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

Meta-Agentic Program Synthesis

Mission Summary

Scenario: Atlas Market Sentinel

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

Composite fitness score: 0.8748

Improvement vs first generation: 0.0401

First success generation: 1

Multi-Angle Verification

Verification attention required

Primary Score

0.8748

Overall verdict: ATTENTION

Resilience Index

0.8320

Stress × entropy × confidence composite

Residual Balance

Mean +0.9667

Std 0.2448

Status: ALERT

Residual Skewness

+0.0770

Status: PASS

Residual Kurtosis

2.1150

Status: PASS

Holdout Divergence

0.0022

Status: PASS

MAE Consistency

0.4767

Status: ALERT

Confidence Interval

0.8615 → 0.8882

Status: PASS

Jackknife Stability

0.8719 → 0.8777

Status: PASS

Monotonicity

Violations: 0

Status: PASS

Stress Suite

Min 0.6500

Status: ALERT

Entropy Shield

0.9433

Status: PASS

Decimal Replay

0.8748

Status: PASS

Variance Ratio

0.2698

Status: PASS

Spectral Energy

0.0088

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 -- 0.862→0.888 --> 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	0.8656	-0.0092
holdout_low_noise	0.8678	-0.0070

Stress Scenario	Score	Status
regime_shift	0.6500	ALERT
signal_dropout	0.8489	PASS
volatility_spike	0.8079	PASS

Gate	Metric	Status
Resilience Index	0.8320	PASS
MAE Consistency	0.4767	ALERT
Bootstrap Interval	0.8615 → 0.8882	PASS
Jackknife Interval	0.8719 → 0.8777	PASS
Monotonicity	0 violation(s)	PASS
Entropy Shield	0.9433 (floor 0.35)	PASS
Decimal Replay	0.8748 (Δ +0.0000)	PASS
Variance Ratio	0.2698	PASS
Spectral Energy	0.0088	PASS
Residual Skewness	+0.0770	PASS
Residual Kurtosis	2.1150	PASS

Opportunity Intelligence

Illustrative opportunity scores derived from this synthetic run.

Alpha Streamliner

Impact score: 54.1%

Confidence: 70.0%

Capital share: 75.0%

Energy ratio: 77.8%

Evolved execution kernels within Atlas Market Sentinel now compress solver latency and unlock deeper alpha harvesting.

Entropy Shield Array

Impact score: 51.9%

Confidence: 97.2%

Capital share: 52.2%

Energy ratio: 94.3%

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

Distribution Integrity Council

Impact score: 91.5%

Confidence: 100.0%

Capital share: 87.5%

Energy ratio: 87.2%

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

Validator Sentience Network

Impact score: 99.9%

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: 55.1%

Confidence: 93.1%

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 54.1% | Confidence 70.0%"] opp1 --> treasury{"Capital 75.0% | Energy 77.8%"} architect --> opp2["Entropy Shield Array\nImpact 51.9% | Confidence 97.2%"] opp2 --> treasury{"Capital 52.2% | Energy 94.3%"} architect --> opp3["Distribution Integrity Council\nImpact 91.5% | Confidence 100.0%"] opp3 --> treasury{"Capital 87.5% | Energy 87.2%"} architect --> opp4["Validator Sentience Network\nImpact 99.9% | Confidence 50.0%"] opp4 --> treasury{"Capital 15.0% | Energy 22.2%"} architect --> opp5["Treasury Resonance Engine\nImpact 55.1% | Confidence 93.1%"] 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 0.8347 (Δ —) Generation 2 : Score 0.8347 (Δ +0.0000) Generation 3 : Score 0.8347 (Δ +0.0000) Generation 4 : Score 0.8367 (Δ +0.0020) Generation 5 : Score 0.8582 (Δ +0.0215) Generation 6 : Score 0.8582 (Δ +0.0000) Generation 7 : Score 0.8582 (Δ +0.0000) Generation 8 : Score 0.8582 (Δ +0.0000) Generation 9 : Score 0.8639 (Δ +0.0057) Generation 10 : Score 0.8719 (Δ +0.0079) Generation 11 : Score 0.8719 (Δ +0.0000) Generation 12 : Score 0.8748 (Δ +0.0029)

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	0.8347	—	0.5970	0.037956	Explored 6 variants \| diversity=6 \| score_range=(0.33, 0.83)
2	0.8347	+0.0000	0.6817	0.008912	Explored 6 variants \| diversity=6 \| score_range=(0.57, 0.83)
3	0.8347	+0.0000	0.6869	0.011649	Explored 6 variants \| diversity=5 \| score_range=(0.52, 0.83)
4	0.8367	+0.0020	0.7672	0.002868	Explored 6 variants \| diversity=6 \| score_range=(0.69, 0.84)
5	0.8582	+0.0215	0.8272	0.000879	Explored 6 variants \| diversity=6 \| score_range=(0.76, 0.86)
6	0.8582	+0.0000	0.8338	0.000243	Explored 6 variants \| diversity=6 \| score_range=(0.81, 0.86)
7	0.8582	+0.0000	0.8356	0.000224	Explored 6 variants \| diversity=5 \| score_range=(0.81, 0.86)
8	0.8582	+0.0000	0.8486	0.000093	Explored 6 variants \| diversity=3 \| score_range=(0.84, 0.86)
9	0.8639	+0.0057	0.8540	0.000084	Explored 6 variants \| diversity=5 \| score_range=(0.84, 0.86)
10	0.8719	+0.0079	0.8627	0.000036	Explored 6 variants \| diversity=5 \| score_range=(0.85, 0.87)
11	0.8719	+0.0000	0.8479	0.000487	Explored 6 variants \| diversity=6 \| score_range=(0.80, 0.87)
12	0.8748	+0.0029	0.8542	0.000462	Explored 6 variants \| diversity=6 \| score_range=(0.81, 0.87)

Simulated Ledger Jobs

Job	Status	Reward	Commitment
Generation 1 validation	COMPLETED	1000.0	b3ded0807881179137e37d67e41b259d9eba584d02ea5f1d4c5149902d6c730c
Generation 2 validation	COMPLETED	1000.0	75975537d4de55db73653d826c0fc861ed95bfa833da786b8a788a352789ca5d
Generation 3 validation	COMPLETED	1000.0	8bb6dde9f77370e1290201963eaac6c68d63eb72d6171a981f8e611b1fee5999
Generation 4 validation	COMPLETED	1000.0	44c9bb6961abf0fbfcab48944fc6987ce29fa2f2f59e6e361befb8e418538165
Generation 5 validation	COMPLETED	1000.0	1b2a4f79e2371080f723ad99bf75e27b68c72950329a06458c61a2b12064c227
Generation 6 validation	COMPLETED	1000.0	c2f66eb4c4adb18652bc2aa313f0d7f5a330424870ef0359b63ce41bd3124b60
Generation 7 validation	COMPLETED	1000.0	13469cb89ffa2a4c0732cc2f8d8039303003c026cfb41b6e8e7168986d105123
Generation 8 validation	COMPLETED	1000.0	4d1fd9e0f03eefa2cd2fa669bc4d7fed3c1e757ed341d21238ba66524f238db0
Generation 9 validation	COMPLETED	1000.0	a186cee581d2a2db584850c5f64fe8b6845b0708349d579d37ccd25b6961afad
Generation 10 validation	COMPLETED	1000.0	490328119a9412af268f62674013338565c8c9373d4846873115967fbb29a563
Generation 11 validation	COMPLETED	1000.0	559041275936889b9a2f11afd3d4179a319d902b425500f7406e8ad695bed11b
Generation 12 validation	COMPLETED	1000.0	fba72b10f216837c87901b1dc7411a1a878a34b361e1fbe950ebf3e16fbd6549

Thermodynamic Reward Flow

Total Rewards

12000.00 simulation credits distributed

Architect retained 1200.00

Top solver: node-1 (3000.00)

Top validator: validator-3 (605.29)

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 (594.73)"] validators --> validator2["validator-2 (599.98)"] validators --> validator3["validator-3 (605.29)"]

Job #1
Total	1000.00
Solver node-1	750.00 (energy 834.7)
Validator validator-1	49.43 (energy 60.7)
Validator validator-2	50.00 (energy 61.7)
Validator validator-3	50.57 (energy 62.7)
Architect	100.00

Job #2
Total	1000.00
Solver node-2	750.00 (energy 834.7)
Validator validator-1	49.50 (energy 69.2)
Validator validator-2	50.00 (energy 70.2)
Validator validator-3	50.50 (energy 71.2)
Architect	100.00

Job #3
Total	1000.00
Solver node-0	750.00 (energy 834.7)
Validator validator-1	49.50 (energy 69.7)
Validator validator-2	50.00 (energy 70.7)
Validator validator-3	50.50 (energy 71.7)
Architect	100.00

Job #4
Total	1000.00
Solver node-1	750.00 (energy 836.7)
Validator validator-1	49.55 (energy 77.7)
Validator validator-2	50.00 (energy 78.7)
Validator validator-3	50.45 (energy 79.7)
Architect	100.00

Job #5
Total	1000.00
Solver node-2	750.00 (energy 858.2)
Validator validator-1	49.58 (energy 83.7)
Validator validator-2	50.00 (energy 84.7)
Validator validator-3	50.42 (energy 85.7)
Architect	100.00

Job #6
Total	1000.00
Solver node-0	750.00 (energy 858.2)
Validator validator-1	49.59 (energy 84.4)
Validator validator-2	50.00 (energy 85.4)
Validator validator-3	50.41 (energy 86.4)
Architect	100.00

Job #7
Total	1000.00
Solver node-1	750.00 (energy 858.2)
Validator validator-1	49.59 (energy 84.6)
Validator validator-2	50.00 (energy 85.6)
Validator validator-3	50.41 (energy 86.6)
Architect	100.00

Job #8
Total	1000.00
Solver node-2	750.00 (energy 858.2)
Validator validator-1	49.59 (energy 85.9)
Validator validator-2	50.00 (energy 86.9)
Validator validator-3	50.41 (energy 87.9)
Architect	100.00

Job #9
Total	1000.00
Solver node-0	750.00 (energy 863.9)
Validator validator-1	49.60 (energy 86.4)
Validator validator-2	50.00 (energy 87.4)
Validator validator-3	50.40 (energy 88.4)
Architect	100.00

Job #10
Total	1000.00
Solver node-1	750.00 (energy 871.9)
Validator validator-1	49.60 (energy 87.3)
Validator validator-2	50.00 (energy 88.3)
Validator validator-3	50.40 (energy 89.3)
Architect	100.00

Job #11
Total	1000.00
Solver node-2	750.00 (energy 871.9)
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 #12
Total	1000.00
Solver node-0	750.00 (energy 874.8)
Validator validator-1	49.60 (energy 86.4)
Validator validator-2	50.00 (energy 87.4)
Validator validator-3	50.40 (energy 88.4)
Architect	100.00

Agent Telemetry

node-1

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3401.5

Rewards earned: 3000.00

validator-1

Stake before: 250.00

Stake after: 844.73

Energy logged: 961.7

Rewards earned: 594.73

validator-2

Stake before: 250.00

Stake after: 849.98

Energy logged: 973.7

Rewards earned: 599.98

validator-3

Stake before: 250.00

Stake after: 855.29

Energy logged: 985.7

Rewards earned: 605.29

node-2

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3423.0

Rewards earned: 3000.00

node-0

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3431.6

Rewards earned: 3000.00