The lesson is not that 658 independent AI employees were trained in 2023. The lesson is how a huge list of prompts, role names and AI illustrations became a traceable path toward reusable Work models, separate supervision and real-world capability delivery.
EVIDENCE-BOUNDED. 2023 Bot descriptions and illustrations are historical artifacts. Current SKU web pages are public references, not provisioned e-Person identities. This case documents an MCP-ready design method, not 658 live MCP servers or production-ready autonomous workers.
01 · THE FIRST QUESTION / 起点
What if GenAI could help every kind of work?
2023 AI-generated concept artwork for source role ID 1, not evidence of professional ability.
In the first months of public ChatGPT, Bot was a practical name for an imagined role-specific assistant. The research assembled 658 numbered work ideas, using occupational roles, economic activities and functional prompts, and produced AI concept images and slogans. The owner reports development contracts and real external engineering milestones alongside that exploration.
当时的真实动机,是降低普通人调用新一代模型的门槛:一个会计师、采购员、客户经理、学生或工厂人员,是否可以直接从自己的工作意图出发,使用文字、语音、图片、数据及成熟设备,而不用先成为 AI 工程师?
What changed between the idea and the infrastructure?
MAR 2023 FIRST RESEARCH
658 numbered Bot ideas · 职业、行业与功能
Role names, work slogans and AI-generated images provided an accessible first vocabulary for domain-specific GenAI. The original workbook and 2023 artwork remain separate historical sources, each retaining IDs.
Evidence: historical workbook, concept images, original numbers. No claim of model fine-tuning or real work execution from an illustration.
MAR–JUN 2023 SOFTWARE EXPLORATION
From a prompt to a usable interface
External engineering milestone records specify and iteratively develop voice/image/text functions, APIs, stored user inputs and responses, authentication, usage plans, organization- and Room-scoped history, keys, supervisor/support views and multi-service interfaces.
Evidence: dated development task record with owner-attested contracted historical delivery; not a contemporary independent replay of obsolete code.
JUL 2023–APR 2025 BOUNDARIES EXPAND
Work meets real organizations and places
The historical development record extends to supplier data, global sourcing, messaging channels, sign-in/OTP experiments, credits and purchases, cloud migration, ERP/CRM, maps, manufacturing networks, vending-machine research and mobile AI.
Evidence: dated milestones in HSIMC Historical Foundation. These task descriptions do not prove a currently operational supplier or machine connection.
16 OCT 2026 PUBLIC SKU FOUNDATION
658 paired identities become 1,316 static candidate SKUs
The historical list was preserved as 658 e-Person Work-Executor references plus 658 independent Supervisor references, with a machine-readable Registry. The 655 recovered images were converted from about 2.06 GB of original PNG to about 24.83 MB of WebP derivatives, linked by immutable numeric source IDs.
Evidence: public SKU URLs, Registry and HTTPS/SHA256 acceptance. Missing artwork IDs 345, 429 and 493 remain absent, not fabricated.
16 OCT 2026 NORMALIZATION REVIEW
658 ≠ 658 separate canonical Work engines
Source analysis separated 510 occupational role entries, 100 economic-activity entries and 48 functional prompts. Strict text normalization found 508 unique role titles and 75 unique activity labels, for 631 exact-distinct labels overall. Review candidates include 22 shared-work groups and 18 functional kernels.
Evidence: C0-001 source registry replay and audit. Candidate shared-work groupings are NOT accepted licenses, trained models or a completed canonical migration.
03 · PITFALL → DESIGN CORRECTION / 踩坑与工程经验
Five mistakes worth not repeating.
Early assumption
Actual engineering trap
Reusable correction
One name = one Bot
同一个工作在不同名字重复;又把经济活动和功能词混入职业清单。
Source ID stays immutable; Role, Industry Context and Capability Kernel receive different semantic types.
One role = one complete model
为相似岗位重复设计提示词、界面和组件;改名并不增加实际生产力。
Share the verified Work Kernel; bind profession-specific scope and local constraints separately.
Model output = service delivered
图片、网页、回复或演示与实际工作交付、实体制造和安全验证是不同事实。
Define measurable outputs, Reality prerequisites, operation evidence and acceptance before claiming delivery.
Being trained = being authorized
本土语言/训练来源无法自动授予职业许可;Supervisor 也不应继承无限执行权限。
Independently record training provenance, target jurisdiction, Human Supervisor and explicit Authority.
Keep the old code to keep history
迁移服务器、改域名、技术快速过时,使旧代码失去可运营价值;完整日志也包含重复和敏感信息。
Preserve original sources, timestamps, SHA256, what passed/failed and canonical Work contracts, not secrets or obsolete deployment claims.
MCP-ready is a verifiable contract, not a new Bot label.
An LLM may act as a client of a bounded MCP capability, while an authorized Host, Server and local Runtime mediate what can actually happen. A standard invocation interface does not, by itself, provide professional competence, local equipment or human authority.
01 · INTENT
Describe one Work
Define user outcome and measurable acceptance, not just a role title or AI slogan.
02 · CONTRACT
Define inputs / outputs
Declare data types, capability dependencies, timeout, cost constraints and evidence requirements.
03 · IDENTITY
Separate who and who approves
Model e-Person as Work executor; Supervisor as independent governed responsibility and Authority.
04 · COMPOSITION
Connect suppliers
Bind qualified model, hardware, software, local partner and permitted MCP tools by specific capability.
05 · REALITY
Resolve where it runs
Check target-region rules, available device/Runtime state, human consent, licensing and fulfillment feasibility.
First acceptance gate: publish a correct role definition and source provenance. Later gates: a working scoped MCP interface, real supplier/model or device binding, tests and signed acceptance. This case has achieved the first historical documentation/public SKU gates—not automatic activation of the later gates.
06 · TWO INDEPENDENT GEOGRAPHIES / 全球模型边界
e-Person for X is not e-Person trained by Y.
TARGET REGION
e-Person for X
For the region in which actual work must be performed. Required official languages, local laws, licensing, equipment, partner services, fulfillment and acceptance are attached to this target Work.
这是消费与交付地区,不是训练来源。
TRAINING PROVENANCE
e-Person trained by Y
The identity and jurisdiction of a qualified training/evaluation provider, with rights, curriculum/method revision and outcome evidence. Nationality or native language alone is not proof of training.
这是专业训练/审核来源,不是自动执业授权。
249 is a proposed jurisdiction-directory design size, not a count of deployed national services. Do not materialize 249×249 role combinations. Bind the relevant X and Y only when a Work requires them. Supervisor jurisdiction and Authority remain independent third constraints.
07 · ONE HISTORICAL SKU, MANY REALITIES / 可复用例子
Account Manager · Source ID 0001
One historical role illustration becomes the starting record of a Work contract. A present-day implementation would still have to specify a concrete customer-service outcome, approved CRM/data access, model provider, local regulations and separate human supervision.
Scoped CRM, communication, human review and evidence
NO RUNTIME BINDING
Country examples are scenarios to explain independent region axes, not claims that any such provider or e-Person has been hired, trained, licensed or deployed.
08 · YOU CAN, TOO / 下一个团队如何借鉴
A reusable engineering checklist.
Before building
Preserve the original source and SHA256. Decide whether the item is a profession, an economic activity or a function. Write one measurable Work deliverable and enumerate the real capability components.
Before claiming "trained"
Identify a real provider, data rights, method, evaluation, failure threshold, model version and human review. Record the actual receipts rather than attaching a national flag to the role name.
Before connecting MCP tools
Check tool scope and explicit Authority, secrets handling, retry/duplicate behavior, operation identity, allowed Runtime and independent readback. Protocol connectivity must never mean automatic physical or financial permission.
Before commercial delivery
Resolve target jurisdiction, legal language, local partner, equipment, human supervisor, payment contract (if any) and end-user acceptance. Distinguish REFERENCE_ONLY from truly orderable, provisioned capability.
09 · HONEST READBACK / 公开来源与未完成项
What is observed, attested, proposed and still absent?
Subject
Source / evidence
Status
658 historical list
March 2023 source workbook, 658 numbered entries; source hash in local evidence register.
SOURCE DOCUMENT
Historical dev milestones
2023–2025 developer milestone compilation and owner-confirmed Upwork contract origin; individual platform receipts not in this case.
One enduring principle: Preserve what was learned and proven, not the illusion that a memorable Bot name, a nice image, a webpage or a successful API response is already an authorized, supervised, economically deliverable capability. Every future student, supplier or regional partner can follow the same evidence-first path.