Nodus changelog

Google Cloud setup waits for new access grants

Fri, 09 Oct 2026 00:00:00 GMT

Cloud Shell setup retries access bindings while a new service account becomes available.

Agent team capacity and measured concurrency

Thu, 08 Oct 2026 00:00:00 GMT

Correct automatic sizing and recorded overlap for shared-sandbox teams.

Restricted tool access for Agents and Sandboxes (Beta)

Thu, 08 Oct 2026 00:00:00 GMT

Allow agent tools to reach named services through the sandbox HTTPS proxy.

Practical guides for compute and reservations

Thu, 08 Oct 2026 00:00:00 GMT

Reproduce Python file recovery, run compute with your coding agent, and plan a reserved-capacity request.

Markdown in agent and inference results

Thu, 08 Oct 2026 00:00:00 GMT

Agent answers and on-demand inference responses render Markdown by default.

Clearer product documentation

Thu, 08 Oct 2026 00:00:00 GMT

Guides and references focus on Nodus workflows and public interfaces.

More GPU configurations and locations

Thu, 08 Oct 2026 00:00:00 GMT

On-demand capacity checks cover more GPU configurations and locations.

Jobs run their initialization command

Thu, 08 Oct 2026 00:00:00 GMT

Job initialization commands and their timeouts reach the execution node.

RL training on small catalog Environments no longer needs task counts

Thu, 08 Oct 2026 00:00:00 GMT

rl.train and rl.grpo_lora size their default task counts to the Environment instead of being refused.

RL training asks for one GPU

Thu, 08 Oct 2026 00:00:00 GMT

RL training or environment evaluation that asks for more than one GPU is refused before it starts, instead of reporting mixed-up results.

Custom RL reward dependencies

Thu, 08 Oct 2026 00:00:00 GMT

Custom RL reward packaging preserves customer names and values containing nodus.

Watching a training run keeps working after its first steps

Thu, 08 Oct 2026 00:00:00 GMT

run.watch() no longer stops with "invalid after token" once a run has logged training steps.

Find the right Nodus compute product

Thu, 08 Oct 2026 00:00:00 GMT

Clearer Compute and Reserved Compute documentation links and public search metadata.

Consistent website typography

Thu, 08 Oct 2026 00:00:00 GMT

One self-hosted font system across the website and documentation.

Cookieless website measurement

Thu, 08 Oct 2026 00:00:00 GMT

Website and documentation analytics without a cookie prompt.

Size subagent work and recover individual tasks

Wed, 07 Oct 2026 00:00:00 GMT

Automatic concurrency, per-run overrides, and retry, redirect or cancel for one shared-sandbox task.

Clearer cloud setup and more reliable cleanup

Wed, 07 Oct 2026 00:00:00 GMT

BYOC setup explains spending and fallback choices, preserves failed AWS execution settings and recovers unfinished cleanup.

Resume unfinished cloud connections

Wed, 07 Oct 2026 00:00:00 GMT

Clear connection states, honest inventory totals and copyable setup commands.

Clearer money, capacity, billing and audit pages in the console

Wed, 07 Oct 2026 00:00:00 GMT

Money reads like $1,284.37, sub-cent amounts read < $0.01, sold-out GPUs say so plainly, auto-recharge that is off hides its amounts, and the audit log names people.

Focused spending and account guides

Wed, 07 Oct 2026 00:00:00 GMT

Find credit, invoice, usage export and spending-limit instructions in the billing guides.

GPUs show their full names

Wed, 07 Oct 2026 00:00:00 GMT

The console, the GPU list and error messages name each GPU in full, such as NVIDIA RTX 4090 · 24 GB.

Verified open-weight on-demand catalog

Wed, 07 Oct 2026 00:00:00 GMT

Public model availability requires a reviewed weight release.

Reserved capacity Marketplace Beta

Wed, 07 Oct 2026 00:00:00 GMT

Submit capacity requests and review reserved-capacity proposals in a separate workspace.

Explore the next directions for Nodus

Wed, 07 Oct 2026 00:00:00 GMT

Discover an AI-native reserved-compute supplier, an agentic research lab, and the Finance concept alongside Nodus Compute.

A new look for the Nodus homepage

Wed, 07 Oct 2026 00:00:00 GMT

Explore AI compute capabilities and compare GPU and CPU configurations from the refreshed homepage.

Training runs show their throughput, hourly rate and cost by time

Wed, 07 Oct 2026 00:00:00 GMT

A training run's page shows its tokens per second while it trains, its hourly rate while it bills, and how long each cost segment lasted.

Estimates of waiting work show no starting and stopping cost

Wed, 07 Oct 2026 00:00:00 GMT

An estimate of work that no capacity can run yet no longer shows a $0.00 starting and stopping cost.

Empty admin lists

Tue, 06 Oct 2026 00:00:00 GMT

Empty operations lists display their empty state instead of crashing the admin console.

Choose inference for your agents

Tue, 06 Oct 2026 00:00:00 GMT

Choose On Demand or your own provider API key for agents and subagents; hosted inference is coming soon.

Agent routing billing and recharge controls

Tue, 06 Oct 2026 00:00:00 GMT

Managed agent routing reserves credits before running, and auto-recharge can be turned off without a saved card.

Coordinate agent tasks in a shared sandbox

Tue, 06 Oct 2026 00:00:00 GMT

Named subtasks wait for prerequisites and coordinate declared output paths.

Start and follow agent work from any interface (Beta)

Tue, 06 Oct 2026 00:00:00 GMT

Start runs in the console and follow the same team progress through CLI, API and MCP.

Ask Nodus in the console

Tue, 06 Oct 2026 00:00:00 GMT

Ask questions, revisit private conversations and review proposed changes before they run.

Read your whole audit history

Tue, 06 Oct 2026 00:00:00 GMT

Settings › Activity reaches back 90 days or a year, and the audit API pages with limit and continue.

Card setup on custom console domains

Tue, 06 Oct 2026 00:00:00 GMT

Card setup and billing management accept configured custom console return domains.

A simpler billing overview

Tue, 06 Oct 2026 00:00:00 GMT

Balance and monthly spend come first, with less frequent billing tasks tucked into expandable sections.

Budget changes in the audit log

Tue, 06 Oct 2026 00:00:00 GMT

Creating, changing or deleting a Budget is now recorded in your organization's audit log.

Budgets count storage and egress

Tue, 06 Oct 2026 00:00:00 GMT

Storage and egress charges now count toward the Budgets they match and send their threshold alerts.

Submitting a run answers when the API is busy

Tue, 06 Oct 2026 00:00:00 GMT

Several training runs submitted at once no longer time out; a request that cannot be checked in time fails quickly and creates nothing.

Connecting a cloud takes fewer steps, and credit shows as bars

Tue, 06 Oct 2026 00:00:00 GMT

Pick your cloud from one page, follow numbered steps, and see in plain words why a connection is not ready.

A quieter console

Tue, 06 Oct 2026 00:00:00 GMT

Flatter Agent navigation, searchable environments, and consistent page actions.

Email when a declined card ends a purchase

Tue, 06 Oct 2026 00:00:00 GMT

A credit purchase whose card was declined now ends as a failed payment, with an email and a topup.failed webhook.

Simpler billing documentation

Tue, 06 Oct 2026 00:00:00 GMT

Billing guides focus on reviewing estimates, managing credits and controlling spending.

Complete documentation for search and coding agents

Tue, 06 Oct 2026 00:00:00 GMT

Current discovery indexes, complete Markdown examples, focused bundles and clearer compute comparisons.

A clearer starting point for documentation

Tue, 06 Oct 2026 00:00:00 GMT

Find docs by task, expand reference details when needed, and read pages as Markdown.

A new home page for Nodus Compute

Tue, 06 Oct 2026 00:00:00 GMT

Explore AI capabilities, workflows, compute costs and BYOCompute from the home page.

Live agent teams and recorded verification

Tue, 06 Oct 2026 00:00:00 GMT

Follow each subagent's work, keep completed results across restarts, and inspect the parent's checks before a team finishes.

A missing model revision says which one

Tue, 06 Oct 2026 00:00:00 GMT

A TrainingJob or Volume that names a Hugging Face model revision that does not exist now says which model and revision were not found.

Disputes and unpaid charges pause waiting work too

Tue, 06 Oct 2026 00:00:00 GMT

A Job or Sandbox sent while no capacity is free is now refused during a payment dispute or with unpaid charges.

Webhooks for top-ups, refunds, auto-recharge and disputes

Tue, 06 Oct 2026 00:00:00 GMT

Credits added, failed payments, refunds, auto-recharges and disputes now each send an Event and a webhook.

Train on a reward function in one call

Tue, 06 Oct 2026 00:00:00 GMT

rl.train takes a task list and a reward function and starts a GRPO run; python -m nodus.examples.rl runs one.

rl.train starts without building an image

Tue, 06 Oct 2026 00:00:00 GMT

rl.train uploads the reward and its tasks as a small bundle, so the first run starts without an image build.

A missing run says so

Tue, 06 Oct 2026 00:00:00 GMT

Opening a run, job or other resource that does not exist shows a not-found page with a link back to its list.

One Runs entry in the sidebar

Tue, 06 Oct 2026 00:00:00 GMT

Open all runs from one sidebar entry.

Python Apps publish with server-managed membership

Tue, 06 Oct 2026 00:00:00 GMT

Python Function and class publishing no longer submits reserved App labels.

Parallel subagents in one sandbox (Beta)

Tue, 06 Oct 2026 00:00:00 GMT

One agent can delegate parallel subtasks, share files with its subagents and combine their results.

Clearer sign-up and password reset

Tue, 06 Oct 2026 00:00:00 GMT

Sign-up states the full password rule, and the verify and reset pages always offer a way forward.

See and cap each team's spend under Team › Projects

Tue, 06 Oct 2026 00:00:00 GMT

Team › Projects lists each project with its members, 30-day spend and spend limit, and creates and deletes projects.

Team has its own place in the sidebar

Tue, 06 Oct 2026 00:00:00 GMT

Members, invites and company domains move from Settings to a Team section.

Receipt links on credit purchases

Tue, 06 Oct 2026 00:00:00 GMT

Credit purchases and their refunds in Billing › Transactions now name their top-up and link to its receipt.

Email when charges go unpaid

Tue, 06 Oct 2026 00:00:00 GMT

When a charge is larger than your balance, billing contacts get an email and a billing.arrears_posted webhook.

Workspace connections and training reliability

Tue, 06 Oct 2026 00:00:00 GMT

Fix workspace SSH routing, training sweeps, model import errors, and local cost estimates.

Workspace updates after a scheduled stop

Tue, 06 Oct 2026 00:00:00 GMT

Stop and edit Workspaces after their existing schedule times have passed.

Run Jobs from Workspace home files

Tue, 06 Oct 2026 00:00:00 GMT

Jobs receive a committed, read-only revision of their Workspace home.

Account migration with $30 starter credit

Mon, 05 Oct 2026 00:00:00 GMT

Preserve your sign-in and memberships with one starter grant per migrated user.

Explicit admin fixtures and visible connection failures

Mon, 05 Oct 2026 00:00:00 GMT

Admin previews require real configuration unless local mock mode is selected.

Admin password verification

Mon, 05 Oct 2026 00:00:00 GMT

Admin sign-in now submits the security challenge required by password authentication.

Agent evaluation groups

Mon, 05 Oct 2026 00:00:00 GMT

Run bounded Environment evaluation batches with pinned agent revisions, scored outcomes and per-case evidence.

Agent commands stop safely after uncertain outcomes

Mon, 05 Oct 2026 00:00:00 GMT

Interrupted external steps park for inspection instead of running again.

Agent capacity follows the configured supplier priority

Mon, 05 Oct 2026 00:00:00 GMT

Sandbox placement applies supplier preference while preserving admission, team isolation and capacity limits.

See credits and GPU quota across all your clouds

Mon, 05 Oct 2026 00:00:00 GMT

One page shows every connected cloud account's credit left, expiry, spend this month, GPUs and GPU quota.

Set up an authenticator from your account

Mon, 05 Oct 2026 00:00:00 GMT

Add and verify an authenticator app from Account Security when an action requires MFA.

Preserve auto-recharge opt-outs when saving billing settings

Mon, 05 Oct 2026 00:00:00 GMT

Stale billing settings cannot overwrite a newer auto-recharge opt-out.

Auto-recharge, runway and clearer billing

Mon, 05 Oct 2026 00:00:00 GMT

Auto-recharge now charges your card, the Balance page shows how long your credit lasts, and charges read in plain words.

Monthly statements and spend by GPU type

Mon, 05 Oct 2026 00:00:00 GMT

Transactions shows a monthly statement you can download as CSV, and usage sums by offering.

Approve a burst to Nodus capacity from the console

Mon, 05 Oct 2026 00:00:00 GMT

Jobs waiting for burst approval show their estimated hourly cost with Allow burst and Keep waiting, and a cloud account's burst policy is a toggle.

Clearer invites and seats for new organizations

Mon, 05 Oct 2026 00:00:00 GMT

Invites show how long their link lasts, and new organizations see how to get more seats.

Teammates join with their company email

Mon, 05 Oct 2026 00:00:00 GMT

Verify your company's domain and new sign-ups at that domain join your org without an invite.

Restore Google and GitHub sign-in during account cutover

Mon, 05 Oct 2026 00:00:00 GMT

Production sign-in configuration enables verified providers and retains both console addresses.

Your own tasks and reward for RL

Mon, 05 Oct 2026 00:00:00 GMT

Write tasks and a reward function in Python, build them on env-base, and train on them with GRPO.

Embedding model examples in the console

Mon, 05 Oct 2026 00:00:00 GMT

Embedding models show their operation, input-token price and matching API examples.

Run work in four more kinds of cloud account (Beta)

Mon, 05 Oct 2026 00:00:00 GMT

Four more clouds connect with their keys, and Nodus places your work there first.

GPU-host connections for distributed training

Mon, 05 Oct 2026 00:00:00 GMT

Distributed training can connect two restricted GPU hosts without a separate relay service.

Accepting an invite opens the organization

Mon, 05 Oct 2026 00:00:00 GMT

After accepting an invite in the console, you land in the organization you joined.

See who started each run in a shared org

Mon, 05 Oct 2026 00:00:00 GMT

The Runs list shows who started each run and filters to yours or a teammate's.

Partner credit offers with eligibility review

Mon, 05 Oct 2026 00:00:00 GMT

Apply for partner credit, with snapshotted terms and purchased-usage matching.

Verify a card before starting work

Mon, 05 Oct 2026 00:00:00 GMT

Card setup preserves signup credit and does not charge your card.

Change a member's project access in the console

Mon, 05 Oct 2026 00:00:00 GMT

Owners and Admins pick which projects a member can use from the Members table.

Sign in without authenticator setup

Mon, 05 Oct 2026 00:00:00 GMT

Use your existing sign-in for the console, CLI and admin actions.

Run work in your AWS account with its credits (Beta)

Mon, 05 Oct 2026 00:00:00 GMT

A connected AWS account can run your work first, billed to its AWS credits, through a second role that launches only Nodus machines.

Connect Azure and run work in your subscription with its credits (Beta)

Mon, 05 Oct 2026 00:00:00 GMT

An Azure subscription can be observed alongside AWS and GCP and run your work first, billed to its Azure credits, through a role that changes only one resource group.

Run work in your GCP project with its credits (Beta)

Mon, 05 Oct 2026 00:00:00 GMT

A connected GCP project can run your work first, billed to its Google Cloud credits, through a service account that reaches only Nodus machines.

Run work in a namespace of your own Kubernetes GPU cluster (Beta)

Mon, 05 Oct 2026 00:00:00 GMT

A namespace of your managed Kubernetes cluster can take your work first, at the GPU rates you enter, through a ServiceAccount whose Role reaches only that namespace.

Run work in your own cloud account (Beta)

Mon, 05 Oct 2026 00:00:00 GMT

Connect a cloud account with its API key and a credit limit, and Nodus places your work there first.

Set your own seat limit

Mon, 05 Oct 2026 00:00:00 GMT

Owners and Admins of a paying org change its seat limit themselves, up to 1,000.

Legacy documentation links keep working

Mon, 05 Oct 2026 00:00:00 GMT

Pages builds publish the legacy URL redirects and preserve console deep links.

See and cap spend per team member

Mon, 05 Oct 2026 00:00:00 GMT

Usage groups by member and Budgets can cap one member, across every API key they use.

Know when your team changes

Mon, 05 Oct 2026 00:00:00 GMT

Owners and Admins get an email when someone joins or is made an Admin or Owner.

Training from the console, start to finish

Mon, 05 Oct 2026 00:00:00 GMT

Name a model by repo, pick or import a dataset, watch curves, read graded answers and download the adapter in one command.

GPU-host reinforcement learning and grading

Mon, 05 Oct 2026 00:00:00 GMT

Training task preparation and isolated grading share the model's GPU host.

Explicit legacy letter-counting protocols

Mon, 05 Oct 2026 00:00:00 GMT

Reproducible task slicing, prompt roles and raw scoring for letter-counting evaluation and RL.

Isolated training runtime publication

Mon, 05 Oct 2026 00:00:00 GMT

Publish signed non-RL training and benchmark evaluation images while preserving other catalog digests.

Quantized training uses each worker's GPU

Mon, 05 Oct 2026 00:00:00 GMT

Multi-GPU training selects the local worker's CUDA device before loading quantized weights.

Deployment checks no longer start paid compute

Mon, 05 Oct 2026 00:00:00 GMT

Automatic staging checks use access verification without paid jobs or model calls.

Waiting agents honor their deadlines

Sun, 04 Oct 2026 00:00:00 GMT

Agent runs release their sandboxes at their deadline even when no follow-up message arrives.

Read every Attempt of your runs

Sun, 04 Oct 2026 00:00:00 GMT

nodus get attempts lists the incarnations of a Job, Sandbox, Workspace or Function, with phase, offering, rate and cost.

See and forecast your cloud spend

Sun, 04 Oct 2026 00:00:00 GMT

Cloud cost history, conditional spend projections, workload comparisons and instance enrollment in BYOCompute.

Runs start on the cheapest available offering

Sun, 04 Oct 2026 00:00:00 GMT

The default placement profile takes the lowest hourly rate with a free machine, and offerings show that rate.

Checkpoint cadence follows the capacity a Job runs on

Sun, 04 Oct 2026 00:00:00 GMT

A Checkpointed Job now saves as often as its capacity's reliability and checkpoint size call for, between 5 minutes and 2 hours.

Create API keys, SSH keys and enrollment tokens from the CLI, open a shell, watch events

Sun, 04 Oct 2026 00:00:00 GMT

nodus create apikey, sshkey and enrollmenttoken, nodus shell, and nodus events -w.

Account, Webhooks and Audit log in the console

Sun, 04 Oct 2026 00:00:00 GMT

Manage your SSH keys, password and analytics choice, your organization's webhook endpoints, and its audit log.

Send inference requests from the console

Sun, 04 Oct 2026 00:00:00 GMT

The console's Inference page has a playground that runs a real chat completion with your session.

Declared Job outputs are collected wherever they are written

Sun, 04 Oct 2026 00:00:00 GMT

A Job's declared outputs outside /nodus/outputs are uploaded, directories as one tar.zst archive.

Watch events as they happen

Sun, 04 Oct 2026 00:00:00 GMT

The events collection supports watch, so clients stream new Events instead of polling.

The hosted MCP server answers at api.nodus-compute.ai/mcp

Sun, 04 Oct 2026 00:00:00 GMT

MCP clients connect to the hosted server with an API key or by signing in with the browser, and see only the tools their scopes allow.

Image builds report availability before accepting work

Sun, 04 Oct 2026 00:00:00 GMT

Unavailable image builds return a clear error while prebuilt registry images remain supported.

Indra keeps its model identity

Sun, 04 Oct 2026 00:00:00 GMT

Indra requests show nodus/indra in the model selector and response summary.

Composer is now Indra

Sun, 04 Oct 2026 00:00:00 GMT

The routed inference model is called Indra, with the model id nodus/indra; nodus/auto keeps working.

Responses, Messages and embeddings on the inference API

Sun, 04 Oct 2026 00:00:00 GMT

Use more client protocols with the same model catalog, prepaid credits and receipts.

Jobs run pinned source from GitHub

Sun, 04 Oct 2026 00:00:00 GMT

GitHub source files reach Jobs through a project Connection without exposing repository credentials.

Recovered Jobs see their progress cursor

Sun, 04 Oct 2026 00:00:00 GMT

NODUS_CURSOR_COMPLETED and NODUS_CURSOR_TOTAL now reach a Job's command, and NODUS_WORKLOAD_ID is set again.

Browse the model catalog with nodus get models

Sun, 04 Oct 2026 00:00:00 GMT

Every inference model is a read-only Model in project nodus, with its operations, limits, rates and whether it serves now.

Open egress reaches the internet on every machine

Sun, 04 Oct 2026 00:00:00 GMT

Jobs, TrainingJobs and Workspaces with open egress no longer fail to resolve or reach public hosts on some machines.

The HTTP API is published as OpenAPI

Sun, 04 Oct 2026 00:00:00 GMT

/docs/openapi.json is the OpenAPI document of the nodus.dev API, with a reference page for every operation and pydantic models in the Python SDK.

Parallel agents with AgentGroups (Beta)

Sun, 04 Oct 2026 00:00:00 GMT

Run many agent runs at once under one group, with a limit on how many run together, dependencies between runs and one cost cap for all of them.

The Python SDK sends only what the API serves

Sun, 04 Oct 2026 00:00:00 GMT

Agent runs from nodus.Agent no longer fail on submit, nodus.Sweep and the health calls are in the SDK, and unavailable features say so before anything is sent.

A queued Job says why it is waiting

Sun, 04 Oct 2026 00:00:00 GMT

The Scheduled condition of a queued Job names what blocks its placement and how to fix it.

Storage usage and starter credit visibility

Sun, 04 Oct 2026 00:00:00 GMT

Inspect storage usage and check when starter credit expires.

Clearer run progress, logs and outputs

Sun, 04 Oct 2026 00:00:00 GMT

Run details expose log failures, downloadable outputs, worker selection and execution costs.

Small Sandboxes share your organization's capacity

Sun, 04 Oct 2026 00:00:00 GMT

Sandboxes that fit pack onto capacity dedicated to your organization.

Secrets reach running Jobs, Sandboxes and Workspaces

Sun, 04 Oct 2026 00:00:00 GMT

Secrets you name in secrets, valueFrom.secretKeyRef and imagePullSecrets now arrive in the container and the image pull, and an exec that pastes a Secret value is refused.

SlowStart and EgressDenied Events

Sun, 04 Oct 2026 00:00:00 GMT

A Job, Sandbox or Workspace records an Event when its machine starts slowly or its network policy denies a connection.

Training previews, tracking and recovery

Sun, 04 Oct 2026 00:00:00 GMT

Preview compiled Jobs, send tracker metrics and reuse verified recovery state.

Jobs log to Weights & Biases through a Connection

Sun, 04 Oct 2026 00:00:00 GMT

A live WandB Connection sets the W&B env for a Job and links its run.

Webhook endpoints deliver your events

Sun, 04 Oct 2026 00:00:00 GMT

Create a WebhookEndpoint and Nodus posts signed events, such as job.succeeded and budget.threshold, to your HTTPS receiver.

Compute holds enforce spending caps

Sun, 04 Oct 2026 00:00:00 GMT

Jobs and their parent workflows enforce cost caps and matching Budgets before capacity starts.

Isolated Workspace browser tools

Sun, 04 Oct 2026 00:00:00 GMT

Workspace VSCode and Jupyter connections verify their browser endpoint before showing a link.

Clearer Workspace connection errors

Sun, 04 Oct 2026 00:00:00 GMT

Workspace file reads work from the console and connection errors offer a retry.

Sign in once for desktop Workspace access

Sun, 04 Oct 2026 00:00:00 GMT

Signing in sets up your personal SSH identity for current and future Workspaces.

The model catalog stays current

Sat, 03 Oct 2026 00:00:00 GMT

New inference models appear in the catalog on their own, retired ones stop serving, and model capabilities stay current.

Inference endpoints and the inference CLI

Sat, 03 Oct 2026 00:00:00 GMT

Give a hosted model its own base URL, rate limits, allowed keys and spending cap, and call hosted models from the CLI.

Live GPU availability and prices

Sat, 03 Oct 2026 00:00:00 GMT

nodus get gpus and the console's GPUs tab list the capacity you can run on now, with live prices and availability.

Pipelines, Sweeps, indexed Jobs and outputs

Sat, 03 Oct 2026 00:00:00 GMT

Chain Jobs into Pipelines, compare cells in a Sweep, run indexed Jobs, and download what each run committed.

Agents on Claude (Beta)

Fri, 02 Oct 2026 00:00:00 GMT

Run an agent on Claude in its own sandbox. It picks the right model for each prompt, survives restarts and bills from your credits.

Every GPU of a machine for torchrun

Fri, 02 Oct 2026 00:00:00 GMT

torchrun starts one process per GPU without flags, and /dev/shm fits NCCL and data loaders.

Pools for your own machines

Fri, 02 Oct 2026 00:00:00 GMT

Enroll your own hosts into pools, route jobs to them first, forecast demand, automate routine actions and see your AWS and GCP accounts read-only.

Secrets, Images, Volumes and Connections

Fri, 02 Oct 2026 00:00:00 GMT

Encrypted Secrets, Image builds and catalog images, Volumes with revisions, and verified Connections.

Orgs, invites, API keys and CLI login

Thu, 01 Oct 2026 00:00:00 GMT

Create your org explicitly, invite members, mint scoped API keys and sign the CLI in with one command.

Billing from the CLI and the CreditGrant API

Thu, 01 Oct 2026 00:00:00 GMT

Every billing task has a nodus verb, and credit grants are now an API resource you can list, watch and redeem into.

Usage and billing guides, credits and promo codes

Thu, 01 Oct 2026 00:00:00 GMT

New guides for adding credits, redeeming promo codes, refunds and reviewing usage.

Moving from Nodus Compute 0.x

Thu, 01 Oct 2026 00:00:00 GMT

Your sign-in, org, members, purchased credit, promotional credit and saved cards move to Nodus 1.0 on the cutover date; API keys, runs and Sandboxes do not.

Functions run on warm worker pools

Thu, 01 Oct 2026 00:00:00 GMT

Call a Python Function with remote, spawn or map, keep workers warm, and configure scaling limits.

Hosted inference and Composer

Thu, 01 Oct 2026 00:00:00 GMT

An OpenAI-compatible API for open-weight models, named endpoints with their own limits, and nodus/auto, which picks the model for each request.

Webhooks, MCP, Ask Nodus and email notifications

Thu, 01 Oct 2026 00:00:00 GMT

Signed webhooks with secret rotation, one MCP server for your coding agents, an assistant in the console, and email for the things that need you.

Training runtimes, Environments and the training SDK

Thu, 01 Oct 2026 00:00:00 GMT

Eight runtimes for fine-tuning, preference tuning, RL, distillation, pretraining and evaluation, five graded Environments, and nodus.recipes for Python.

Enforced Budgets and spending caps

Wed, 30 Sep 2026 00:00:00 GMT

Budgets and maxCostUSD now stop spend before it happens, and work stops gracefully and resumes when money runs out.

Checkpoints, stored logs and nodus top

Wed, 30 Sep 2026 00:00:00 GMT

Jobs keep their progress through suspends and lost capacity, logs stay readable after the run, and nodus top shows live usage.

The new nodus CLI

Wed, 30 Sep 2026 00:00:00 GMT

One CLI for every Nodus resource, with browser and device sign-in, nodus run with live phases and an itemized cost line, and signed releases.

A new console

Wed, 30 Sep 2026 00:00:00 GMT

Links that name the organization and project, live updates, a command palette, and the CLI command on every page.

One API for every kind

Wed, 30 Sep 2026 00:00:00 GMT

Every kind shares one create, get, list, watch, update, patch and delete API with dry-run cost estimates, idempotent retries and actionable errors.

Buy credits with a card, auto-recharge and the Composer plan

Wed, 30 Sep 2026 00:00:00 GMT

Top up prepaid credits through hosted checkout, get a receipt for every payment, recharge automatically from a saved card and add the $20 Composer plan.

Python SDK 1.0 preview

Wed, 30 Sep 2026 00:00:00 GMT

The nodus-compute package brings Functions, Sandboxes, Jobs, Workspaces and inference clients to Python.

New docs site with Markdown for agents

Wed, 30 Sep 2026 00:00:00 GMT

The documentation moves to a searchable site with every page also served as Markdown, plus llms.txt and MCP setup files.

TrainingJobs (Beta) and Environments

Wed, 30 Sep 2026 00:00:00 GMT

Fine-tune, post-train, distill and pretrain on managed runtimes, across several machines when you need to, and evaluate against graded Environments.

Workspaces are generally available

Wed, 30 Sep 2026 00:00:00 GMT

GPU and CPU development machines with a saved home directory, SSH, VS Code and JupyterLab, for every organization.