ephapsys 0.2.15

Ephapsys helps you empower and govern AI agents.

Ephapsys SDK

Lightweight SDK for EC-ANN modulation, trusted agent provisioning, and runtime security.

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📦 Installation

pip install ephapsys

Optional feature groups:

pip install "ephapsys[modulation]"
pip install "ephapsys[audio]"
pip install "ephapsys[eval]"
pip install "ephapsys[vision]"      # alias: [video]
pip install "ephapsys[all]"

Choose the profile by workload:

Workload	Install command
Lightweight orchestrator/proxy only	pip install ephapsys
Agent runtime (HelloWorld language)	pip install "ephapsys[modulation]"
Agent runtime (Robot multimodal)	pip install "ephapsys[modulation,audio,vision,embedding]" + pip install webrtcvad sounddevice pyaudio
Modulators/training scripts	pip install "ephapsys[modulation]"
Modulators with full evaluation/report stack	pip install "ephapsys[all]"

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🚀 Quickstart

from ephapsys import TrustedAgent

agent = TrustedAgent.from_env()

ok, report = agent.verify()
if not ok:
    raise RuntimeError(f"Agent blocked: {report}")

agent.prepare_runtime()
print(agent.run("Hello world", model_kind="language"))

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⚙️ Environment Variables

Variable	Description
EPHAPSYS_AGENT_ID	Agent ID/label assigned by AOC
AOC_BASE_URL	API endpoint, e.g. http://localhost:8000
AOC_ORG_ID	Org identifier (non-secret tenant scope)
AOC_BOOTSTRAP_TOKEN	Bootstrap credential exchanged for short-lived token
AOC_API_KEY	Deprecated compatibility path
EPHAPSYS_STORAGE_DIR	Optional, defaults to .ephapsys_state

AOC_API_KEY is being deprecated in favor of AOC_ORG_ID + AOC_BOOTSTRAP_TOKEN. For edge production, use hardware anchors (tpm, tee, dsim, hsm) and avoid PERSONALIZE_ANCHOR=none.

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🎛️ ModulatorClient

Start / iterate / complete modulation on model templates:

from ephapsys.modulation import ModulatorClient

mod = ModulatorClient(api_base="http://localhost:7001", api_key="dev")
resp = mod.start_job(
    model_template_id="google/gemma-2b",
    variant="ec-ann",
    search_space={"lr": [1e-3, 1e-4]},
    kpi={"accuracy": "max"},
    mode="auto"
)
print(resp)

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🖥️ CLI

The SDK includes a CLI (ephapsys) for working with agents, models, modulation, and certificates.
Authentication is required before most commands.

🔑 Login

ephapsys login --username izzo
Password: ****
✅ Logged in.

This stores a JWT in ~/.ephapsys_state/session.json.

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📦 Models

Register, list, and remove models tied to your org.

# Register
ephapsys model register --provider huggingface --ids google/gemma-2b
ephapsys model register --provider huggingface --ids google/embeddinggemma-300m  google/flan-t5-base
ephapsys model register --provider huggingface --ids microsoft/speecht5_tts
ephapsys model register --provider huggingface --ids google/gemma-2b google/embeddinggemma-300m  microsoft/speecht5_tts

# List (pretty table)
ephapsys model list
name                 provider     status
-----------------------------------------
google/gemma-2b      huggingface  registered
google/embedding...  huggingface  registered

# List (JSON)
ephapsys model list --json

# Remove
ephapsys model remove --provider huggingface --id google/gemma-2b

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🤖 Agents

# List (pretty table)
ephapsys agent list
agent_id     label        status
--------------------------------
agent-123    Sales Bot    registered
agent-456    SupportBot   enabled

# List (JSON)
ephapsys agent list --json

Other agent commands (verify, enable, disable, revoke, export-manifest) are also available.

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📊 Modulation

# Start job
ephapsys mod start --model-template-id google/gemma-2b --variant ec-ann   --search-space '{"lr":[1e-3,1e-4]}' --kpi '{"accuracy":"max"}'

# Report metrics
ephapsys mod metrics --job-id JOB123 --metrics '[{"step":1,"val":0.84}]'

# Request next step
ephapsys mod next --job-id JOB123 --last-metrics '[{"step":1,"val":0.84}]'

# Complete job
ephapsys mod complete --job-id JOB123 --artifacts '{"weights":"s3://..."}'

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🧪 Samples

Access the samples at: https://github.com/ephapsys