Journal
Notes from the work.
Practical guides on WhatsApp assistants, automation and the AI models behind them — with official sources.
8 articles
Chinese models
DeepSeek V4 developments: review the integration before switching
What to validate when model names and API behavior change.
1 min read
Chinese models
Where DeepSeek thinking mode fits a business workflow
Allocate processing effort according to task complexity.
1 min read
Chinese models
Test Qwen3 on Egyptian Arabic business conversations
Language coverage is a starting point for testing dialect and local context.
1 min read
Chinese models
Self-hosting Qwen: costs beyond downloadable weights
Infrastructure, maintenance and updates shape a self-hosting decision.
1 min read
Chinese models
Compare Chinese AI models for your business task
Evaluate candidates such as DeepSeek and Qwen with a task-specific rubric.
1 min read
Chinese models
Move between model providers without breaking customer workflows
Separate business logic from provider-specific behavior.
1 min read
Chinese models
When a smaller model is enough for message classification
A narrow classification task may need discipline more than extensive generation.
1 min read
Chinese models
Data privacy questions for open-model deployments
Deployment, logs and access controls matter beyond the open-model label.
1 min read