Demos are fast. Production is hard.
Real data, permissions, approvals, reliability and compliance can break a promising demo immediately.
OpenFDE publishes free learning materials and training methods, maintains certification standards for individuals and teams, opens full cases and project collaboration to onboarded members, and connects certified FDEs with real enterprise needs.
Have a real business need? Submit it →
Real clients, real problems, real work and verifiable outcomes. The community publishes case overviews, while full context, deliverables, acceptance criteria and retrospectives open to qualified members.
E-commerce detail pages hand-templated — fast-paced, high-volume, judgment hard to teach.
5000+ KOS accounts, one voice required — without sounding identical.
Cardholders, merchants and partners need continuous engagement beyond human capacity.
High-ticket lab-grown diamonds, non-standard SKUs, deals hinge on senior sales judgment.
Full records identify the working relationship, disclosure level and evidence basis.
Apply for full retrospectives→Enter through an industry problem, then deliver inside judgment-dense workflows. These are the areas already covered by the community's cases and methods.
FDE value lives between the demo and production. When model capability meets real data, systems, permissions, workflows and organizations, someone has to enter the field and finish the last mile.
Real data, permissions, approvals, reliability and compliance can break a promising demo immediately.
Enterprise value lives across CRM, ERP, tickets, knowledge bases and human collaboration — not an isolated chat window.
Critical rules often live in frontline experience and must be observed, elicited, tested and iterated in the field.
Trials, evals, feedback and workflow change are what turn a working system into sustained impact.
FDEs enter real operating environments and own the path from problem discovery and engineering to production adoption.
Understand the real business, workflow, data, permissions and organizational constraints — not just a requirements document.
Write production code, connect existing systems and build evals so AI becomes part of the operating workflow.
Turn field judgment, tools and methods into cases, templates and reusable components for the next delivery.
OpenFDE does not need to be the center of the story. It publishes methods, sets standards, maintains trust and connects the right people with the right problems.
Open methods, competency models, learning paths, tools and cohorts.
Assess people and teams through evidence, cases, contribution and collaboration.
Open full cases and project cards to qualified members and connect real needs.
Selected members are known as OpenFDE Fellows.
Forward deployed engineers selected by OpenFDE, trained through real project practice and welcomed into a long-term talent network.
Fellow is not a course-attendance label, paid membership or academic position. It is earned through selection, training, certification, practice and continued contribution.
Follow the open path and understand the FDE role and method.
Submit your background, work and evidence from real cases.
Complete exercises, retrospectives and collaboration in a cohort.
Pass capability, case and community-trust review.
Enter the case library, open projects and long-term network.
OpenFDE provides learning materials, training and foundational certification without selling courses. The community keeps the corpus current together.
Role, competency model, workflow and a 90-day learning path.
→02Industry contexts, operating methods, boundaries and practice frameworks.
→03The practical stack from discovery and building to evals and launch.
→04Searchable primary sources and field notes with traceable provenance.
→Public overviews establish authenticity. The closer content gets to live delivery, the more it requires membership, certification and explicit authorization. This is stewardship, not a paywall.
Case title, industry, business problem, representative result and disclosure note.
Full context, deliverables, acceptance criteria, timeline and retrospective.
Project context, collaboration material, application path and status.
Community events center on learning, case retrospectives, project collaboration and city nodes. Every gathering should leave knowledge others can reuse.
Past eventFDEs, engineers and industry practitioners met to exchange real cases and delivery methods.
Past eventBeijing FDEs, engineers and industry practitioners met to exchange real cases and delivery methods.
Learn the open method, build evidence through work and cases, then apply to the OpenFDE Fellows Program and prove your capability in real projects.
Apply to OpenFDEIf a demo cannot reach production, systems will not connect or outcomes are hard to evaluate, share the context. The community will identify relevant certified FDEs or teams by industry, scenario and stage.
Submit a collaboration need