CHINAOPC / JOURNAL

FDE Cases

How businesses deploy AI into real workflows, organize forward-deployed engineering services, and verify delivery and maintenance.

IN FOCUSOPC Founders ↗AI in Practice ↗Policy Insights ↗Regional collaboration ↗

Articles59 ENGLISH EDITIONS

Browse all ↗

FDE Cases / Source-based research

FDE Practice in Hangzhou's Wuchang: Entering Businesses with Real Tasks

The Overseas Edition of People's Daily reported on October 30 the FDE talent cultivation and industry docking arrangements in Wuchang Street, Hangzhou, involving collaboration between enterprises, technical service providers and the OPC community. This article studies the division of labor of a small team from contact with requirements to completion of the pilot, discusses how to connect on-site problems, customer confirmation and subsequent maintenance; and understands planning, matching and actual delivery results separately.

ChinaOPC Editorial Team31 Oct 20263 min readHangzhou

FDE Cases / Original analysis

Anthropic's FDE Training: Returning with Real Projects for Acceptance

Anthropic’s Claude Frontier Academy program, announced on October 2, connects simulated enterprise deployments with project practice after returning to the organization. This article studies FDE training ideas according to official instructions, focusing on how task selection, review and handover enter the assessment; this is an observation of corporate training cases, not a registration notice open to all entrepreneurs.

ChinaOPC Editorial Team30 Oct 20263 min readInternational

FDE Cases / Source-based research

Changping OPC FDE Discussions: Starting Requirements with a Pump and a Report

At the Changping OPC co-creation event on October 25, practitioners shared their search for AI application opportunities from specific scenarios such as equipment, reports and customer feedback. Based on official event reports, this article discusses how FDE converts on-site problems into verifiable tasks, and makes it clear that event sharing does not mean that the project has been launched or that it has brought definite benefits.

ChinaOPC Editorial Team28 Oct 20263 min readBeijing

FDE Cases / Source-based research

FDE Teaching at Wenzhou Open University: Making Attendance Rules Inspectable

Wenzhou Open University's public event draft introduces the OPC and FDE practical lecture on October 21, which includes attendance data sorting teaching. This article uses this classroom clue to discuss how to connect rule descriptions, exception records, and handover and acceptance; the school's teaching practice and the official launch of the enterprise system are at different stages, and the article does not presume the training effect or employment results.

ChinaOPC Editorial Team27 Oct 20263 min readWenzhou

FDE Cases / Source-based research

Oxen and Baseten: Connecting Training, Weights and Deployment Environments

Baseten's public Oxen customer case describes the collaboration between data curation, training and deployment. This article breaks down how the data version, training product and operating environment are handed over from the perspective of enterprise delivery, helping the small team understand what basis needs to be retained for the model to go online. The data does not specify the number of on-site engineers, and the two companies are not deemed to belong to the OPC small team based on this.

ChinaOPC Editorial Team26 Oct 20263 min readInternational

FDE Cases / Source-based research

EliseAI Deployment: Check Business Labels before Blaming the Model

The EliseAI case disclosed by Baseten involves field extraction in leasing conversations, as well as small model training and production deployment. This article focuses on the delivery work that is easily overlooked: how to define preferences, dates and null values, who adjudicates error samples, and how to recheck after updates; the results of supplier cases are not equivalent to results that other companies can directly copy.

ChinaOPC Editorial Team26 Oct 20263 min readInternational

FDE Cases / Source-based research

Poolside's Model Deployment: Metering, Quotas and Keys before API Delivery

The Baseten public case reviews the engineering work for the online model API for Poolside, including usage metering, call limits, key connection and version release. This article breaks these links into delivery issues that can be understood by a small team, and explains what operating conditions need to be supplemented after "the interface can already be answered"; the time and performance in the manufacturer's case do not serve as ChinaOPC's actual measurement or delivery commitment.

ChinaOPC Editorial Team25 Oct 20263 min readInternational

FDE Cases / Source-based research

Baseten's FDE Organization: Avoiding Internal Coordination Bottlenecks as Projects Grow

FDE not only faces models and customers, but also the handover between products, capacity, operation and maintenance, and business. This article combines Baseten's team articles and technical project manager recruitment instructions to observe how the engineering team organizes cross-department collaboration, and then proposes a method for recording waiting items for small service providers; recruitment requirements are not regarded as completed customer cases or proof of business results.

ChinaOPC Editorial Team25 Oct 20263 min readInternational

FDE Cases / Original analysis

Ending an FDE Project: Returning Accounts, Logs and Release Control

Completion of the project does not mean that the implementer can continue to retain all access rights, nor does it mean that the customer has obtained complete operation and maintenance capabilities. This article starts from the deployment environment and key management information, discusses the account, configuration and responsibility handover when FDE leaves the site, and proposes a checkable exit list. The method applies to the service boundaries agreed by both parties and does not replace the intellectual property rights and subsequent maintenance arrangements in the contract.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

FDE Model Replacement: Testing Old and New Versions with the Same Samples

Replacing the model may improve certain tasks, or it may change the format, style, and tool calling behavior. This article designs a set of replacement acceptance methods for enterprises, saves samples according to real tasks, compares results, and records incompatibilities, explaining why procurement or R&D demonstrations cannot replace operational verification. The article gives the simulation process, and it is not recommended to directly overwrite the formal model configuration when evidence is lacking.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

Designing FDE Tool Writes: Models Propose and Business Systems Decide

Once enterprise agents are able to invoke tools, the key is to differentiate between recommendations, approvals, and actual writes. This article discusses how FDE fixes the target object, content version, and authorization conditions to avoid repeated actions caused by recovery or retries. The article refers to suspension and idempotent mechanisms, but does not equate framework capabilities with complete permission management. All formal business writes must still comply with customer rules.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

Accepting FDE Training: Handling Expired Data and Permission Errors

If the delivery training only demonstrates the normal process, customers may still have to contact the implementer when encountering anomalies. This article proposes an administrator training design centered on real work tasks, organizes drills around data expiration, permission errors, and release confirmation, and explains how to record links that still require support. The article is a simulation method, and does not equate completing the course or signing the document with being able to operate and maintain independently.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

Offline FDE Deployment: Why Bringing the Image May Not Be Enough

Dependencies cannot be downloaded at any time in an offline environment, and the image file is only part of the delivered materials. This article refers to the Docker image archive document to discuss how to check the platform architecture, model files, configuration and permissions respectively, and proposes an isolated network verification method. The article does not recommend bypassing corporate network controls. The goal is to detect missing items in advance in an authorized environment and avoid temporary assembly on site.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

FDE Recovery Drills: Let Clients Restore Business Results before Handover

Whether the system can be restored after delivery cannot be guaranteed verbally by the implementing party only. This article designs a recovery drill for customer participation, distinguishes programs, configurations, and business data, and explains how to check a specific result and its permissions in an isolated environment. The article refers to the data volume documentation, but it does not equate file backup with database consistency backup, and it is not recommended to directly overwrite the data on the official system for verification.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

FDE Troubleshooting: Linking Retrieval, Models and Tools in One Request

When customers say results are slow or incomplete, scattered logs often fail to explain what happened on the same job. Based on the concept of OpenTelemetry tracking, this article discusses how business request identification, step time and expense records are related, explaining that sensitive content does not need to be written to the log in its entirety. The goal is to make faults localizable, rather than directly equating collecting more data with a more secure system.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

FDE Operating Goals: Define Metrics around a Successful Customer Task

The availability of the service does not only mean that the interface returns successfully, the customer also needs to get correct and usable results. This article refers to SRE service target information to discuss how AI applications define a business success, select observation windows, and explain exceptions to help FDE form executable operational agreements with customers. The article does not apply uniform high availability numbers, nor does it treat the indicator definitions as achieved results.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

Progressive FDE Releases: When to Expand and When to Stop

The significance of a small-scale launch is to use comparable results to decide the next step, not just to release a small amount of traffic first. This article refers to Google SRE progressive release materials to discuss how service quality, system errors, and observation windows jointly form promotion conditions, and explains what new data should be protected before rollback. The article is a simulated implementation plan and does not promise that grayscale release can avoid all failures.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

Before FDE Enters the Site: Data, Approval and Operational Responsibilities

Enterprise AI projects tend to involve everyone but no one confirms the final results. Starting from the service goals and operational responsibilities, this article designs a responsibility chart before FDE enters the site, distinguishes business leaders, data providers and system maintainers, and explains how to hand over when personnel changes. The article provides implementation methods and does not treat the role sheet as a completed contract authorization or project acceptance.

ChinaOPC Editorial Team23 Oct 20262 min readChina

FDE Cases / Original analysis

FDE Upgrades: Keeping Existing Workflows Compatible with New Fields

Adding a field to the AI system may also cause the customer's original form or interface to stop working. This article refers to the structure combination document, discusses the old and new data formats, compatibility range, and migration steps, and proposes a sample matrix that should be prepared before FDE is released. The goal is to make changes visible, testable, and rollable, and not to use "just new features" as a reason not to notify customers, nor to claim that compatibility is automatically established.

ChinaOPC Editorial Team23 Oct 20261 min readChina

FDE Cases / Original analysis

FDE Connector Delivery: Confirm Field Meanings after Establishing Connectivity

Returning data from an enterprise system does not mean that the integration has been completed. Field units, null values, and paging may change the business meaning. This article discusses how FDE establishes data conventions and sample verification for connectors, and clarifies how to handle interface changes and failures. The article provides a simulation implementation method that does not treat a connectivity test as a complete delivery, nor does it allow the model to guess the meaning of missing fields on its own.

ChinaOPC Editorial Team23 Oct 20262 min readChina