Seeded simulation · no provider calls, independent external review, or blockchain payments. Rewards are simulation credits.

Meta-Agentic Program Synthesis

Mission Summary

Scenario: Alpha Efficiency Sweep

Final winning program: λ signal: (base * 1.007) + (trend * -0.677) + sin(cycle * 1.389)

Composite fitness score: 0.8850

Improvement vs first generation: 0.0372

First success generation: 1

Multi-Angle Verification

Verification attention required

Primary Score

0.8850

Overall verdict: ATTENTION

Resilience Index

0.8710

Stress × entropy × confidence composite

Residual Balance

Mean +1.0536

Std 0.2451

Status: ALERT

Residual Skewness

-0.2450

Status: PASS

Residual Kurtosis

2.4381

Status: PASS

Holdout Divergence

0.0030

Status: PASS

MAE Consistency

0.5132

Status: ALERT

Confidence Interval

0.8733 → 0.8994

Status: PASS

Jackknife Stability

0.8825 → 0.8877

Status: PASS

Monotonicity

Violations: 0

Status: PASS

Stress Suite

Min 0.7551

Status: PASS

Entropy Shield

0.9775

Status: PASS

Decimal Replay

0.8850

Status: PASS

Variance Ratio

0.2902

Status: PASS

Spectral Energy

0.0037

Status: PASS

flowchart LR primary[Primary score] --> residual[Residual balance] primary --> holdout[Holdout suite] primary --> mae[MAE score] primary --> stress[Stress battery] primary --> entropy[Entropy shield] primary --> precision[Decimal replay] primary --> variance[Variance ratio] primary --> spectral[Spectral scan] primary --> jackknife[Jackknife sweep] primary --> skewness[Residual skewness] primary --> kurtosis[Residual kurtosis] mae --> bootstrap[Bootstrap CI] holdout --> monotonic[Monotonic audit] mae:::status -- ALERT --> bootstrap residual:::status -- ALERT --> monotonic holdout:::status -- PASS --> monotonic stress:::status -- ≥ 0.72 --> verdict[Final verdict] entropy:::status -- ≥ 0.35 --> verdict precision:::status -- PASS --> verdict variance:::status -- PASS --> verdict spectral:::status -- PASS --> verdict jackknife:::status -- PASS --> verdict skewness:::status -- PASS --> verdict kurtosis:::status -- PASS --> verdict bootstrap:::status -- 0.873→0.899 --> verdict[Final verdict] monotonic:::status -- PASS --> verdict classDef status fill:#0f172a,color:#f8fafc,stroke:#38bdf8,stroke-width:2px class primary,residual,holdout,mae,stress,entropy,precision,variance,spectral,jackknife,skewness,kurtosis,bootstrap,monotonic,verdict status

Holdout	Score	Δ vs primary
holdout_high_noise	0.8929	+0.0079
holdout_low_noise	0.8959	+0.0109

Stress Scenario	Score	Status
regime_shift	0.7551	PASS
signal_dropout	0.8711	PASS
volatility_spike	0.8518	PASS

Gate	Metric	Status
Resilience Index	0.8710	PASS
MAE Consistency	0.5132	ALERT
Bootstrap Interval	0.8733 → 0.8994	PASS
Jackknife Interval	0.8825 → 0.8877	PASS
Monotonicity	0 violation(s)	PASS
Entropy Shield	0.9775 (floor 0.35)	PASS
Decimal Replay	0.8850 (Δ +0.0000)	PASS
Variance Ratio	0.2902	PASS
Spectral Energy	0.0037	PASS
Residual Skewness	-0.2450	PASS
Residual Kurtosis	2.4381	PASS

Opportunity Intelligence

Illustrative opportunity scores derived from this synthetic run.

Alpha Streamliner

Impact score: 54.6%

Confidence: 70.0%

Capital share: 75.0%

Energy ratio: 77.8%

Evolved execution kernels within Alpha Efficiency Sweep now compress solver latency and unlock deeper alpha harvesting.

Entropy Shield Array

Impact score: 98.8%

Confidence: 98.9%

Capital share: 53.9%

Energy ratio: 97.7%

Solver diversity remains thermodynamically balanced; adaptive hedges preserve creativity while the owner controls the envelope.

Distribution Integrity Council

Impact score: 84.4%

Confidence: 100.0%

Capital share: 88.5%

Energy ratio: 88.3%

Residual distributions remain under sovereign governance; skew, kurtosis, and jackknife stability keep probabilistic control in human hands.

Validator Sentience Network

Impact score: 99.8%

Confidence: 50.0%

Capital share: 15.0%

Energy ratio: 22.2%

Commit–reveal validators achieved thermodynamic harmony, holding consensus tight even under synthetic noise injections.

Treasury Resonance Engine

Impact score: 55.5%

Confidence: 93.7%

Capital share: 10.0%

Energy ratio: 0.0%

Owner-governed treasury controls remain responsive; capital can be redeployed instantly into the next sovereign campaign.

graph TD architect[[Sovereign Architect]] treasury((Treasury)) architect --> opp1["Alpha Streamliner\nImpact 54.6% | Confidence 70.0%"] opp1 --> treasury{"Capital 75.0% | Energy 77.8%"} architect --> opp2["Entropy Shield Array\nImpact 98.8% | Confidence 98.9%"] opp2 --> treasury{"Capital 53.9% | Energy 97.7%"} architect --> opp3["Distribution Integrity Council\nImpact 84.4% | Confidence 100.0%"] opp3 --> treasury{"Capital 88.5% | Energy 88.3%"} architect --> opp4["Validator Sentience Network\nImpact 99.8% | Confidence 50.0%"] opp4 --> treasury{"Capital 15.0% | Energy 22.2%"} architect --> opp5["Treasury Resonance Engine\nImpact 55.5% | Confidence 93.7%"] opp5 --> treasury{"Capital 10.0% | Energy 0.0%"}

Architecture Atlas

Simulation architecture graph distilled from this run.

flowchart LR user((Non-technical Visionary)) owner{{Owner Console}} architect[Sovereign Architect] jobs["Jobs Posted (12)"] solvers["Execution Nodes (3)"] validators["Validator Council (3)"] rewards[[Thermodynamic Reward Engine]] user --> architect owner --> architect architect --> jobs jobs --> solvers jobs --> validators solvers --> rewards validators --> rewards rewards --> user

Evolution Timeline

timeline title Evolution Performance section Generations Generation 1 : Score 0.8478 (Δ —) Generation 2 : Score 0.8478 (Δ +0.0000) Generation 3 : Score 0.8478 (Δ +0.0000) Generation 4 : Score 0.8492 (Δ +0.0015) Generation 5 : Score 0.8696 (Δ +0.0204) Generation 6 : Score 0.8696 (Δ +0.0000) Generation 7 : Score 0.8696 (Δ +0.0000) Generation 8 : Score 0.8696 (Δ +0.0000) Generation 9 : Score 0.8735 (Δ +0.0039) Generation 10 : Score 0.8819 (Δ +0.0083) Generation 11 : Score 0.8819 (Δ +0.0000) Generation 12 : Score 0.8850 (Δ +0.0031)

Owner Command Ledger

#	Timestamp	Action	Parameters
No owner interventions were required.

Governance Timelock

#	Action	ETA	Status	Payload
No timelocked actions were scheduled.

Evolutionary Trajectory

Generation	Best Score	Δ vs prev	Average Score	Variance	Notes
1	0.8478	—	0.6299	0.029415	Explored 6 variants \| diversity=6 \| score_range=(0.39, 0.85)
2	0.8478	+0.0000	0.6627	0.021255	Explored 6 variants \| diversity=6 \| score_range=(0.39, 0.85)
3	0.8478	+0.0000	0.7069	0.010903	Explored 6 variants \| diversity=5 \| score_range=(0.54, 0.85)
4	0.8492	+0.0015	0.7820	0.002671	Explored 6 variants \| diversity=6 \| score_range=(0.70, 0.85)
5	0.8696	+0.0204	0.8400	0.000855	Explored 6 variants \| diversity=6 \| score_range=(0.78, 0.87)
6	0.8696	+0.0000	0.8466	0.000226	Explored 6 variants \| diversity=6 \| score_range=(0.82, 0.87)
7	0.8696	+0.0000	0.8481	0.000225	Explored 6 variants \| diversity=5 \| score_range=(0.82, 0.87)
8	0.8696	+0.0000	0.8607	0.000080	Explored 6 variants \| diversity=3 \| score_range=(0.85, 0.87)
9	0.8735	+0.0039	0.8653	0.000070	Explored 6 variants \| diversity=5 \| score_range=(0.85, 0.87)
10	0.8819	+0.0083	0.8728	0.000030	Explored 6 variants \| diversity=5 \| score_range=(0.86, 0.88)
11	0.8819	+0.0000	0.8595	0.000417	Explored 6 variants \| diversity=6 \| score_range=(0.82, 0.88)
12	0.8850	+0.0031	0.8652	0.000405	Explored 6 variants \| diversity=6 \| score_range=(0.82, 0.88)

Simulated Ledger Jobs

Job	Status	Reward	Commitment
Generation 1 validation	COMPLETED	1000.0	48c4d438c481e4f9b2f45fda2770b0c3c1e100a9b1a9471a4c7789ab896abd6f
Generation 2 validation	COMPLETED	1000.0	f03feaf6dd1844df1aa6451305a65b3eab2cc17087e68718c1246416b37f249d
Generation 3 validation	COMPLETED	1000.0	fa8120f07f13b9a2d5d4c06380766303c7b6baa583e9206921e6a901adae40b8
Generation 4 validation	COMPLETED	1000.0	6ac53365a45ae75b56ad0db08ce742d9057e2f705d3135965991f1b56ecf8b3c
Generation 5 validation	COMPLETED	1000.0	31b0d068f963b130957aac24bea0efa64cc34876541def18a32aae3ec67f841a
Generation 6 validation	COMPLETED	1000.0	78bbc8831e4e1621a34032f39e560c45f27cd454c4d570919244081fd93fc052
Generation 7 validation	COMPLETED	1000.0	d927969df763ec83c357006cda31ebc47e4746fa25c0f163f6f18abb84324a53
Generation 8 validation	COMPLETED	1000.0	4363062d96c4ad85632f16fbc4fc03326386d216c4c3d5f93331350e1ea91ea0
Generation 9 validation	COMPLETED	1000.0	470ce0035d7b5ef15eb0af136c35b69c96760e8bc3aacc05cc7a2ce1f6394335
Generation 10 validation	COMPLETED	1000.0	46fe3dafc072dc091922e9d475bf12afb284414d29e49671a846146e7de42761
Generation 11 validation	COMPLETED	1000.0	84c845023f74c60c12522ea49d30988c1e00b8833d42f76fa6cfbd391da4ee01
Generation 12 validation	COMPLETED	1000.0	525df458868c0451b246cc478202ac87b0e91eeded39be1812ee7bdc8804635c

Thermodynamic Reward Flow

Total Rewards

12000.00 simulation credits distributed

Architect retained 1200.00

Top solver: node-1 (3000.00)

Top validator: validator-3 (605.21)

graph TD pool["Reward Pool 12000.00"] pool --> architectShare["Architect 1200.00"] pool --> solvers[Solvers] solvers --> solver1["node-0 (3000.00)"] solvers --> solver2["node-1 (3000.00)"] solvers --> solver3["node-2 (3000.00)"] pool --> validators[Validators] validators --> validator1["validator-1 (594.81)"] validators --> validator2["validator-2 (599.98)"] validators --> validator3["validator-3 (605.21)"]

Job #1
Total	1000.00
Solver node-1	750.00 (energy 847.8)
Validator validator-1	49.46 (energy 64.0)
Validator validator-2	50.00 (energy 65.0)
Validator validator-3	50.54 (energy 66.0)
Architect	100.00

Job #2
Total	1000.00
Solver node-2	750.00 (energy 847.8)
Validator validator-1	49.49 (energy 67.3)
Validator validator-2	50.00 (energy 68.3)
Validator validator-3	50.52 (energy 69.3)
Architect	100.00

Job #3
Total	1000.00
Solver node-0	750.00 (energy 847.8)
Validator validator-1	49.52 (energy 71.7)
Validator validator-2	50.00 (energy 72.7)
Validator validator-3	50.49 (energy 73.7)
Architect	100.00

Job #4
Total	1000.00
Solver node-1	750.00 (energy 849.2)
Validator validator-1	49.56 (energy 79.2)
Validator validator-2	50.00 (energy 80.2)
Validator validator-3	50.44 (energy 81.2)
Architect	100.00

Job #5
Total	1000.00
Solver node-2	750.00 (energy 869.6)
Validator validator-1	49.59 (energy 85.0)
Validator validator-2	50.00 (energy 86.0)
Validator validator-3	50.41 (energy 87.0)
Architect	100.00

Job #6
Total	1000.00
Solver node-0	750.00 (energy 869.6)
Validator validator-1	49.59 (energy 85.7)
Validator validator-2	50.00 (energy 86.7)
Validator validator-3	50.41 (energy 87.7)
Architect	100.00

Job #7
Total	1000.00
Solver node-1	750.00 (energy 869.6)
Validator validator-1	49.59 (energy 85.8)
Validator validator-2	50.00 (energy 86.8)
Validator validator-3	50.41 (energy 87.8)
Architect	100.00

Job #8
Total	1000.00
Solver node-2	750.00 (energy 869.6)
Validator validator-1	49.60 (energy 87.1)
Validator validator-2	50.00 (energy 88.1)
Validator validator-3	50.40 (energy 89.1)
Architect	100.00

Job #9
Total	1000.00
Solver node-0	750.00 (energy 873.5)
Validator validator-1	49.60 (energy 87.5)
Validator validator-2	50.00 (energy 88.5)
Validator validator-3	50.40 (energy 89.5)
Architect	100.00

Job #10
Total	1000.00
Solver node-1	750.00 (energy 881.9)
Validator validator-1	49.60 (energy 88.3)
Validator validator-2	50.00 (energy 89.3)
Validator validator-3	50.40 (energy 90.3)
Architect	100.00

Job #11
Total	1000.00
Solver node-2	750.00 (energy 881.9)
Validator validator-1	49.60 (energy 86.9)
Validator validator-2	50.00 (energy 87.9)
Validator validator-3	50.40 (energy 88.9)
Architect	100.00

Job #12
Total	1000.00
Solver node-0	750.00 (energy 885.0)
Validator validator-1	49.60 (energy 87.5)
Validator validator-2	50.00 (energy 88.5)
Validator validator-3	50.40 (energy 89.5)
Architect	100.00

Agent Telemetry

node-1

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3448.5

Rewards earned: 3000.00

validator-1

Stake before: 250.00

Stake after: 844.81

Energy logged: 976.0

Rewards earned: 594.81

validator-2

Stake before: 250.00

Stake after: 849.98

Energy logged: 988.0

Rewards earned: 599.98

validator-3

Stake before: 250.00

Stake after: 855.21

Energy logged: 1000.0

Rewards earned: 605.21

node-2

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3468.9

Rewards earned: 3000.00

node-0

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3475.9

Rewards earned: 3000.00