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

Meta-Agentic Program Synthesis

Mission Summary

Scenario: Imperium Continuum Grid

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

Composite fitness score: 0.8698

Improvement vs first generation: 0.0413

First success generation: Not reached

Multi-Angle Verification

Verification attention required

Primary Score

0.8698

Overall verdict: ATTENTION

Resilience Index

0.7970

Stress × entropy × confidence composite

Residual Balance

Mean +0.9928

Std 0.2749

Status: ALERT

Residual Skewness

-0.0624

Status: PASS

Residual Kurtosis

2.1229

Status: PASS

Holdout Divergence

0.0023

Status: PASS

MAE Consistency

0.4715

Status: ALERT

Confidence Interval

0.8566 → 0.8821

Status: PASS

Jackknife Stability

0.8676 → 0.8716

Status: PASS

Monotonicity

Violations: 0

Status: PASS

Stress Suite

Min 0.5053

Status: ALERT

Entropy Shield

0.9629

Status: PASS

Decimal Replay

0.8698

Status: PASS

Variance Ratio

0.3017

Status: PASS

Spectral Energy

0.0072

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 -- 0.857→0.882 --> 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	0.8702	+0.0004
holdout_low_noise	0.8724	+0.0026

Stress Scenario	Score	Status
regime_shift	0.5053	ALERT
signal_dropout	0.8578	PASS
volatility_spike	0.8082	PASS

Gate	Metric	Status
Resilience Index	0.7970	PASS
MAE Consistency	0.4715	ALERT
Bootstrap Interval	0.8566 → 0.8821	PASS
Jackknife Interval	0.8676 → 0.8716	PASS
Monotonicity	0 violation(s)	PASS
Entropy Shield	0.9629 (floor 0.35)	PASS
Decimal Replay	0.8698 (Δ +0.0000)	PASS
Variance Ratio	0.3017	PASS
Spectral Energy	0.0072	PASS
Residual Skewness	-0.0624	PASS
Residual Kurtosis	2.1229	PASS

Opportunity Intelligence

Illustrative opportunity scores derived from this synthetic run.

Alpha Streamliner

Impact score: 53.8%

Confidence: 70.0%

Capital share: 75.0%

Energy ratio: 77.9%

Evolved execution kernels within Imperium Continuum Grid now compress solver latency and unlock deeper alpha harvesting.

Entropy Shield Array

Impact score: 53.0%

Confidence: 98.1%

Capital share: 53.1%

Energy ratio: 96.3%

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

Distribution Integrity Council

Impact score: 91.9%

Confidence: 100.0%

Capital share: 87.0%

Energy ratio: 86.8%

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: 22.1%

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

Treasury Resonance Engine

Impact score: 54.9%

Confidence: 92.8%

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 53.8% | Confidence 70.0%"] opp1 --> treasury{"Capital 75.0% | Energy 77.9%"} architect --> opp2["Entropy Shield Array\nImpact 53.0% | Confidence 98.1%"] opp2 --> treasury{"Capital 53.1% | Energy 96.3%"} architect --> opp3["Distribution Integrity Council\nImpact 91.9% | Confidence 100.0%"] opp3 --> treasury{"Capital 87.0% | Energy 86.8%"} architect --> opp4["Validator Sentience Network\nImpact 99.9% | Confidence 50.0%"] opp4 --> treasury{"Capital 15.0% | Energy 22.1%"} architect --> opp5["Treasury Resonance Engine\nImpact 54.9% | Confidence 92.8%"] 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 0.8285 (Δ —) Generation 2 : Score 0.8285 (Δ +0.0000) Generation 3 : Score 0.8285 (Δ +0.0000) Generation 4 : Score 0.8307 (Δ +0.0021) Generation 5 : Score 0.8530 (Δ +0.0223) Generation 6 : Score 0.8530 (Δ +0.0000) Generation 7 : Score 0.8530 (Δ +0.0000) Generation 8 : Score 0.8530 (Δ +0.0000) Generation 9 : Score 0.8592 (Δ +0.0062) Generation 10 : Score 0.8672 (Δ +0.0081) Generation 11 : Score 0.8672 (Δ +0.0000) Generation 12 : Score 0.8698 (Δ +0.0026)

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	0.8285	—	0.5662	0.048009	Explored 6 variants \| diversity=6 \| score_range=(0.26, 0.83)
2	0.8285	+0.0000	0.6637	0.011027	Explored 6 variants \| diversity=6 \| score_range=(0.54, 0.83)
3	0.8285	+0.0000	0.6687	0.014640	Explored 6 variants \| diversity=5 \| score_range=(0.48, 0.83)
4	0.8307	+0.0021	0.7600	0.002983	Explored 6 variants \| diversity=6 \| score_range=(0.68, 0.83)
5	0.8530	+0.0223	0.8211	0.000899	Explored 6 variants \| diversity=6 \| score_range=(0.76, 0.85)
6	0.8530	+0.0000	0.8276	0.000257	Explored 6 variants \| diversity=6 \| score_range=(0.80, 0.85)
7	0.8530	+0.0000	0.8295	0.000230	Explored 6 variants \| diversity=5 \| score_range=(0.80, 0.85)
8	0.8530	+0.0000	0.8427	0.000107	Explored 6 variants \| diversity=3 \| score_range=(0.83, 0.85)
9	0.8592	+0.0062	0.8485	0.000096	Explored 6 variants \| diversity=5 \| score_range=(0.83, 0.86)
10	0.8672	+0.0081	0.8578	0.000039	Explored 6 variants \| diversity=5 \| score_range=(0.85, 0.87)
11	0.8672	+0.0000	0.8423	0.000531	Explored 6 variants \| diversity=6 \| score_range=(0.80, 0.87)
12	0.8698	+0.0026	0.8489	0.000491	Explored 6 variants \| diversity=6 \| score_range=(0.80, 0.87)

Simulated Ledger Jobs

Job	Status	Reward	Commitment
Generation 1 validation	COMPLETED	1000.0	e5c0be01830b71b0e9d36c50b05b238fbadb4e26718c43ea2f72c0a17cb79a1f
Generation 2 validation	COMPLETED	1000.0	cc5e443dec48ff6d4c8dc94d43920b067b8cc3d88c93d8571b98ff593116f0a9
Generation 3 validation	COMPLETED	1000.0	b4031eee3198afa929ed1359581a443d7b64c23c5af0c3fbd44372b598637f15
Generation 4 validation	COMPLETED	1000.0	37bc20909896dd1f4b266fdaebd18679425866e04032331d822a0759014f5a8b
Generation 5 validation	COMPLETED	1000.0	c2f6ae0734606b206700d691759ba01b259668b860b2f31d999e9e4ea24fa77e
Generation 6 validation	COMPLETED	1000.0	891a68806b637d17eac7106f2983d2b94bcfae077a3f67646693e930177327bf
Generation 7 validation	COMPLETED	1000.0	3d9a8b542549328e0d64cb336bc97d97c502f660f5a19ccea190ed349cd7315c
Generation 8 validation	COMPLETED	1000.0	fdf1b4b726709f6f4f900093ad16662fb7204f51a725040f45feeb2d14a259ae
Generation 9 validation	COMPLETED	1000.0	2de2fa0f4c4f2c079dcdec4efafbb28cfa5b078311aa01724e738043a976336f
Generation 10 validation	COMPLETED	1000.0	f36617741182f279c8fa50ec7f3ebc7f64107cf45e5d109c0fca15cb97ba10b9
Generation 11 validation	COMPLETED	1000.0	9235b0def2f1bb072305a8f6b0c4286c67627bca30c74683f627209d66de7032
Generation 12 validation	COMPLETED	1000.0	9ab3d5e4052d7dea4a90859d525de3679bc54de644016ae57bda3c429012663d

Thermodynamic Reward Flow

Total Rewards

12000.00 simulation credits distributed

Architect retained 1200.00

Top solver: node-1 (3000.00)

Top validator: validator-3 (605.37)

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 (594.65)"] validators --> validator2["validator-2 (599.98)"] validators --> validator3["validator-3 (605.37)"]

Job #1
Total	1000.00
Solver node-1	750.00 (energy 828.5)
Validator validator-1	49.40 (energy 57.6)
Validator validator-2	50.00 (energy 58.6)
Validator validator-3	50.60 (energy 59.6)
Architect	100.00

Job #2
Total	1000.00
Solver node-2	750.00 (energy 828.5)
Validator validator-1	49.49 (energy 67.4)
Validator validator-2	50.00 (energy 68.4)
Validator validator-3	50.52 (energy 69.4)
Architect	100.00

Job #3
Total	1000.00
Solver node-0	750.00 (energy 828.5)
Validator validator-1	49.49 (energy 67.9)
Validator validator-2	50.00 (energy 68.9)
Validator validator-3	50.51 (energy 69.9)
Architect	100.00

Job #4
Total	1000.00
Solver node-1	750.00 (energy 830.7)
Validator validator-1	49.55 (energy 77.0)
Validator validator-2	50.00 (energy 78.0)
Validator validator-3	50.45 (energy 79.0)
Architect	100.00

Job #5
Total	1000.00
Solver node-2	750.00 (energy 853.0)
Validator validator-1	49.58 (energy 83.1)
Validator validator-2	50.00 (energy 84.1)
Validator validator-3	50.42 (energy 85.1)
Architect	100.00

Job #6
Total	1000.00
Solver node-0	750.00 (energy 853.0)
Validator validator-1	49.58 (energy 83.8)
Validator validator-2	50.00 (energy 84.8)
Validator validator-3	50.42 (energy 85.8)
Architect	100.00

Job #7
Total	1000.00
Solver node-1	750.00 (energy 853.0)
Validator validator-1	49.59 (energy 84.0)
Validator validator-2	50.00 (energy 85.0)
Validator validator-3	50.42 (energy 86.0)
Architect	100.00

Job #8
Total	1000.00
Solver node-2	750.00 (energy 853.0)
Validator validator-1	49.59 (energy 85.3)
Validator validator-2	50.00 (energy 86.3)
Validator validator-3	50.41 (energy 87.3)
Architect	100.00

Job #9
Total	1000.00
Solver node-0	750.00 (energy 859.2)
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 #10
Total	1000.00
Solver node-1	750.00 (energy 867.2)
Validator validator-1	49.60 (energy 86.8)
Validator validator-2	50.00 (energy 87.8)
Validator validator-3	50.40 (energy 88.8)
Architect	100.00

Job #11
Total	1000.00
Solver node-2	750.00 (energy 867.2)
Validator validator-1	49.59 (energy 85.2)
Validator validator-2	50.00 (energy 86.2)
Validator validator-3	50.41 (energy 87.2)
Architect	100.00

Job #12
Total	1000.00
Solver node-0	750.00 (energy 869.8)
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

Agent Telemetry

node-1

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3379.4

Rewards earned: 3000.00

validator-1

Stake before: 250.00

Stake after: 844.65

Energy logged: 949.7

Rewards earned: 594.65

validator-2

Stake before: 250.00

Stake after: 849.98

Energy logged: 961.7

Rewards earned: 599.98

validator-3

Stake before: 250.00

Stake after: 855.37

Energy logged: 973.7

Rewards earned: 605.37

node-2

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3401.7

Rewards earned: 3000.00

node-0

Stake before: 250.00

Stake after: 3250.00

Energy logged: 3410.5

Rewards earned: 3000.00