Shivanath Devinarayanan · Updated
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Live remaining throughput, log retention you can actually query, per-request tags that name a tenant or team. Back-pressure needs a number the runtime can read, not a slide. Guessing after the fact is not control. This page has no RPM targets from private notes.
Attribution tags are how cost per run and capacity meet. Without tags, both belong to nobody. Per-run accounting is cost . Traces that carry the same tags are traces .
- Throughput Live remaining room the runtime can read. Back-pressure needs a number the process can refuse on, not a slide after an outage.
- Retention Log retention you can actually query. A trail you cannot search is not a trail.
- Attribution Per-request tags that name a tenant or a team. Without tags, cost and capacity belong to nobody.
Throughput, retention, attribution
Throughput is remaining room. Retention is whether you can query the trail tomorrow. Attribution is the tag that names a tenant or a team on the request. Three chips. The runtime has to be able to refuse on the first one.
The observability hub is If you cannot replay the run, it is not production . Spike control on MCP tools is also a capacity concern on tools .
How to hire
Hiring starts with a governed production agent on one documented job, then a consultation.
Start at stand up production AI agents , then book a consultation . These pages are the operating model. The nine services remain the paid catalog.
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
SHIVANATH DEVINARAYANAN · SALESFORCE MVP HALL OF FAME ·
SD
Stand up the first production agent
Hiring starts with a governed production agent on one documented job, then a consultation.
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