DataRobot Blog

An internal payment agent used by five employees may need more orchestration than a customer-facing assistant serving 50,000 users that only drafts responses for human review. The payment agent can move money before anyone intervenes. The drafting assistant remains behind a human checkpoint. That contrast exposes the problem with treating orchestration as a late-stage requirement... The post Do you need enterprise AI orchestration? A 3-question readiness framework appeared first on DataRobot.

Standing up an agent as a production service on Kubernetes means five YAML files, a few hundred lines between them, and (in most enterprises) a ticket in someone else’s queue. On the Workload API it means one spec file, one command, and about five minutes to a live URL. No manifests, no kubectl, no namespace,... The post Stop managing infrastructure: A new way to deploy AI agents and models appeared first on DataRobot.

DataRobot local tracing puts an OpenTelemetry dashboard on your localhost from the first line of code, so you can debug agent behavior before it ever reaches production. The post Local tracing in the DataRobot CLI: catch issues before production appeared first on DataRobot.

Authors: Sudeeptha Jothiprakash, Venkat Bala, Tushar Pandey, Romi Datta The real bottleneck in the modern AI stack Enterprise IT has a strange problem: token spend and third-party model subscription costs keep climbing, while the GPU clusters running these workloads sit at just 20% utilization. That gap comes down to one thing: the tools managing access... The post Stop Rate-Limiting Requests. Start Scheduling Tokens: Introducing DataRobot TokenGrid appeared first on DataRobot.

What if your predictive AI investments could start delivering agentic AI value now? According to DataRobot Chief Product Officer Venky Veeraraghavan and Dell Technologies Senior Director of AI Solutions Brad Maltz, they can. And now is the time to go after it.  Production models, clean data pipelines, optimization engines, and governance controls give agents the... The post Your predictive AI foundation is the fastest path to agentic AI value appeared first on DataRobot.

Every agent you deploy expands your blast radius. A predictive model can produce a bad response, but an agent can act on it. Agents can retrieve sensitive data, change systems of record, trigger workflows, or pass errors to other agents. The risk is no longer just model quality. It is the authority an agent holds,... The post The first 30 days of agentic AI governance: A practical checklist appeared first on DataRobot.

Agents are not configured once and left alone. They get built, published, deployed, and retired. An identity that does not track that whole arc is a record you wrote and forgot, which is how you end up with credentials outliving the agents they belonged to. So treat identity as a lifecycle. Credentials provision at a... The post Identity as a lifecycle, not a setting appeared first on DataRobot.

By now the agent has its own identity and you can carry that identity through a chain of calls. The next question is where the rules live. Who decides what an agent is allowed to do, and where does that decision get made? Two answers, and they are load-bearing for everything above them. The authorization... The post Govern natively, federate outward, and what breaks across trust domains appeared first on DataRobot.

An engineer wires an agent to a payments API. The agent needs the API token, so the token goes where tokens usually go: an environment variable, a config file, or straight into the prompt. The agent reads it and makes the call. It works. It also just placed a live credential inside the one component... The post Credentials should never reach the model appeared first on DataRobot.

There are over 70 coding agents on the market: Claude Code, Codex, Cursor, Copilot, Devin, and a long tail of smaller entrants showing up in engineers’ newsfeeds every week. Someone runs a benchmark, posts the leaderboard, and by the end of the week, half the org wants to try whatever is in first place. The... The post DataRobot OpenCode: your coding agent, your model choice appeared first on DataRobot.