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Tang Weigang profile picture

Tang Weigang

Independent AI capability pack builder. Doramagic resource packs are not official upstream projects.

Joined Joined on  Personal website https://doramagic.ai
Do Not Treat Pydantic AI as an Agent Magic Layer
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Do Not Treat Pydantic AI as an Agent Magic Layer

#aiagentspythonpydantic
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5 min read
Before You Ship an Agent, Make DeepEval Test the Failure Path
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Before You Ship an Agent, Make DeepEval Test the Failure Path

#ai #llm #testing #agents
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5 min read
Before an Agent Uses Qdrant, Write the Retrieval Contract
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Before an Agent Uses Qdrant, Write the Retrieval Contract

#rag
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4 min read
Before an Agent Runs Code in E2B, Define the Sandbox Contract First
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Before an Agent Runs Code in E2B, Define the Sandbox Contract First

#sandbox
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4 min read
Do not treat LangGraph as a longer chain: define state, interrupts, and recovery first
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Do not treat LangGraph as a longer chain: define state, interrupts, and recovery first

#llm #ai #opensource #python
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4 min read
Do not add LLM evals after launch: use promptfoo to define the failure boundary first
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Do not add LLM evals after launch: use promptfoo to define the failure boundary first

#opensource
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4 min read
Before You Let an Agent Convert Documents, Narrow the MarkItDown Boundary
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Before You Let an Agent Convert Documents, Narrow the MarkItDown Boundary

#python
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4 min read
Before You Add Memory to an AI Agent, Decide What the Agent Is Allowed to Remember
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Before You Add Memory to an AI Agent, Decide What the Agent Is Allowed to Remember

#ai #agents #neo4j #llmops
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5 min read
Before You Give an AI Agent a Browser, Define the Puppeteer Boundary
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Before You Give an AI Agent a Browser, Define the Puppeteer Boundary

#ai #automation #opensource #puppeteer
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4 min read
Before You Trust an LLM App, Review the Trace
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Before You Trust an LLM App, Review the Trace

#devtools
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4 min read
Before You Add More Agents, Design the Control Plane
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Before You Add More Agents, Design the Control Plane

#agents #architecture #openai #systemdesign
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5 min read
Adopt Codex CLI only after you can explain the source, boundary, review, and rollback model
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Adopt Codex CLI only after you can explain the source, boundary, review, and rollback model

#ai #productivitydevops
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5 min read
Codex CLI is useful only when the workflow around it is reviewable and reversible
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Codex CLI is useful only when the workflow around it is reviewable and reversible

#ai #productivity #devops #tutorial
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4 min read
Codex CLI Is Useful Only When the Workflow Around It Is Reviewable and Reversible
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Codex CLI Is Useful Only When the Workflow Around It Is Reviewable and Reversible

#ai #productivity
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7 min read
Codex CLI needs a rollback-ready workflow, not just a quick install
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Codex CLI needs a rollback-ready workflow, not just a quick install

#openai #ai
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1 min read
Aider clone signals point to rollback-ready coding contracts, not just better code generation
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Aider clone signals point to rollback-ready coding contracts, not just better code generation

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4 min read
Chrome DevTools MCP traffic shows developers are checking operability, not hype
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Chrome DevTools MCP traffic shows developers are checking operability, not hype

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3 min read
A clone-heavy MCP pack signal is about inspectability, not marketing
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A clone-heavy MCP pack signal is about inspectability, not marketing

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2 min read
Complex AI frameworks need acceptance-ready context packs, not longer prompts
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Complex AI frameworks need acceptance-ready context packs, not longer prompts

#agents #ai #llm #softwareengineering
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3 min read
AI skills should be portable capability assets, not prompt collections
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AI skills should be portable capability assets, not prompt collections

#ai #opensource
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2 min read
AI coding agents need browser evidence, not just code inspection
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AI coding agents need browser evidence, not just code inspection

#ai
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1 min read
Load OpenSkills context into Codex or Claude Code without guessing source boundaries
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Load OpenSkills context into Codex or Claude Code without guessing source boundaries

#ai #opensource #productivity
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1 min read
How to tell whether an AI capability pack can actually help you ship
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How to tell whether an AI capability pack can actually help you ship

#ai
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2 min read
Publishing AI capability packs is not a content blast
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Publishing AI capability packs is not a content blast

#ai #opensource #productivity
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2 min read
An AI agent resource pack is more than a prompt
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An AI agent resource pack is more than a prompt

#ai #python #agents #tooling
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3 min read
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