Skip to main content

Reusable agent runtime package boundary

Project description

agent_runtime

agent_runtime is the reusable Python runtime package for executing already-prepared agent work through built-in provider integrations.

Install the distribution as ruhken-agent-runtime and import it as agent_runtime. Python 3.11 or newer is required.

pip install ruhken-agent-runtime

The accepted runtime direction is to ship Claude, Codex, and OpenCode execution inside this package. Consuming projects select a built-in provider, model, effort, credentials, tool policy, invocation directory, and session lifecycle through runtime call arguments; they do not construct provider services, service registries, command builders, provider-session adapters, or provider event parsers.

For complete target signatures and invariants, see the public API reference. For the portable continuation decision, see ADR 0005.

Only the documented import paths are stable. Internal runtime modules may be reorganized as the implementation is split, but ordinary consumers should continue importing from agent_runtime and agent_runtime.runtime.

Consumer Integration

Ordinary consumers should use a caller-owned RuntimeClient and the small package vocabulary such as StageSelection, ToolPolicy, ProviderAuth, and Continuation.

The runtime executes prompts and returns data. Callers own persistence for continuations, invocation records, workflow correlation, durable logs, and any usage-limit grouping policy.

Every run receives an invocation_dir, the host directory where the provider command is launched. Tool policy is explicit: ToolPolicy.NONE forbids provider tools, ToolPolicy.INSPECT_ONLY allows workspace inspection, ToolPolicy.NO_FILE_MUTATION permits tools while forbidding direct workspace file mutation, and ToolPolicy.UNRESTRICTED adds no runtime restriction beyond provider defaults.

Ephemeral Execution

Use ephemeral execution for an already-rendered prompt when the runtime should not prepare provider-session continuity. Tool policy is explicit; ToolPolicy.NONE is the closed no-tools value.

from pathlib import Path

from agent_runtime import ProviderAuth, StageSelection, ToolPolicy
from agent_runtime.runtime import EphemeralRunRequest, RuntimeClient

runtime = RuntimeClient()

result = await runtime.run_ephemeral(
    EphemeralRunRequest(
        prompt=rendered_prompt,
        invocation_dir=Path("."),
        stage=StageSelection(
            service="claude",
            model="sonnet",
            effort="medium",
        ),
        provider_auth=ProviderAuth(
            claude_code_oauth_token=claude_code_oauth_token,
        ),
        tool_policy=ToolPolicy.NONE,
    )
)

if result.kind == "completed":
    print(result.output)
    print(result.usage)

Ephemeral execution does not return a continuation and does not require session storage inputs.

New-Session Execution

Use new-session execution when the runtime should preserve provider transcript continuity and return an opaque portable Continuation for later calls. A completed session-backed run always returns output text and a meaningful continuation.

from pathlib import Path

from agent_runtime import ProviderAuth, StageSelection, ToolPolicy
from agent_runtime.runtime import NewSessionRunRequest, RuntimeClient

runtime = RuntimeClient()

result = await runtime.run_new_session(
    NewSessionRunRequest(
        prompt=rendered_prompt,
        invocation_dir=Path("."),
        stage=StageSelection(
            service="opencode",
            model="deepseek-v4-flash",
            effort="medium",
        ),
        provider_auth=ProviderAuth(opencode_api_key=opencode_api_key),
        tool_policy=ToolPolicy.NO_FILE_MUTATION,
    )
)

if result.kind == "completed":
    print(result.output)
    continuation = result.result.continuation

Callers persist the continuation object wherever they want. The continuation is a resume token, not a public schema for provider state, display data, or policy decisions.

Resumed-Session Execution

Use resumed-session execution to continue an existing provider-session continuity chain. The continuation fixes the selected service and tool policy. Resumed execution does not perform fallback and only allows model or effort overrides.

from pathlib import Path

from agent_runtime import ProviderAuth
from agent_runtime.runtime import ResumedSessionRunRequest, RuntimeClient

runtime = RuntimeClient()

result = await runtime.run_resumed_session(
    ResumedSessionRunRequest(
        prompt=rendered_prompt,
        invocation_dir=Path("."),
        continuation=continuation,
        provider_auth=ProviderAuth(opencode_api_key=opencode_api_key),
    )
)

if result.kind == "completed":
    print(result.output)
    continuation = result.result.continuation

Invocation Records

The runtime may return structured invocation records for callers that want traces. Callers decide if, where, and how to persist those records. The runtime does not own durable log file names, directories, retention, or cleanup policy.

Runtime Outcomes

Lifecycle entrypoints return RuntimeOutcome. Completed work has kind == "completed" and carries the completed result on result.result. When a provider reports usage, the outcome also carries usage with input tokens, output tokens, cache-read input tokens, cache-creation input tokens, optional cost, and optional provider duration.

Expected interruptions are normal outcomes: usage_limited, no_service_available, cancelled, timed_out, and retryable_provider_failure. Session-backed interruption outcomes may carry continuation only when provider progress made resume meaningful, and they always report invocation_progress.

Usage-limit outcomes expose provider and service facts such as service name, account label, reset time, invocation progress, provider usage, and continuation state. Caller workflow grouping and retry/sleep policy stay outside the runtime package.

Exceptional failures remain errors: malformed runtime inputs, credential problems, hard provider failures, adapter/protocol bugs, unclassified provider failures, and unexpected exceptions.

Project details


Download files

Download the file for your platform. If you're not sure which to choose, learn more about installing packages.

Source Distribution

ruhken_agent_runtime-0.2.3.tar.gz (163.1 kB view details)

Uploaded Source

Built Distribution

If you're not sure about the file name format, learn more about wheel file names.

ruhken_agent_runtime-0.2.3-py3-none-any.whl (51.6 kB view details)

Uploaded Python 3

File details

Details for the file ruhken_agent_runtime-0.2.3.tar.gz.

File metadata

  • Download URL: ruhken_agent_runtime-0.2.3.tar.gz
  • Upload date:
  • Size: 163.1 kB
  • Tags: Source
  • Uploaded using Trusted Publishing? Yes
  • Uploaded via: twine/6.1.0 CPython/3.13.12

File hashes

Hashes for ruhken_agent_runtime-0.2.3.tar.gz
Algorithm Hash digest
SHA256 7da0b122ced2dfb3af597de75d0b17959f0ca724a034ce75c3cd5757057ddabc
MD5 b3db0bc1e9a6f49f08a9418bb33f32eb
BLAKE2b-256 4380abbb07235aaf66f289b2e606feb351646f4655c1b16bf112d627397f700e

See more details on using hashes here.

Provenance

The following attestation bundles were made for ruhken_agent_runtime-0.2.3.tar.gz:

Publisher: publish.yml on Johannes-Kutsch/agent_runtime

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

File details

Details for the file ruhken_agent_runtime-0.2.3-py3-none-any.whl.

File metadata

File hashes

Hashes for ruhken_agent_runtime-0.2.3-py3-none-any.whl
Algorithm Hash digest
SHA256 e0248e5c5bbace624a8417b2478bdb73808e47703eb0cc35b02e9eb39440aeb2
MD5 52396140bee3cabfdcb941eca5ea9e41
BLAKE2b-256 e4f926012930e8345caab409542b21ca62ace862cb40e83122f9061f7b4010d8

See more details on using hashes here.

Provenance

The following attestation bundles were made for ruhken_agent_runtime-0.2.3-py3-none-any.whl:

Publisher: publish.yml on Johannes-Kutsch/agent_runtime

Attestations: Values shown here reflect the state when the release was signed and may no longer be current.

Supported by

AWS Cloud computing and Security Sponsor Datadog Monitoring Depot Continuous Integration Fastly CDN Google Download Analytics Pingdom Monitoring Sentry Error logging StatusPage Status page