Learning & research

Era of Experience

Trace experience-driven learning through a mission, audit and verification workflow.

A CLOSER LOOK

How can an experience stream be audited after learning?

For evaluators: trace synthetic experiences into rewards, owner controls and an independently readable verification record.

REAL REPOSITORY MATERIAL

Inspect. Understand. Reproduce.

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demo/Era-Of-Experience-v0/scenario/experience-stream.json

Select a walkthrough step to explore its source.

Full source text
{
  "version": "0.1",
  "title": "Era of Experience Hyperstream",
  "description": "Simulated day-one deployment where AGI Jobs v0 (v2) orchestrates streaming labour interactions and composes experience-native rewards aligned with Silver & Sutton's thesis.",
  "agents": [
    {
      "id": "agent-aegis",
      "name": "Aegis Hyper-Operator",
      "specialization": ["deep-research", "quant-analysis", "mission-control"],
      "reliability": 0.94,
      "velocity": 1.25,
      "operatingCost": 11.5,
      "adaptability": 0.72,
      "energyFootprint": 0.32
    },
    {
      "id": "agent-celestia",
      "name": "Celestia Orchestrator",
      "specialization": ["creative-labs", "narrative-design", "strategy"],
      "reliability": 0.88,
      "velocity": 1.1,
      "operatingCost": 8.4,
      "adaptability": 0.81,
      "energyFootprint": 0.27
    },
    {
      "id": "agent-nova",
      "name": "Nova Expansion Architect",
      "specialization": ["market-expansion", "operations", "legal-compliance"],
      "reliability": 0.79,
      "velocity": 0.95,
      "operatingCost": 6.8,
      "adaptability": 0.9,
      "energyFootprint": 0.21
    },
    {
      "id": "agent-orion",
      "name": "Orion Sentinel Engineer",
      "specialization": ["infrastructure", "security", "automation"],
      "reliability": 0.91,
      "velocity": 1.35,
      "operatingCost": 13.7,
      "adaptability": 0.64,
      "energyFootprint": 0.34
    }
  ],
  "jobStreams": [
    {
      "id": "stream-quant-alpha",
      "category": "Quantitative Intelligence",
      "complexity": 8,
      "value": 220,
      "reward": 90,
      "latencyTargetHours": 12,
      "criticality": 0.95,
      "experienceRequired": 0.7,
      "sustainabilityTarget": 0.35,
      "volume": 60
    },
    {
      "id": "stream-narrative",
      "category": "Narrative Experience",
      "complexity": 5,
      "value": 130,
      "reward": 55,
      "latencyTargetHours": 18,
      "criticality": 0.75,
      "experienceRequired": 0.5,
      "sustainabilityTarget": 0.3,
      "volume": 80
    },
    {
      "id": "stream-expansion",
      "category": "Global Expansion",
      "complexity": 7,
      "value": 170,
      "reward": 68,
      "latencyTargetHours": 24,
      "criticality": 0.85,
      "experienceRequired": 0.65,
      "sustainabilityTarget": 0.28,
      "volume": 55
    },
    {
      "id": "stream-sentinel",
      "category": "Sentinel Automation",
      "complexity": 9,
      "value": 260,
      "reward": 102,
      "latencyTargetHours": 10,
      "criticality": 0.98,
      "experienceRequired": 0.75,
      "sustainabilityTarget": 0.33,
      "volume": 45
    }
  ],
  "deterministicSeed": "era-of-experience-alpha",
  "owner": {
    "name": "Era Experience Owner",
    "safe": "0x1111111111111111111111111111111111111111"
  }
}

SHA-256 62a9cbace1af148e5c45c5b4c64ef39e8c9aac323f3193bfb9c549555a3fdda0

FROM READING TO A REPRODUCIBLE RUN

Try the selected path.

Node.js workspace

Run from the repository root after nvm install, nvm use and npm ci. Use the versions pinned in .nvmrc and package.json. Commands below describe the selected path; optional app/server packages can have their own locked dependencies.

Complete environment setup ↗
SELECTED EXECUTION PATH
npm run demo:era-of-experience
npm run demo:era-of-experience:audit
npm run demo:era-of-experience:verify

What you should observe

Run, audit and verifier artifacts are generated under this demo’s reports directory. Compare the new summary, audit and verification together.

The source inspector above reads bundled repository material. Local commands run separately on your computer. Recorded examples may contain historical timestamps, placeholders and simulated metrics.

MAKE IT YOUR OWN

One useful experiment.

Modify a copied reward configuration, regenerate the run, and compare the audit. Explain which behavior changed and which verification properties stayed the same.

THE SYSTEM, MADE VISIBLE

Architecture & relationships

Architecture diagram · source preserved below
View original Mermaid source
graph TD
    A["🌐 Experience Streams (Era of Experience Hyperstream)"] --> B["🎛️ Orchestrator Policy"]
    B -->|Baseline| C["142 Baseline Completions"]
    B -->|RL Adaptive| D["190 Experience-Native Wins"]
    D --> E["📈 GMV 46891.1"]
    E --> F["💡 Reward Composer"]
    F --> G["🧠 Experience Buffer (240 events)"]
    G --> H["⚙️ Trainer + Policy Updates"]
    H --> B
    F --> I["🛰️ Owner Controls"]
    I -->|Exploration 0.15| B
All standalone flowcharts (6)

WHEN SOMETHING DOESN’T MATCH

Troubleshooting

A command or service fails

Start at the first error, confirm the working directory and pinned toolchain, then follow the linked component guide. Optional packages and provider services have separate prerequisites.

A report looks successful but lacks evidence

Check its source revision, configuration, timestamps and underlying events. Historical fixtures and generated plans do not prove a fresh execution.

TRACE THE CHECKS

Verification & next steps

2 tracked test source files are available in this directory. Inspect the tests and their environment before choosing a suite; file counts do not establish test results.

Browse the test sources

For live commissioning, consult the production readiness record.

EVERY VARIANT, PRESERVED

Complete document library

REPRODUCE & INSPECT

Registered commands

Run commands from the repository root after following this demo's guide. Network and owner actions require their documented setup.

npm run demo:era-of-experience
npm run demo:era-of-experience:audit
npm run demo:era-of-experience:verify

Full command catalog and troubleshooting ↗

ORIGINAL DIRECTORYdemo/Era-Of-Experience-v0View on GitHub ↗