First, give conclusions that can be used for decision-making
Production of AI consists of at least six types of ongoing work: infrastructure and interface availability, model and vendor management, tips and knowledge versions, Agent tools and privileges, offline assessment and online quality, as well as business feedback and cost operations. Each job requires identification of the person responsible, frequency of inspection, evidence location and unusual upgrades. Only maintenance of the server will miss the reduced quality of the answers and over-align the call; only hinting will ignore the databases, interfaces, backups and distribution risks, so Agent Ops will have to run with traditional DevOps.
What conditions need to be identified before judgement is made?
The same question may have different answers under different business, data and project phases. It is suggested that the following conditions be checked and that the common findings on the web be incorporated into their own projects.
Suggested order of advance
First, we'll be clear about the target and the border.
Establish an inventory of AI applications, models, knowledge, tools, accounts and responsibilities.
Validation Key Dependence
Record current quality, delay, manual intervention, error and cost baseline.
Development of assessable outcomes
Access surveillance, regular evaluation, publication of records, alarms and manual takeover.
Make sure you decide the next step with the real results.
Dealing with issues on a weekly basis, revisiting business results on a monthly basis and adjusting the scope of operations.
How do you understand it in the actual business?
The server has been normal since the business knowledge assistant went online, but the staff has gradually responded by citing outdated information. The review found that changes in the shared disk document did not trigger index updates, and model versions were upgraded on the side of the supplier. The team's additional knowledge update tasks, invalid document rules, fixed question sets and version records were only able to judge whether questions came from knowledge, search, model, or hint, and prevent the same type of questions from coming back into production before being released.
The easiest pit to step on.
The AI traffic is equivalent to the cloud server inspection and renewal costs.
Online change tips and knowledge without recording the version
Just the total number of calls, without analysis of the consequences of the error and manual takeover.
How should we end up receiving and confirming?
The service should deliver a list of assets and liabilities, a security alert, a fixed assessment, a return, a failure record and a monthly report.
When preparing to communicate with suppliers or internal teams, it is recommended that current processes, representative samples, existing systems, planning time and budget levels be brought. First, the unknown items are clearly marked, and then the decision is made to use diagnostics, PoC, fixed-range projects or ongoing research and development, which is usually more reliable than a direct demand for a price and duration without borders.