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

Meta-Agentic Program Synthesis

Mission Summary

Scenario: Sovereign Hyperdrive Forge

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

Composite fitness score: 0.8856

Improvement vs first generation: 0.0372

First success generation: 5

Multi-Angle Verification

Verification attention required

Primary Score

0.8856

Overall verdict: ATTENTION

Resilience Index

0.8477

Stress × entropy × confidence composite

Residual Balance

Mean +1.0680

Std 0.2600

Status: ALERT

Residual Skewness

-0.0173

Status: PASS

Residual Kurtosis

2.5309

Status: PASS

Holdout Divergence

0.0011

Status: PASS

MAE Consistency

0.5118

Status: ALERT

Confidence Interval

0.8745 → 0.8968

Status: PASS

Jackknife Stability

0.8841 → 0.8871

Status: PASS

Monotonicity

Violations: 0

Status: PASS

Stress Suite

Min 0.6886

Status: ALERT

Entropy Shield

0.9432

Status: PASS

Decimal Replay

0.8856

Status: PASS

Variance Ratio

0.2875

Status: PASS

Spectral Energy

0.0054

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 -- 0.874→0.897 --> 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	0.9012	+0.0155
holdout_low_noise	0.9023	+0.0166

Stress Scenario	Score	Status
regime_shift	0.6886	ALERT
signal_dropout	0.8791	PASS
volatility_spike	0.8561	PASS

Gate	Metric	Status
Resilience Index	0.8477	PASS
MAE Consistency	0.5118	ALERT
Bootstrap Interval	0.8745 → 0.8968	PASS
Jackknife Interval	0.8841 → 0.8871	PASS
Monotonicity	0 violation(s)	PASS
Entropy Shield	0.9432 (floor 0.35)	PASS
Decimal Replay	0.8856 (Δ +0.0000)	PASS
Variance Ratio	0.2875	PASS
Spectral Energy	0.0054	PASS
Residual Skewness	-0.0173	PASS
Residual Kurtosis	2.5309	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 Sovereign Hyperdrive Forge 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: 94.6%

Confidence: 100.0%

Capital share: 88.6%

Energy ratio: 88.4%

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: 55.5%

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 51.9% | Confidence 97.2%"] opp2 --> treasury{"Capital 52.2% | Energy 94.3%"} architect --> opp3["Distribution Integrity Council\nImpact 94.6% | Confidence 100.0%"] opp3 --> treasury{"Capital 88.6% | Energy 88.4%"} 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 55.5% | 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 0.8484 (Δ —) Generation 2 : Score 0.8484 (Δ +0.0000) Generation 3 : Score 0.8484 (Δ +0.0000) Generation 4 : Score 0.8498 (Δ +0.0014) Generation 5 : Score 0.8702 (Δ +0.0204) Generation 6 : Score 0.8702 (Δ +0.0000) Generation 7 : Score 0.8702 (Δ +0.0000) Generation 8 : Score 0.8702 (Δ +0.0000) Generation 9 : Score 0.8736 (Δ +0.0034) Generation 10 : Score 0.8822 (Δ +0.0086) Generation 11 : Score 0.8822 (Δ +0.0000) Generation 12 : Score 0.8856 (Δ +0.0034)

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	0.8484	—	0.6352	0.028036	Explored 6 variants \| diversity=6 \| score_range=(0.41, 0.85)
2	0.8484	+0.0000	0.6665	0.020797	Explored 6 variants \| diversity=6 \| score_range=(0.40, 0.85)
3	0.8484	+0.0000	0.7100	0.010651	Explored 6 variants \| diversity=5 \| score_range=(0.54, 0.85)
4	0.8498	+0.0014	0.7847	0.002525	Explored 6 variants \| diversity=6 \| score_range=(0.71, 0.85)
5	0.8702	+0.0204	0.8411	0.000800	Explored 6 variants \| diversity=6 \| score_range=(0.78, 0.87)
6	0.8702	+0.0000	0.8471	0.000229	Explored 6 variants \| diversity=6 \| score_range=(0.82, 0.87)
7	0.8702	+0.0000	0.8486	0.000234	Explored 6 variants \| diversity=5 \| score_range=(0.82, 0.87)
8	0.8702	+0.0000	0.8615	0.000076	Explored 6 variants \| diversity=3 \| score_range=(0.85, 0.87)
9	0.8736	+0.0034	0.8659	0.000066	Explored 6 variants \| diversity=5 \| score_range=(0.85, 0.87)
10	0.8822	+0.0086	0.8731	0.000030	Explored 6 variants \| diversity=5 \| score_range=(0.86, 0.88)
11	0.8822	+0.0000	0.8599	0.000411	Explored 6 variants \| diversity=6 \| score_range=(0.82, 0.88)
12	0.8856	+0.0034	0.8656	0.000405	Explored 6 variants \| diversity=6 \| score_range=(0.83, 0.89)

Simulated Ledger Jobs

Job	Status	Reward	Commitment
Generation 1 validation	COMPLETED	1000.0	6587c1d2880a73c2ae42a8bd4f070b6c0cbaf42fde81a3d21205c30928afcc76
Generation 2 validation	COMPLETED	1000.0	9ea59a392ba2baf57894fce384f14723719f30d65f02dcfceae4d0b205c53768
Generation 3 validation	COMPLETED	1000.0	8aa31ad6edf906c907af294d670a1e339a6b294182ebf30b299525d9d6b9170c
Generation 4 validation	COMPLETED	1000.0	574f8c2190f1c98bbbe6a01ca7126e4fc50fbd35f9553d3f4e0ba2b25541f682
Generation 5 validation	COMPLETED	1000.0	3ac643cc9db4d5beaf13330a15d4720a1dc00ca00c660456325f0c3eab826d0f
Generation 6 validation	COMPLETED	1000.0	6789b50618bea9b753fc98a1c4a84e029cd6858e6351bed95aee7d324090f15c
Generation 7 validation	COMPLETED	1000.0	e8a42762a8644940a360fa09ff71fd7b263b517a6d35d844123c0081d67ad8b7
Generation 8 validation	COMPLETED	1000.0	467f480e71d71627ac107db54cd90eab12800b5d9a68df5177a214ed675c091e
Generation 9 validation	COMPLETED	1000.0	2761c5f78cb93c849a3ab48cb1c40d40cf2df2aa67e3f3f4542897a80bded65a
Generation 10 validation	COMPLETED	1000.0	6a831cd5f95bb62bbdcbdbad47e1705d801ad9aaaea5a34a40d21114d373bc2d
Generation 11 validation	COMPLETED	1000.0	28b49cd42d11f08d305c00bba6b63305f74e96f3ef3ad30ecc695c3c26be245d
Generation 12 validation	COMPLETED	1000.0	4c5151f1f7b18e46f70670956090f63337103130f8a94b258212481ac65509e5

Thermodynamic Reward Flow

Total Rewards

12000.00 simulation credits distributed

Architect retained 1200.00

Top solver: node-1 (3000.00)

Top validator: validator-3 (605.20)

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 (594.82)"] validators --> validator2["validator-2 (599.98)"] validators --> validator3["validator-3 (605.20)"]

Job #1
Total	1000.00
Solver node-1	750.00 (energy 848.4)
Validator validator-1	49.46 (energy 64.5)
Validator validator-2	50.00 (energy 65.5)
Validator validator-3	50.54 (energy 66.5)
Architect	100.00

Job #2
Total	1000.00
Solver node-2	750.00 (energy 848.4)
Validator validator-1	49.49 (energy 67.6)
Validator validator-2	50.00 (energy 68.6)
Validator validator-3	50.51 (energy 69.6)
Architect	100.00

Job #3
Total	1000.00
Solver node-0	750.00 (energy 848.4)
Validator validator-1	49.52 (energy 72.0)
Validator validator-2	50.00 (energy 73.0)
Validator validator-3	50.48 (energy 74.0)
Architect	100.00

Job #4
Total	1000.00
Solver node-1	750.00 (energy 849.8)
Validator validator-1	49.56 (energy 79.5)
Validator validator-2	50.00 (energy 80.5)
Validator validator-3	50.44 (energy 81.5)
Architect	100.00

Job #5
Total	1000.00
Solver node-2	750.00 (energy 870.2)
Validator validator-1	49.59 (energy 85.1)
Validator validator-2	50.00 (energy 86.1)
Validator validator-3	50.41 (energy 87.1)
Architect	100.00

Job #6
Total	1000.00
Solver node-0	750.00 (energy 870.2)
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 870.2)
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 #8
Total	1000.00
Solver node-2	750.00 (energy 870.2)
Validator validator-1	49.60 (energy 87.2)
Validator validator-2	50.00 (energy 88.2)
Validator validator-3	50.40 (energy 89.2)
Architect	100.00

Job #9
Total	1000.00
Solver node-0	750.00 (energy 873.6)
Validator validator-1	49.60 (energy 87.6)
Validator validator-2	50.00 (energy 88.6)
Validator validator-3	50.40 (energy 89.6)
Architect	100.00

Job #10
Total	1000.00
Solver node-1	750.00 (energy 882.2)
Validator validator-1	49.61 (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 882.2)
Validator validator-1	49.60 (energy 87.0)
Validator validator-2	50.00 (energy 88.0)
Validator validator-3	50.40 (energy 89.0)
Architect	100.00

Job #12
Total	1000.00
Solver node-0	750.00 (energy 885.6)
Validator validator-1	49.60 (energy 87.6)
Validator validator-2	50.00 (energy 88.6)
Validator validator-3	50.40 (energy 89.6)
Architect	100.00

Agent Telemetry

node-1

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3450.7

Rewards earned: 3000.00

validator-1

Stake before: 250.00

Stake after: 844.82

Energy logged: 977.9

Rewards earned: 594.82

validator-2

Stake before: 250.00

Stake after: 849.98

Energy logged: 989.9

Rewards earned: 599.98

validator-3

Stake before: 250.00

Stake after: 855.20

Energy logged: 1001.9

Rewards earned: 605.20

node-2

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3471.1

Rewards earned: 3000.00

node-0

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3477.9

Rewards earned: 3000.00