Lang HorizonAPPLIED AI STUDIO

LANG HORIZON / SELECTED WORK

From problem to implementation,
with inspectable records.

Projects reflect their actual stage: what has been built, and what remains unverified.

PROJECTS / FIELD NOTES

Current practice,
and early explorations.

Projects reflect their actual stage: what has been built, and what remains unverified.

Industry applicationPrivate pilot · local validation

Beauty Copilot

A beauty-service workflow connecting service notes, added context, human confirmation, assigned follow-up and outcome recording.

The private pilot has local workbench and workflow validation records. These do not establish production deployment, customer scale, sales or efficiency gains.

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Agent engineeringLocal engineering experiment

ForgeFlow

A real model loop connecting retrieval, MCP / Docker tool verification and evaluation of the same execution trace.

The first slice contains only two tasks: baseline 2/2, agent 1/2. This small sample shows no stable advantage and does not establish a production platform or general capability.

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AI evaluation & improvementEvaluation and training smoke

EvidenceLoop

Connect tasks, evaluators, model outputs and failure records in one evidence chain to practice reproducible evaluation and training workflows.

Oracle checks, small-model evaluation and training smoke runs are recorded. An executable workflow does not establish controlled improvement, training gains or production post-training capability.

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Knowledge workEarly exploration

SoloScale AI OS

An early personal AI workflow exploration. The current app centers on a resume workspace; its separate demo centers on engineering evidence.

Retained as an early exploration, not a current flagship commercial product. Specific capabilities require verification.

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Content deliveryEarly exploration

BuildLog

Move content from inspiration to delivery. Connect creation, collaboration and outputs in work that builds over time.

Retained as an early exploration, not a current flagship commercial product. Specific capabilities require verification.

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Content & brandEarly exploration

X Post Lab

Help professional expression build lasting value. Explore a continuous AI content experience for creation and brand development.

Retained as an early exploration, not a current flagship commercial product. Specific capabilities require verification.

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These are project notes. Collaboration starts with a specific workflow and acceptance criteria; access and delivery scope are agreed separately.

A CONSIDERED NEXT STEP

A problem worth solving.
A conversation worth having.

Share your business context and goal. Speak directly with Lang Ju to establish fit, scope and the next step.

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