamma to Parents #11 and #25.*
- **Tick 5849 (Year 16, Day 89)**: Birth - *Child #74 (Gen 1) born in Colony Beta to Parents #4 and #5.*
- **Tick 5882 (Year 16, Day 122)**: Birth - *Child #75 (Gen 2) born in Colony Gamma to Parents #9 and #29.*
- **Tick 5926 (Year 16, Day 166)**: Death - *Agent #65 died at coordinate (139, 498). Primary: Dehydration. Secondary: None.*
- **Tick 6013 (Year 16, Day 253)**: Birth - *Child #76 (Gen 1) born in Colony Alpha to Parents #1 and #2.*
- **Tick 6047 (Year 16, Day 287)**: Birth - *Child #77 (Gen 1) born in Colony Delta to Parents #12 and #13.*
- **Tick 6087 (Year 16, Day 327)**: Birth - *Child #78 (Gen 2) born in Colony Beta to Parents #6 and #33.*
- **Tick 6144 (Year 17, Day 24)**: Birth - *Child #79 (Gen 2) born in Colony Gamma to Parents #8 and #17.*
- **Tick 6205 (Year 17, Day 85)**: Birth - *Child #80 (Gen 2) born in Colony Gamma to Parents #11 and #25.*
- **Tick 6214 (Year 17, Day 94)**: Birth - *Child #81 (Gen 2) born in Colony Beta to Parents #5 and #22.*
- **Tick 6214 (Year 17, Day 94)**: Milestone - *New population peak reached: 50 alive at tick 6214!*
- **Tick 6291 (Year 17, Day 171)**: Death - *Agent #58 died at coordinate (139, 500). Primary: Dehydration. Secondary: None.*
- **Tick 6480 (Year 18, Day 0)**: Birth - *Child #82 (Gen 1) born in Colony Delta to Parents #12 and #13.*
- **Tick 6583 (Year 18, Day 103)**: Birth - *Child #83 (Gen 2) born in Colony Alpha to Parents #2 and #26.*
- **Tick 6661 (Year 18, Day 181)**: Birth - *Child #84 (Gen 2) born in Colony Beta to Parents #6 and #22.*
- **Tick 6695 (Year 18, Day 215)**: Birth - *Child #85 (Gen 2) born in Colony Gamma to Parents #17 and #21.*
- **Tick 6748 (Year 18, Day 268)**: Death - *Agent #59 died at coordinate (147, 505). Primary: Injury. Secondary: None.*
- **Tick 6899 (Year 19, Day 59)**: Birth - *Child #86 (Gen 2) born in Colony Beta to Parents #5 and #33.*
- **Tick 6943 (Year 19, Day 103)**: Birth - *Child #87 (Gen 1) born in Colony Gamma to Parents #10 and #11.*
- **Tick 6945 (Year 19, Day 105)**: Birth - *Child #88 (Gen 2) born in Colony Alpha to Parents #16 and #26.*
- **Tick 6951 (Year 19, Day 111)**: Death - *Agent #2 died at coordinate (153, 501). Primary: Dehydration. Secondary: Exposure.*
- **Tick 6962 (Year 19, Day 122)**: Death - *Agent #71 died at coordinate (142, 507). Primary: Dehydration. Secondary: Starvation.*
- **Tick 7030 (Year 19, Day 190)**: Death - *Agent #74 died at coordinate (165, 488). Primary: Dehydration. Secondary: None.*
- **Tick 7069 (Year 19, Day 229)**: Birth - *Child #89 (Gen 2) born in Colony Gamma to Parents #17 and #25.*
- **Tick 7069 (Year 19, Day 229)**: Birth - *Child #90 (Gen 2) born in Colony Beta to Parents #22 and #40.*
- **Tick 7091 (Year 19, Day 251)**: Birth - *Child #91 (Gen 2) born in Colony Delta to Parents #12 and #24.*
- **Tick 7097 (Year 19, Day 257)**: Birth - *Child #92 (Gen 2) born in Colony Gamma to Parents #21 and #38.*
- **Tick 7293 (Year 20, Day 93)**: Birth - *Child #93 (Gen 2) born in Colony Beta to Parents #5 and #33.*
- **Tick 7310 (Year 20, Day 110)**: Birth - *Child #94 (Gen 1) born in Colony Gamma to Parents #8 and #10.*
- **Tick 7322 (Year 20, Day 122)**: Birth - *Child #95 (Gen 1) born in Colony Gamma to Parents #9 and #11.*
- **Tick 7357 (Year 20, Day 157)**: Death - *Agent #49 died at coordinate (146, 505). Primary: Injury. Secondary: Exposure.*
- **Tick 7386 (Year 20, Day 186)**: Birth - *Child #96 (Gen 2) born in Colony Alpha to Parents #16 and #26.*
- **Tick 7458 (Year 20, Day 258)**: Birth - *Child #97 (Gen 2) born in Colony Delta to Parents #12 and #45.*
- **Tick 7458 (Year 20, Day 258)**: Milestone - *New population peak reached: 60 alive at tick 7458!*
- **Tick 7461 (Year 20, Day 261)**: Birth - *Child #98 (Gen 2) born in Colony Gamma to Parents #21 and #25.*
- **Tick 7477 (Year 20, Day 277)**: Birth - *Child #99 (Gen 2) born in Colony Delta to Parents #13 and #24.*
- **Tick 7487 (Year 20, Day 287)**: Death - *Agent #70 died at coordinate (144, 500). Primary: Starvation. Secondary: Dehydration.*
- **Tick 7487 (Year 20, Day 287)**: Birth - *Child #100 (Gen 2) born in Colony Gamma to Parents #17 and #48.*
- **Tick 7500 (Year 20, Day 300)**: Birth - *Child #101 (Gen 2) born in Colony Beta to Parents #22 and #40.*
- **Tick 7565 (Year 21, Day 5)**: Death - *Agent #69 died at coordinate (153, 570). Primary: Dehydration. Secondary: Exposure.*
- **Tick 7639 (Year 21, Day 79)**: Death - *Agent #75 died at coordinate (147, 503). Primary: Injury. Secondary: None.*
- **Tick 7656 (Year 21, Day 96)**: Birth - *Child #102 (Gen 2) born in Colony Beta to Parents #5 and #33.*
- **Tick 7680 (Year 21, Day 120)**: Birth - *Child #103 (Gen 1) born in Colony Gamma to Parents #8 and #10.*
- **Tick 7816 (Year 21, Day 256)**: Birth - *Child #104 (Gen 1) born in Colony Gamma to Parents #9 and #11.*
- **Tick 7822 (Year 21, Day 262)**: Birth - *Child #105 (Gen 2) born in Colony Gamma to Parents #21 and #25.*
- **Tick 7842 (Year 21, Day 282)**: Birth - *Child #106 (Gen 1) born in Colony Delta to Parents #12 and #13.*
- **Tick 7845 (Year 21, Day 285)**: Birth - *Child #107 (Gen 2) born in Colony Delta to Parents #24 and #45.*
- **Tick 7866 (Year 21, Day 306)**: Birth - *Child #108 (Gen 2) born in Colony Beta to Parents #22 and #40.*
- **Tick 7952 (Year 22, Day 32)**: Death - *Agent #64 died at coordinate (149, 518). Primary: Starvation. Secondary: Exposure.*
- **Tick 7994 (Year 22, Day 74)**: Birth - *Child #109 (Gen 2) born in Colony Alpha to Parents #1 and #26.*
- **Tick 8002 (Year 22, Day 82)**: Death - *Agent #6 died at coordinate (146, 503). Primary: Injury. Secondary: None.*
- **Tick 8011 (Year 22, Day 91)**: Birth - *Child #110 (Gen 2) born in Colony Gamma to Parents #17 and #48.*
- **Tick 8029 (Year 22, Day 109)**: Death - *Agent #8 died at coordinate (141, 507). Primary: Old Age. Secondary: Dehydration.*
- **Tick 8044 (Year 22, Day 124)**: Birth - *Child #111 (Gen 1) born in Colony Beta to Parents #4 and #5.*
- **Tick 8044 (Year 22, Day 124)**: Birth - *Child #112 (Gen 2) born in Colony Gamma to Parents #10 and #38.*
- **Tick 8179 (Year 22, Day 259)**: Birth - *Child #113 (Gen 2) born in Colony Gamma to Parents #11 and #52.*
- **Tick 8179 (Year 22, Day 259)**: Milestone - *New population peak reached: 70 alive at tick 8179!*
- **Tick 8185 (Year 22, Day 265)**: Birth - *Child #114 (Gen 2) born in Colony Gamma to Parents #21 and #25.*
- **Tick 8209 (Year 22, Day 289)**: Birth - *Child #115 (Gen 2) born in Colony Delta to Parents #12 and #45.*
- **Tick 8225 (Year 22, Day 305)**: Death - *Agent #62 died at coordinate (148, 504). Primary: Starvation. Secondary: None.*
- **Tick 8377 (Year 23, Day 97)**: Death - *Agent #88 died at coordinate (146, 505). Primary: Dehydration. Secondary: None.*
- **Tick 8446 (Year 23, Day 166)**: Death - *Agent #56 died at coordinate (172, 529). Primary: Dehydration. Secondary: Injury.*
- **Tick 8453 (Year 23, Day 173)**: Death - *Agent #99 died at coordinate (134, 517). Primary: Dehydration. Secondary: None.*
- **Tick 8540 (Year 23, Day 260)**: Death - *Agent #87 died at coordinate (159, 559). Primary: Dehydration. Secondary: None.*
- **Tick 8731 (Year 24, Day 91)**: Death - *Agent #10 died at coordinate (146, 504). Primary: Old Age. Secondary: Dehydration.*
- **Tick 8889 (Year 24, Day 249)**: Birth - *Child #116 (Gen 2) born in Colony Gamma to Parents #11 and #48.*
- **Tick 8899 (Year 24, Day 259)**: Birth - *Child #117 (Gen 2) born in Colony Beta to Parents #33 and #40.*
- **Tick 8914 (Year 24, Day 274)**: Birth - *Child #118 (Gen 2) born in Colony Gamma to Parents #29 and #38.*
- **Tick 8963 (Year 24, Day 323)**: Birth - *Child #119 (Gen 2) born in Colony Gamma to Parents #9 and #17.*
- **Tick 8971 (Year 24, Day 331)**: Birth - *Child #120 (Gen 2) born in Colony Gamma to Parents #21 and #25.*
- **Tick 9038 (Year 25, Day 38)**: Death - *Agent #4 died at coordinate (158, 515). Primary: Dehydration. Secondary: Exposure.*
- **Tick 9046 (Year 25, Day 46)**: Death - *Agent #109 died at coordinate (193, 468). Primary: Dehydration. Secondary: Exposure.*
- **Tick 9087 (Year 25, Day 87)**: Death - *Agent #72 died at coordinate (142, 507). Primary: Injury. Secondary: None.*
- **Tick 9260 (Year 25, Day 260)**: Birth - *Child #121 (Gen 2) born in Colony Beta to Parents #22 and #40.*
- **Tick 9263 (Year 25, Day 263)**: Birth - *Child #122 (Gen 2) born in Colony Gamma to Parents #11 and #48.*
- **Tick 9287 (Year 25, Day 287)**: Death - *Agent #104 died at coordinate (141, 503). Primary: Dehydration. Secondary: None.*
- **Tick 9335 (Year 25, Day 335)**: Birth - *Child #123 (Gen 2) born in Colony Gamma to Parents #17 and #25.*
- **Tick 9432 (Year 26, Day 72)**: Birth - *Child #124 (Gen 2) born in Colony Delta to Parents #24 and #45.*
- **Tick 9433 (Year 26, Day 73)**: Birth - *Child #125 (Gen 2) born in Colony Gamma to Parents #21 and #61.*
- **Tick 9446 (Year 26, Day 86)**: Birth - *Child #126 (Gen 2) born in Colony Gamma to Parents #29 and #38.*
- **Tick 9453 (Year 26, Day 93)**: Birth - *Child #127 (Gen 1) born in Colony Delta to Parents #12 and #13.*
- **Tick 9597 (Year 26, Day 237)**: Birth - *Child #128 (Gen 2) born in Colony Delta to Parents #63 and #66.*
- **Tick 9616 (Year 26, Day 256)**: Death - *Agent #94 died at coordinate (147, 505). Primary: Starvation. Secondary: Dehydration.*
- **Tick 9616 (Year 26, Day 256)**: Birth - *Child #129 (Gen 2) born in Colony Gamma to Parents #9 and #52.*
- **Tick 9645 (Year 26, Day 285)**: Birth - *Child #130 (Gen 2) born in Colony Gamma to Parents #11 and #48.*
- **Tick 9709 (Year 26, Day 349)**: Birth - *Child #131 (Gen 2) born in Colony Gamma to Parents #17 and #25.*
- **Tick 9717 (Year 26, Day 357)**: Death - *Agent #80 died at coordinate (124, 538). Primary: Dehydration. Secondary: None.*
- **Tick 9726 (Year 27, Day 6)**: Birth - *Child #132 (Gen 2) born in Colony Beta to Parents #22 and #40.*
- **Tick 9795 (Year 27, Day 75)**: Birth - *Child #133 (Gen 2) born in Colony Gamma to Parents #21 and #61.*
- **Tick 9824 (Year 27, Day 104)**: Death - *Agent #11 died at coordinate (169, 510). Primary: Dehydration. Secondary: Exposure.*
- **Tick 9838 (Year 27, Day 118)**: Death - *Agent #16 died at coordinate (130, 519). Primary: Dehydration. Secondary: Exposure.*
- **Tick 9860 (Year 27, Day 140)**: Death - *Agent #111 died at coordinate (175, 458). Primary: Dehydration. Secondary: Exposure.*
- **Tick 9948 (Year 27, Day 228)**: Death - *Agent #100 died at coordinate (147, 505). Primary: Injury. Secondary: None.*
- **Tick 10000 (Year 27, Day 280)**: Milestone - *New longest living lineage: Generation 2 agents are alive!*
- **Tick 10183 (Year 28, Day 103)**: Birth - *Child #134 (Gen 2) born in Colony Gamma to Parents #38 and #52.*
- **Tick 10330 (Year 28, Day 250)**: Death - *Agent #91 died at coordinate (150, 500). Primary: Dehydration. Secondary: None.*
- **Tick 10340 (Year 28, Day 260)**: Birth - *Child #135 (Gen 2) born in Colony Delta to Parents #13 and #45.*
- **Tick 10355 (Year 28, Day 275)**: Death - *Agent #113 died at coordinate (139, 496). Primary: Dehydration. Secondary: None.*
- **Tick 10356 (Year 28, Day 276)**: Birth - *Child #136 (Gen 2) born in Colony Gamma to Parents #9 and #29.*
- **Tick 10478 (Year 29, Day 38)**: Death - *Agent #54 died at coordinate (148, 503). Primary: Injury. Secondary: Dehydration.*
- **Tick 10518 (Year 29, Day 78)**: Birth - *Child #137 (Gen 2) born in Colony Gamma to Parents #48 and #61.*
- **Tick 10520 (Year 29, Day 80)**: Death - *Agent #125 died at coordinate (138, 506). Primary: Dehydration. Secondary: None.*
- **Tick 10553 (Year 29, Day 113)**: Birth - *Child #138 (Gen 2) born in Colony Gamma to Parents #17 and #21.*
- **Tick 10563 (Year 29, Day 123)**: Birth - *Child #139 (Gen 2) born in Colony Gamma to Parents #38 and #52.*
- **Tick 10597 (Year 29, Day 157)**: Birth - *Child #140 (Gen 3) born in Colony Gamma to Parents #25 and #68.*
- **Tick 10597 (Year 29, Day 157)**: Milestone - *Generation 3 reached! Max generation in history: 3.*
- **Tick 10686 (Year 29, Day 246)**: Birth - *Child #141 (Gen 2) born in Colony Delta to Parents #24 and #66.*
- **Tick 10701 (Year 29, Day 261)**: Birth - *Child #142 (Gen 2) born in Colony Beta to Parents #22 and #33.*
- **Tick 10718 (Year 29, Day 278)**: Death - *Agent #40 died at coordinate (147, 503). Primary: Injury. Secondary: Dehydration.*
- **Tick 10882 (Year 30, Day 82)**: Birth - *Child #143 (Gen 2) born in Colony Gamma to Parents #48 and #61.*
- **Tick 10917 (Year 30, Day 117)**: Birth - *Child #144 (Gen 2) born in Colony Gamma to Parents #17 and #21.*
- **Tick 10917 (Year 30, Day 117)**: Milestone - *Population recovery — bounced back above 80 (80 alive)!*
- **Tick 10917 (Year 30, Day 117)**: Milestone - *New population peak reached: 80 alive at tick 10917!*
- **Tick 10924 (Year 30, Day 124)**: Birth - *Child #145 (Gen 2) born in Colony Gamma to Parents #29 and #38.*
- **Tick 10926 (Year 30, Day 126)**: Death - *Agent #82 died at coordinate (132, 517). Primary: Dehydration. Secondary: None.*
- **Tick 10948 (Year 30, Day 148)**: Birth - *Child #146 (Gen 2) born in Colony Delta to Parents #12 and #45.*
- **Tick 10977 (Year 30, Day 177)**: Birth - *Child #147 (Gen 2) born in Colony Gamma to Parents #9 and #25.*
- **Tick 11050 (Year 30, Day 250)**: Birth - *Child #148 (Gen 3) born in Colony Gamma to Parents #52 and #68.*
- **Tick 11054 (Year 30, Day 254)**: Birth - *Child #149 (Gen 2) born in Colony Alpha to Parents #26 and #76.*
- **Tick 11060 (Year 30, Day 260)**: Birth - *Child #150 (Gen 2) born in Colony Delta to Parents #24 and #66.*
- **Tick 11126 (Year 30, Day 326)**: Death - *Agent #89 died at coordinate (213, 517). Primary: Dehydration. Secondary: None.*
- **Tick 11189 (Year 31, Day 29)**: Death - *Agent #67 died at coordinate (146, 505). Primary: Injury. Secondary: Dehydration.*
- **Tick 11218 (Year 31, Day 58)**: Death - *Agent #96 died at coordinate (146, 498). Primary: Dehydration. Secondary: Starvation.*
- **Tick 11221 (Year 31, Day 61)**: Birth - *Child #151 (Gen 3) born in Colony Beta to Parents #22 and #78.*
- **Tick 11268 (Year 31, Day 108)**: Birth - *Child #152 (Gen 3) born in Colony Gamma to Parents #48 and #73.*
- **Tick 11288 (Year 31, Day 128)**: Birth - *Child #153 (Gen 2) born in Colony Gamma to Parents #17 and #38.*
- **Tick 11319 (Year 31, Day 159)**: Death - *Agent #108 died at coordinate (147, 505). Primary: Starvation. Secondary: Dehydration.*
- **Tick 11332 (Year 31, Day 172)**: Birth - *Child #154 (Gen 3) born in Colony Gamma to Parents #21 and #79.*
- **Tick 11381 (Year 31, Day 221)**: Death - *Agent #90 died at coordinate (147, 503). Primary: Injury. Secondary: None.*
- **Tick 11410 (Year 31, Day 250)**: Birth - *Child #155 (Gen 2) born in Colony Delta to Parents #12 and #45.*
- **Tick 11417 (Year 31, Day 257)**: Birth - *Child #156 (Gen 2) born in Colony Alpha to Parents #26 and #76.*
- **Tick 11419 (Year 31, Day 259)**: Birth - *Child #157 (Gen 3) born in Colony Gamma to Parents #61 and #68.*
- **Tick 11426 (Year 31, Day 266)**: Birth - *Child #158 (Gen 2) born in Colony Delta to Parents #24 and #63.*
- **Tick 11433 (Year 31, Day 273)**: Birth - *Child #159 (Gen 2) born in Colony Gamma to Parents #9 and #25.*
- **Tick 11565 (Year 32, Day 45)**: Death - *Agent #93 died at coordinate (147, 505). Primary: Starvation. Secondary: None.*
- **Tick 11591 (Year 32, Day 71)**: Birth - *Child #160 (Gen 3) born in Colony Beta to Parents #22 and #78.*
- **Tick 11597 (Year 32, Day 77)**: Death - *Agent #33 died at coordinate (147, 503). Primary: Injury. Secondary: None.*
- **Tick 11625 (Year 32, Day 105)**: Birth - *Child #161 (Gen 3) born in Colony Alpha to Parents #1 and #83.*
- **Tick 11638 (Year 32, Day 118)**: Birth - *Child #162 (Gen 3) born in Colony Gamma to Parents #48 and #73.*
- **Tick 11638 (Year 32, Day 118)**: Milestone - *New population peak reached: 90 alive at tick 11638!*
- **Tick 11668 (Year 32, Day 148)**: Birth - *Child #163 (Gen 2) born in Colony Gamma to Parents #17 and #38.*
- **Tick 11774 (Year 32, Day 254)**: Birth - *Child #164 (Gen 2) born in Colony Delta to Parents #12 and #45.*
- **Tick 11778 (Year 32, Day 258)**: Birth - *Child #165 (Gen 2) born in Colony Alpha to Parents #26 and #76.*
- **Tick 11781 (Year 32, Day 261)**: Death - *Agent #110 died at coordinate (147, 505). Primary: Starvation. Secondary: None.*
- **Tick 11784 (Year 32, Day 264)**: Birth - *Child #166 (Gen 2) born in Colony Gamma to Parents #21 and #61.*
- **Tick 11797 (Year 32, Day 277)**: Death - *Agent #85 died at coordinate (105, 565). Primary: Dehydration. Secondary: None.*
- **Tick 11808 (Year 32, Day 288)**: Birth - *Child #167 (Gen 3) born in Colony Gamma to Parents #68 and #79.*
- **Tick 11810 (Year 32, Day 290)**: Birth - *Child #168 (Gen 2) born in Colony Gamma to Parents #9 and #25.*
- **Tick 11811 (Year 32, Day 291)**: Birth - *Child #169 (Gen 2) born in Colony Delta to Parents #24 and #66.*
- **Tick 11833 (Year 32, Day 313)**: Death - *Agent #102 died at coordinate (140, 505). Primary: Starvation. Secondary: None.*
- **Tick 11909 (Year 33, Day 29)**: Death - *Agent #122 died at coordinate (142, 507). Primary: Starvation. Secondary: None.*
- **Tick 11945 (Year 33, Day 65)**: Death - *Agent #101 died at coordinate (139, 505). Primary: Starvation. Secondary: Dehydration.*
- **Tick 11963 (Year 33, Day 83)**: Death - *Agent #84 died at coordinate (138, 485). Primary: Dehydration. Secondary: Injury.*
- **Tick 11970 (Year 33, Day 90)**: Death - *Agent #13 died at coordinate (146, 503). Primary: Old Age. Secondary: Natural Decline.*
- **Tick 12065 (Year 33, Day 185)**: Death - *Agent #118 died at coordinate (147, 505). Primary: Starvation. Secondary: None.*
- **Tick 12093 (Year 33, Day 213)**: Death - *Agent #120 died at coordinate (144, 505). Primary: Starvation. Secondary: None.*
- **Tick 12136 (Year 33, Day 256)**: Birth - *Child #170 (Gen 3) born in Colony Beta to Parents #81 and #86.*
- **Tick 12254 (Year 34, Day 14)**: Death - *Agent #143 died at coordinate (147, 505). Primary: Injury. Secondary: None.*
- **Tick 12377 (Year 34, Day 137)**: Death - *Agent #157 died at coordinate (165, 485). Primary: Dehydration. Secondary: None.*
- **Tick 12449 (Year 34, Day 209)**: Death - *Agent #77 died at coordinate (146, 505). Primary: Injury. Secondary: Exposure.*
- **Tick 12485 (Year 34, Day 245)**: Birth - *Child #171 (Gen 3) born in Colony Gamma to Parents #73 and #95.*
- **Tick 12492 (Year 34, Day 252)**: Birth - *Child #172 (Gen 2) born in Colony Delta to Parents #63 and #66.*
- **Tick 12495 (Year 34, Day 255)**: Birth - *Child #173 (Gen 2) born in Colony Gamma to Parents #9 and #48.*
- **Tick 12621 (Year 35, Day 21)**: Death - *Agent #106 died at coordinate (146, 505). Primary: Injury. Secondary: Exposure.*
- **Tick 12663 (Year 35, Day 63)**: Birth - *Child #174 (Gen 3) born in Colony Beta to Parents #22 and #81.*
- **Tick 12674 (Year 35, Day 74)**: Birth - *Child #175 (Gen 3) born in Colony Alpha to Parents #26 and #83.*
- **Tick 12676 (Year 35, Day 76)**: Birth - *Child #176 (Gen 2) born in Colony Gamma to Parents #21 and #25.*
- **Tick 12678 (Year 35, Day 78)**: Birth - *Child #177 (Gen 2) born in Colony Delta to Parents #24 and #45.*
- **Tick 12683 (Year 35, Day 83)**: Birth - *Child #178 (Gen 3) born in Colony Gamma to Parents #61 and #68.*
- **Tick 12690 (Year 35, Day 90)**: Death - *Agent #140 died at coordinate (131, 565). Primary: Dehydration. Secondary: None.*
- **Tick 12703 (Year 35, Day 103)**: Birth - *Child #179 (Gen 3) born in Colony Gamma to Parents #38 and #98.*
- **Tick 12712 (Year 35, Day 112)**: Death - *Agent #165 died at coordinate (138, 498). Primary: Dehydration. Secondary: None.*
- **Tick 12761 (Year 35, Day 161)**: Death - *Agent #161 died at coordinate (158, 484). Primary: Dehydration. Secondary: Exposure.*
- **Tick 12770 (Year 35, Day 170)**: Death - *Agent #146 died at coordinate (146, 503). Primary: Dehydration. Secondary: Starvation.*
- **Tick 12819 (Year 35, Day 219)**: Death - *Agent #167 died at coordinate (193, 460). Primary: Dehydration. Secondary: Exposure.*
- **Tick 12855 (Year 35, Day 255)**: Birth - *Child #180 (Gen 3) born in Colony Gamma to Parents #73 and #95.*
- **Tick 12865 (Year 35, Day 265)**: Birth - *Child #181 (Gen 2) born in Colony Gamma to Parents #17 and #48.*
- **Tick 12867 (Year 35, Day 267)**: Birth - *Child #182 (Gen 3) born in Colony Gamma to Parents #92 and #105.*
- **Tick 12898 (Year 35, Day 298)**: Death - *Agent #158 died at coordinate (142, 499). Primary: Dehydration. Secondary: None.*
- **Tick 12912 (Year 35, Day 312)**: Death - *Agent #156 died at coordinate (154, 497). Primary: Starvation. Secondary: None.*
- **Tick 13035 (Year 36, Day 75)**: Birth - *Child #183 (Gen 2) born in Colony Alpha to Parents #26 and #76.*
- **Tick 13037 (Year 36, Day 77)**: Birth - *Child #184 (Gen 3) born in Colony Delta to Parents #66 and #107.*
- **Tick 13058 (Year 36, Day 98)**: Birth - *Child #185 (Gen 3) born in Colony Gamma to Parents #68 and #79.*
- **Tick 13063 (Year 36, Day 103)**: Birth - *Child #186 (Gen 3) born in Colony Beta to Parents #22 and #81.*
- **Tick 13076 (Year 36, Day 116)**: Birth - *Child #187 (Gen 2) born in Colony Gamma to Parents #25 and #38.*
- **Tick 13085 (Year 36, Day 125)**: Birth - *Child #188 (Gen 2) born in Colony Gamma to Parents #9 and #21.*
- **Tick 13094 (Year 36, Day 134)**: Birth - *Child #189 (Gen 2) born in Colony Delta to Parents #24 and #45.*
- **Tick 13140 (Year 36, Day 180)**: Birth - *Child #190 (Gen 3) born in Colony Gamma to Parents #29 and #98.*
- **Tick 13209 (Year 36, Day 249)**: Birth - *Child #191 (Gen 3) born in Colony Gamma to Parents #61 and #112.*
- **Tick 13229 (Year 36, Day 269)**: Birth - *Child #192 (Gen 3) born in Colony Beta to Parents #78 and #86.*
- **Tick 13229 (Year 36, Day 269)**: Milestone - *Population reached 100! (100 alive)*
- **Tick 13229 (Year 36, Day 269)**: Milestone - *New population peak reached: 100 alive at tick 13229!*
- **Tick 13235 (Year 36, Day 275)**: Birth - *Child #193 (Gen 3) born in Colony Gamma to Parents #73 and #105.*
- **Tick 13279 (Year 36, Day 319)**: Birth - *Child #194 (Gen 3) born in Colony Gamma to Parents #17 and #114.*
- **Tick 13358 (Year 37, Day 38)**: Birth - *Child #195 (Gen 2) born in Colony Gamma to Parents #48 and #95.*


---

### 8. Conclusion
This simulation run demonstrates that physical constraints—namely resource scarcity—are the primary catalysts for technological progression (shelter construction) and genetic specialization. The performance metrics confirm that spatial grid binning sustains high tick rates even at maximum carrying capacity. Future investigations will introduce complex linguistic communication and trade networks to study the next phase of civilization emergence.
