This release is a pre-release and may not be stable for production use.
AKernel Python SDK
akernel-sdk is the Python interface for creating and managing remote AKernel
sandboxes. Applications use one stable API for commands, files, interactive
PTYs, port forwarding, and reverse tunnels.
It supports two backends:
openyuanrong-sandbox(default), using a RESTful API and Rust runtime.openyuanrong-sdk(deprecated compatibility backend), using YuanRong actors and a Python runtime.
Navigation
- AKernel Python SDK
Install and configure
AKernel SDK requires Python 3.10 or newer.
pip install akernel-sdk
To install from source:
python -m pip install ./sdk/python
Configure the public AKernel entrypoint and a signed JWT token:
export AKERNEL_SERVER_ADDRESS="akernel.example.com"
export AKERNEL_TOKEN="<token>"
Address behavior is deterministic:
- A host or IP without a port uses HTTPS/WSS on 443 for the frontend and HTTP on 80 for public sandbox port URLs.
host:portuses that port as a shared HTTPS/WSS endpoint.AKERNEL_GATEWAY_ADDRESSoverrides only the port-forwarding and reverse tunnel gateway for standalone or custom topologies. An override without a scheme uses HTTP/WS. Exec and file transfer continue to useAKERNEL_SERVER_ADDRESS.
The actor-based openyuanrong-sdk backend is deprecated and retained only for
compatibility with existing applications. New applications should use
openyuanrong-sandbox. If compatibility requires the actor backend, install
and select it before importing akernel_sdk:
pip install "akernel-sdk[openyuanrong-sdk]"
export AKERNEL_BACKEND=openyuanrong-sdk
Create a sandbox
from akernel_sdk import Sandbox
with Sandbox(cpu=1000, memory=2048) as sandbox:
result = sandbox.commands.run("printf hello")
print(result.stdout)
The constructor accepts:
Sandbox(
image: str | None = None,
rootfs: S3Config | None = None,
runtime: str = "runsc",
cpu: int = 1000,
memory: int = 4096,
cpu_limit: int = 0,
mem_limit: int = 0,
idle_timeout: int = 300,
schedule_timeout: int = 30,
env: dict[str, str] | None = None,
name: str | None = None,
cwd: str | None = None,
port_forwardings: list[int] | None = None,
mounts: list[Mount] | None = None,
reverse_tunnel: HttpReverseTunnel | None = None,
detached: bool = False,
node_id: str | None = None,
*,
xpu: str | None = None,
storage_mb: int | None = None,
network_policy: NetworkPolicy | None = None,
dockerfile: DockerfileLaunch | None = None,
extra_config: Mapping[str, object] | None = None,
)
Experimental GPU and writable storage
Request a whole NVIDIA GPU by type, exact product model, and count:
with Sandbox(xpu="gpu:l20:1") as sandbox:
print(sandbox.commands.run("nvidia-smi -L").stdout)
The type:model:count value is case-insensitive and canonicalized to lower
case. The model is required and matched exactly; wildcard models are not
supported. The bundled backend currently requires the gVisor runsc runtime
and a node configured for gVisor nvproxy. Runtime compatibility is validated
by the backend rather than the SDK.
Set the writable root filesystem quota in MiB:
with Sandbox(storage_mb=20 * 1024) as sandbox:
print(sandbox.commands.run("df -h /").stdout)
The bundled backend currently requires runsc for an explicit storage_mb
quota and uses sandboxd's disk-backed XFS filestore. Runtime compatibility is
validated by the backend. When storage_mb is omitted, sandboxd retains its
configured default 10 GiB memory-backed writable overlay. See
examples/gpu_sandbox.py and
examples/storage_sandbox.py.
Network ACLs
Omit network_policy to leave all sandbox networking unrestricted. An empty
NetworkPolicy() is equivalent and is omitted from the creation request:
from akernel_sdk import NetworkPolicy, Sandbox
with Sandbox() as unrestricted:
print(unrestricted.commands.run("python3 -c 'import socket; "
"socket.getaddrinfo(\"github.com\", 443)'"))
Block new sandbox flows except the YuanRong control proxy and published sandbox-port routes with the compatibility helper:
with Sandbox(network_policy=NetworkPolicy.block()) as sandbox:
result = sandbox.commands.run("printf 'control plane still works'")
assert result.exit_code == 0
Commands and lifecycle operations continue to work in block mode. The policy
also publishes the sandbox targets required by direct filesystem I/O, reverse
tunnels, and explicit port_forwardings. Replies on those allowed paths are
stateful. Other new network flows remain denied.
Deny conventional DNS lookups for exact names or leading *. suffix
patterns:
policy = NetworkPolicy.deny_dns("github.com", "*.github.com")
with Sandbox(network_policy=policy) as sandbox:
blocked = sandbox.commands.run(
"python3 -c 'import socket; socket.getaddrinfo(\"github.com\", 443)'"
)
assert blocked.exit_code != 0
An exact pattern matches only that name. For example, github.com does not
match api.github.com, while *.github.com matches descendants but not
the apex. Supply both when both should be denied. Patterns are normalized to
lower-case ASCII without a trailing dot; international names are converted to
punycode. Each pattern may be an exact name or begin with one leading
*.. The remaining name is at most 253 characters; each dot-separated label
is 1-63 letters, digits, underscores, or hyphens, and a hyphen cannot start or
end a label. Other wildcard placements and ? are rejected.
Create an egress allowlist with the high-level helper. Rules may select an IPv4 address or CIDR, an exact or leading-wildcard DNS name, TCP or UDP peer ports, and a priority:
from akernel_sdk import NetworkRule, PortRange
policy = NetworkPolicy.allowlist(
[
NetworkRule(
domain="*.example.com",
protocol="tcp",
port_range=PortRange(443),
priority=200,
),
NetworkRule(
cidr="192.0.2.10",
protocol="tcp",
port_range=PortRange(8000, 8010),
),
]
)
with Sandbox(network_policy=policy) as sandbox:
print(sandbox.commands.run("curl https://api.example.com").stdout)
Replace the complete policy of a running sandbox atomically with
update_network_policy. Passing None or an empty NetworkPolicy()
clears the policy and restores unrestricted networking:
with Sandbox() as sandbox:
sandbox.update_network_policy(NetworkPolicy.block())
sandbox.update_network_policy(
NetworkPolicy.deny_dns("github.com", "*.github.com")
)
sandbox.update_network_policy(None)
The desired policy survives sandboxd restarts, explicit reloads, and same-node
failover. Dynamic replacement is supported by the default
openyuanrong-sandbox backend; the actor-based backend rejects it explicitly.
For independent ingress and egress defaults, deny rules, sandbox-side port
ranges, DNS allowlists, or stateless matching, construct the schema v2 model
directly with TrafficPolicy, NetworkRule, DNSPolicy, and DNSRule.
Traffic rules are evaluated by highest priority first; an equal-priority deny
wins. Stateful mode is the default and permits reply traffic. Priority
4294967295 is reserved for control-plane and published-port rules, so user
priorities are limited to 1..4294967294.
In stateless mode, a protected published-port rule covers ingress only; add an
explicit egress rule for the matching sandbox source port when the application
must send a reply. This avoids turning a published port into an unrestricted
egress escape hatch.
Domain traffic rules authorize IPv4 addresses learned from an allowed original DNS query, following its complete CNAME chain. The authorization uses the answer TTL, clamped to 1..3600 seconds, and is replaced when the name is resolved again with an IPv4 A or ANY query. Existing connections that depended on an expired or replaced authorization are removed. Parallel AAAA queries do not revoke IPv4 grants. DNS names not covered by a domain traffic rule can still resolve when the DNS policy allows the query, but their answers do not grant packet access. While a DNS policy or domain traffic rule is active, ordinary TCP and UDP DNS is accepted only through sandboxd's managed resolver; a traffic rule for another port-53 resolver does not bypass it. The resulting enforcement is at IPv4 and transport layers. Another virtual host sharing an authorized address and port is not distinguishable; use an application proxy when hostname-level isolation is required.
Network policy replacement uses whole-policy semantics. The legacy
block_network and dns_blacklist fields cannot be combined with schema v2
sections. DNS policies cover ordinary UDP and TCP DNS and return a refused
response for denied queries; DNS-over-HTTPS and connections to a known IP are
outside DNS filtering. Packet rules are IPv4. sandboxd accepts 256 combined
traffic rules; the backend reserves entries from that limit for the Function
Proxy and each distinct published sandbox port. IPv6 traffic is dropped
whenever a traffic or DNS policy is active, preventing an alternate resolver
from bypassing the IPv4 policy. Arbitrary non-IP Ethernet protocols are
outside the portable ACL contract. Domain and DNS patterns are normalized
through IDNA.
See examples/network_policy.py for the
compatibility modes and generic allowlist. Deployment nodes must have network
ACL support enabled; the bundled standalone, Helm, and Terraform
configurations enable it. Drain existing sandboxes before upgrading a node to
an ACL-enabled sandboxd configuration, as described in the
deployment guide.
Sandbox runtimes
AKernel uses the gVisor runsc runtime when runtime is omitted. Runtime
identifiers and optional extra_config are forwarded to the selected backend
instead of being restricted or interpreted by an SDK-owned registry. Values in
extra_config must be JSON-compatible. The bundled deployment advertises
runsc, Kata Containers, and Firecracker by default when their host
prerequisites are available.
Kata and Firecracker require at least one cluster node whose sandboxd instance
successfully initialized the requested runtime with a usable /dev/kvm
device. Nodes without KVM remain available for runsc workloads and do not
advertise either VM runtime. The bundled Firecracker configuration enables
read-only virtio-fs for OCI/Nydus image roots and read-only host directories,
while retaining EROFS image roots and mounts. OCI image mounts, writable host
binds, GPUs, and nested KVM remain unsupported.
The all-in-one image can optionally package a native Linux runc backend.
Operators build it with AKERNEL_ENABLE_RUNC=true and enable it explicitly
because it provides host-kernel container isolation, not the user-space kernel
boundary of runsc. Guided cloud profiles use
make config ENABLE_RUNC=true; standalone deployments use
AKERNEL_ENABLE_RUNC=true, and direct Helm deployments use
node.config.sandboxd.enableRunc=true. After it is advertised:
with Sandbox(runtime="runc") as sandbox:
print(sandbox.commands.run("uname -s").stdout)
with Sandbox(
runtime="runc",
extra_config={"enableKVM": True},
) as sandbox_with_kvm:
print(sandbox_with_kvm.commands.run("test -c /dev/kvm").exit_code)
enableKVM is owned by the runc backend and requires a usable /dev/kvm on
the selected node. Runc supports OCI/EROFS root filesystems, read-only mounts,
networking, command execution, and the default writable overlay. Experimental
GPU requests remain runsc-only; explicit storage_mb quotas are supported by
runsc and Firecracker. See the
sandbox runtime comparison for the
runtime capability boundaries.
See examples/sandbox_runtime.py for a runnable example.
Commands
Run a foreground command:
result = sandbox.commands.run(
"printf $GREETING",
envs={"GREETING": "hello"},
cwd="/tmp",
timeout=60,
)
print(result.stdout, result.stderr, result.exit_code)
Run and control a background command:
handle = sandbox.commands.run("sleep 30", background=True)
print(handle.pid)
for process in sandbox.commands.list():
print(process.pid, process.command, process.running)
handle.kill()
Enable stdin only when it is needed:
handle = sandbox.commands.run("wc -l", background=True, stdin=True)
handle.send_stdin("one\ntwo\n")
handle.close_stdin()
result = handle.wait(timeout=15)
Foreground commands return a backend-neutral CommandResult. Background
commands return an AKernel CommandHandle; its lifecycle operations are
delegated to the selected backend.
Filesystem
sandbox.files.write("/tmp/message.txt", "hello")
print(sandbox.files.read("/tmp/message.txt"))
sandbox.files.write("/tmp/data.bin", b"\x00\x01")
print(sandbox.files.read("/tmp/data.bin", format="bytes"))
for entry in sandbox.files.list("/tmp"):
print(entry.path, entry.type, entry.size)
sandbox.files.make_dir("/workspace")
sandbox.files.rename("/tmp/message.txt", "/workspace/message.txt")
sandbox.files.remove("/workspace/message.txt")
Copy local files or directories through the frontend exec WebSocket:
sandbox.files.copy_from_local("./project", "/workspace/project")
sandbox.files.copy_to_local("/workspace/result.json", "./result.json")
Interactive PTYs
Use sandbox.pty for an interactive byte stream with stdin, streaming output, terminal resizing, and an exit status:
import sys
from akernel_sdk import Sandbox
def write_output(data: bytes) -> None:
sys.stdout.buffer.write(data)
sys.stdout.buffer.flush()
with Sandbox() as sandbox:
with sandbox.pty.create(on_data=write_output) as session:
session.send_stdin(b"echo hello from PTY\n")
session.resize(rows=40, cols=120)
session.send_stdin(b"exit 7\n")
print(session.wait())
PTY output remains bytes so the SDK does not guess the terminal encoding. Use session.close_stdin() to signal end-of-input while continuing to receive output. A session belongs to its WebSocket connection: closing it terminates the remote interactive process, and reconnecting to an existing session is not supported.
Use sandbox.commands instead when the caller needs separate stdout and stderr, a complete CommandResult, or a controllable background process. The former Shell API and its actor bash_* methods were removed before the v0.1.0 public API was released.
Port forwarding
Declare each sandbox port at creation time:
from akernel_sdk import Sandbox
with Sandbox(port_forwardings=[8080]) as sandbox:
server = sandbox.commands.run(
"python3 -m http.server 8080 --bind 0.0.0.0",
background=True,
)
print(sandbox.get_port_url(8080))
server.kill()
get_port_url() rejects undeclared ports. Pass internal=True only when a
deployment operator explicitly wants the direct Traefik address instead of the
public gateway.
Local failover and reload
Sandbox(failover=True) opts into same-node recovery of the same logical
sandbox after its physical runtime fails. sandbox.reload() requests the same
rollback explicitly. It returns False whenever the rollback is not completed,
including when no usable local anonymous checkpoint exists, the sandbox is
already closed, or the backend reports an operational failure. A successful
reload preserves sandbox.id and the existing commands, filesystem, and PTY
facades.
Recovery points are local and follow the source sandbox lifecycle. They are
created by sandbox workloads through RRT's internal POST /checkpoint
endpoint on /run/akernel/rrt.sock. A successful request returns
{"status":"completed"}; a concurrent checkpoint request returns HTTP 409.
This Unix-socket protocol is experimental and is not a stable public AKernel
SDK interface. The SDK deliberately does not expose checkpoint identifiers,
restore, list, or delete operations.
The bundled runsc and Firecracker runtimes support this recovery flow. The maintained example validates it with runsc and installs curl in the sandbox before calling the internal Unix-socket endpoint, so the default RRT runtime profile is sufficient:
AKERNEL_TEST_RUNTIME=runsc python examples/failover_reload.py
See examples/failover_reload.py for the
internal trigger used during integration. The actor-based
openyuanrong-sdk backend does not support failover or reload.
Reverse tunnels
A reverse tunnel lets sandbox code call an HTTP or HTTPS service reachable from the machine running the SDK:
from akernel_sdk import HttpReverseTunnel, Sandbox
tunnel = HttpReverseTunnel(
target="https://service.example.com",
reverse_port=8765,
listen_port=8766,
connect_timeout=60,
)
with Sandbox(reverse_tunnel=tunnel) as sandbox:
result = sandbox.commands.run(
f"curl {sandbox.reverse_tunnel.url}/health"
)
reverse_port carries the WebSocket tunnel through Traefik. listen_port is
the loopback HTTP listener used inside the sandbox. Consequently,
sandbox.reverse_tunnel.url is always
http://127.0.0.1:<listen_port>, even when target uses HTTPS.
For an HTTPS target, the SDK-side tunnel client performs the TLS handshake and certificate verification. The sandbox application talks only to its loopback HTTP listener. AKernel supports one HTTP/HTTPS reverse tunnel per sandbox and does not expose a general TCP tunnel.
The default openyuanrong-sandbox backend supports custom internal tunnel
ports. Its frontend derives the WebSocket port from the HTTP listener, so
reverse_port must equal listen_port - 1. Both ports are reserved inside
that sandbox while the tunnel is active and must not also appear in
port_forwardings; they do not occupy ports on the SDK host.
Rootfs and mounts
Use a public OCI image:
with Sandbox(image="ubuntu:24.04") as sandbox:
print(sandbox.commands.run("cat /etc/os-release").stdout)
To start the effective OCI image ENTRYPOINT and CMD as the managed sandbox
workload, enable entrypoint inheritance and wait for its exit status:
with Sandbox(image="example/worker:latest", inherit_entrypoint=True) as sandbox:
exit_code = sandbox.wait_entrypoint()
print(exit_code, sandbox.entrypoint_exit_info)
For this image-inheritance path, sandbox.startup_command is None.
wait_entrypoint() returns an integer exit code; entrypoint_exit_info
contains the structured exit details collected by that call. Waiting observes
process exit, not application readiness. An inherited process exiting after
successful sandbox creation does not by itself terminate the sandbox.
For a long-running service, check its application health endpoint separately.
Sandbox(cwd=...) sets the default working directory for subsequent
sandbox.commands.run() calls that omit cwd. With inherit_entrypoint=True,
the image process starts in the image's OCI WORKDIR; the constructor's
cwd does not override it. For example, if the image declares WORKDIR /app:
with Sandbox(
image="example/worker:latest", inherit_entrypoint=True, cwd="/tmp"
) as sandbox:
# The inherited image entrypoint starts in /app.
print(sandbox.commands.run("pwd").stdout) # /tmp
print(sandbox.commands.run("pwd", cwd="/").stdout) # /
Or use an object in S3-compatible storage as the rootfs:
from akernel_sdk import S3Config, Sandbox
rootfs = S3Config(
endpoint="https://s3.example.com",
bucket="akernel-rootfs",
object="ubuntu-24.04/rootfs.img",
access_key="<optional>",
secret_key="<optional>",
)
with Sandbox(rootfs=rootfs) as sandbox:
print(sandbox.commands.run("cat /etc/os-release").stdout)
image and rootfs are mutually exclusive. The SDK generates the backend
wire representation; callers do not pass raw rootfs JSON or override the
runtime inside an S3 object. When neither source is supplied, AKernel sends
only the selected isolation runtime and openYuanRong overlays it onto the
rootfs configured by the deployed service.
Firecracker supports Sandbox(runtime="firecracker", image="ubuntu:24.04")
with the bundled virtio-fs configuration. Both OCI and Nydus roots use the
image manager's directory directly, without conversion to EROFS. The shared
root stays read-only; sandbox writes use its private ext4 overlay. The deployed
default and explicit rootfs S3 objects continue to use raw EROFS images.
The bundled distill-fs supports Nydus RAFS v5. When preparing Nydus images with
nydusify convert, select --fs-version 5 explicitly.
Custom deployments must enable plugin.runtime.firecracker.virtiofs_enabled
and install the matching Firecracker stack and virtiofsd.
The same S3Config type can be used as a read-only mount source:
from akernel_sdk import Mount
mount = Mount(target="/models", type="erofs", s3_config=rootfs)
with Sandbox(mounts=[mount]) as sandbox:
print(sandbox.commands.run("ls /models").stdout)
OCI images can also be mounted read-only:
mount = Mount(target="/opt/tools", image_url="ubuntu:24.04")
Firecracker mounts must instead use type="erofs" with an S3 object containing
a raw EROFS image; it rejects image_url and directory-backed mounts.
Launch from a Dockerfile
Dockerfile direct launch is a supported AKernel SDK capability and will remain available. Its documented strict subset evolves incrementally with production experience; unsupported inputs continue to fail closed. The specific API surface may evolve, with documentation and migration guidance for material changes. It is not a general-purpose Docker build.
FROM supplies only the root filesystem; inherited OCI configuration is not
applied. Precheck the context, then pass its launch configuration to Sandbox:
from akernel_sdk import DockerfileLaunch, LocalDockerContext, Sandbox, check_direct_launch
context = LocalDockerContext("Dockerfile", context_dir=".")
if check_direct_launch(context).direct_launchable:
with Sandbox(dockerfile=DockerfileLaunch(context, run_timeout=300)) as sandbox:
startup = sandbox.startup_command
if startup is not None:
# For a finite CMD/ENTRYPOINT, collect its exit code and output.
result = startup.wait(timeout=60)
print(result.exit_code, result.stdout, result.stderr)
startup_command is a CommandHandle for the Dockerfile's background
CMD/ENTRYPOINT. It is None when auto_start_cmd=False or no startup
command is declared. The handle supports wait(timeout=...) and kill();
construction confirms dispatch, while application readiness requires a
separate health check. For long-running services, perform that check instead
of waiting for exit during startup.
wait_entrypoint() is exclusive to image launches with
inherit_entrypoint=True; calling it on a Dockerfile launch raises
RuntimeError, and entrypoint_exit_info is None. See the
image launch examples for that path.
RUN, COPY, and ADD run on every launch without a snapshot or cache;
unsupported Dockerfiles must be built externally. Read the complete contract,
security boundaries, and supported syntax in
the Dockerfile launch guide. See the
runnable example.
Resources and lifecycle
resources() returns stable NodeInfo values rather than backend objects:
from akernel_sdk import resources
for node in resources():
print(node.id, node.status, node.capacity, node.allocatable, node.labels)
Accelerators appear under keys such as GPU/l20. Capacity is the total card
count and allocatable is the currently free count. ak resources renders the
same information as, for example, gpu/l20 1/4.
Use a context manager or call kill() in a finally block. The SDK does not
delete sandboxes during garbage collection or interpreter exit. Cleanup failures
propagate and can be retried explicitly; existing workload exceptions are
preserved on context exit. Server idle_timeout is a fallback, not a maximum
lifetime.
For a named detached sandbox, explicitly delete it when it is no longer needed:
sandbox = Sandbox(name="worker", detached=True)
sandbox.kill() # closes local clients; remote sandbox remains
Sandbox.delete("worker") # terminates the named remote sandbox
sandbox.id is the physical ID shown by ak list. get_info() returns a
SandboxInfo containing id, state, requested CPU, memory, XPU and storage,
and the OCI image when one was configured.
CLI
The ak CLI is installed with the SDK package:
ak resources
ak list
ak list --quiet
ak exec <sandbox-id>
ak exec <sandbox-id> -- /bin/sh
ak delete <sandbox-id> [<sandbox-id> ...]
It uses the same AKERNEL_SERVER_ADDRESS and AKERNEL_TOKEN environment as
the Python API.
Examples and tests
Maintained examples are under examples/:
basic_usage.pycommand_stdin.pycustom_image.pydockerfile_launch.pyfailover_reload.pygpu_sandbox.pynamed_sandbox.pynetwork_policy.pypty.pyport_forwarding.pyreverse_tunnel.pys3_rootfs_and_mounts.pystorage_sandbox.py
Run unit tests without a deployment:
PYTHONPATH=sdk/python \
python -m unittest discover -s sdk/python/tests/unit -t sdk/python -v
Run the integration suite against a configured deployment:
export AKERNEL_RUN_INTEGRATION=1
PYTHONPATH=sdk/python \
python -m unittest discover -s sdk/python/tests/integration -t sdk/python -v
Set AKERNEL_TEST_RUNTIME=firecracker and AKERNEL_TEST_IMAGE=ubuntu:24.04
to exercise the same suite, including checkpoint/reload, against a virtio-fs
image root. AKERNEL_TEST_IMAGE also accepts a Nydus image reference and
enables a check that writes stay private to each sandbox sharing the image.
The test image must provide an Ubuntu/Debian userspace with apt-get for the
checkpoint test's curl and CA certificate installation. Omit
AKERNEL_TEST_IMAGE to test the deployed default EROFS root.
Load and transfer benchmarks live under benchmarks/ and are
not part of the default test suite.
Public value types
| Type | Fields |
|---|---|
CommandResult |
stdout, stderr, exit_code |
CommandInfo |
pid, command, running |
EntryInfo |
name, path, type, size, permissions, modified_time |
SandboxInfo |
id, state, cpu, memory, image, xpu, storage_mb |
NodeInfo |
id, status, capacity, allocatable, labels |
S3Config |
endpoint, bucket, object, optional credentials |
Mount |
target, one source, and type |
HttpReverseTunnel |
target, reverse_port, listen_port, connect_timeout |
PortRange |
first, last |
NetworkRule |
action, direction, protocol, peer and sandbox port selectors, priority |
TrafficPolicy |
independent ingress/egress defaults, rules, mode |
DNSRule |
pattern, action |
DNSPolicy |
default_action, rules |
NetworkPolicy |
legacy fields or schema v2 traffic and dns sections |
DockerfileLaunch |
context, auto_start_cmd, run_timeout |
DockerContext |
Abstract Dockerfile and build-context source |
DockerContextEntry |
path, kind, mode |
LocalDockerContext |
Local Dockerfile and context implementation |
Metadata
Release files for akernel-sdk 0.1.6rc4
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Total release size: 185.6 kB
Release files / akernel_sdk-0.1.6rc4.tar.gz
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Signed by GitHub Actions, verified by PyPI on Sep 16, 2026.
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