L04 · Responsibility level
Company or lab systems and real data are in the loop
At Level 4 Integrator, you are connecting a chat interface, model service, network, identity boundary, and persistent data. If the deployment is exposed or unavailable, colleagues across a lab or company can lose access to their work or expose material entrusted to the service.
T03-L04 · Prompting & context · Level 4 Integrator · 32 minutes
T04-L04 · Your documents & knowledge · Level 4 Integrator · 36 minutes
You enabled a notification workflow three weeks ago. This morning an upstream API slowed down, the trigger retried, and eleven runs started with the same source item. Each run behaved as if it were first. In the Lab version, eleven identical draft notifications appeared for one paper author. In the Company version,...
T06-L04 · Build apps · Level 4 Integrator · 40 minutes
At Level 4 Integrator, a routine triage run is about to meet a sentence written for the agent rather than for its human reader. You will test whether that sentence can redirect a synthetic action, then produce evidence that the corrected design stops it.
At Level 4 Integrator, a code change is not delivered when it works on your machine. It is delivered when it has a known base, a narrow branch, reproducible local evidence, an inspectable pull request, an independent review, required checks, and a merge path that protects everybody else's work.
At Level 4 Integrator, "run it locally" is not a complete architecture. You must identify the exact model and workflow, prove that peak memory fits, measure useful throughput on representative inputs, account for the machine and your operating time, and preserve the same rights, review, accessibility, provenance,...
At Level 4 Integrator, company or lab systems and real data are in the loop. A pipeline that finishes is not necessarily a pipeline that was safe to use. The source identity, schema, quality thresholds, selected fields, output publication, and overlap policy must all be explicit and testable before anyone relies on...
At Level 4 Integrator, company or lab systems and real data can depend on infrastructure you operate. Moving a working local stack to a server is not a copy operation. It adds provider accounts, DNS, Internet routes, certificates, individual access, patching, release evidence, staging, and an outage that affects...
Reading time: 23 minutes
T13-L04 | Adoption & enablement | Level 4 Integrator | 42 minutes
T14-L04 | Connect your tools | Level 4 Integrator | 55 minutes