Edward Li

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Joined on Jul 1, 2026

Edward Li

Jul 17

The first paid AI API request should be a receipt, not a leap of faith

#ai #api #billing #devtools

1 min read

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Edward Li

Jul 16

The first API top-up should lead to one verified billable request

#ai #api #billing #devops

1 min read

Edward Li

Jul 15

The first successful AI API request is not the paid workflow

#ai #api #billing #devops

1 min read

Edward Li

Jul 11

Your AI API test is not finished until the charge is explainable

#ai #api #billing #devops

2 min read

Edward Li

Jul 11

Do not migrate an AI API by changing only the base URL

#ai #api #migration #devops

2 min read

Edward Li

Jul 11

When the first AI API call fails, make the test smaller

#ai #api #debugging #devops

2 min read

Edward Li

Jul 11

Your first AI API error needs a decision tree, not another retry

#ai #api #debugging #devops

2 min read

Edward Li

Jul 10

One shared AI API key is not a team workflow

#ai #api #teams #cost

1 min read

Edward Li

Jul 9

Debug the AI API route before you switch models

#ai #api #debugging #devtools

2 min read

Edward Li

Jul 9

Your AI API test is not finished until the charge is explainable

#ai #api #billing #devops

2 min read

Edward Li

Jul 8

Pick your first AI model from evidence, not memory

#ai #api #llm #devops

2 min read

Edward Li

Jul 8

Do not choose an AI model from a leaderboard alone

#ai #api #llm #evals

3 min read

Edward Li

Jul 7

Your AI API fallback is hiding your real bill

#ai #api #llm #devops

3 min read

Edward Li

Jul 6

An AI API gateway should be your control plane, not just a cheaper base URL

#ai #api #openai #llm

4 min read

Edward Li

Jul 6

Your first AI API request needs a receipt

#ai #api #openai #developers

1 min read

Edward Li

Jul 6

Your AI API key is the first integration test, not the last setup step

#ai #api #openai #developers

1 min read

Edward Li

Jul 4

Your First AI API Payment Should Be a Test, Not a Wallet

#ai #api #llm #startup

2 min read

Edward Li

Jul 4

HTTP 200 Is Not Enough: Define a Successful AI API Request

#ai #api #llm #observability

2 min read

Edward Li

Jul 3

OpenAI-Compatible API Smoke Test: Run One cURL Before Migrating Your SDK

#ai #api #openai #debugging

3 min read

Edward Li

Jul 3

429 Rate Limit Errors on OpenAI-Compatible APIs: Debug Retries Before Switching Models

#ai #api #openai #debugging

3 min read

Edward Li

Jul 3

OpenRouter vs LiteLLM vs Portkey vs a Managed OpenAI-Compatible Gateway

#ai #openai #api #devtools

4 min read

Edward Li

Jul 3

Dify + OpenAI-Compatible APIs: Test the Provider Before the Workflow

#ai #dify #rag #openai

3 min read

Edward Li

Jul 3

LangChain + OpenAI-Compatible APIs: Debug Base URL Before RAG or Agents

#ai #langchain #rag #python

3 min read

Edward Li

Jul 3

Vercel AI SDK with OpenAI-Compatible APIs: a Deployment Checklist

#ai #vercel #javascript #openai

3 min read

Edward Li

Jul 2

OpenAI-Compatible Base URL Migration Checklist

#ai #api #openai #debugging

3 min read

Edward Li

Jul 2

How to Debug model_not_found on OpenAI-Compatible APIs

#ai #api #debugging #llm

3 min read

Edward Li

Jul 2

Why AI Agent API Costs Grow Faster Than Traffic

#ai #api #llm #cost

3 min read

Edward Li

Jul 2

216 OpenAI-compatible model IDs with transparent token pricing

#ai #openai #api #programming

1 min read

Edward Li

Jul 1

Five checks before connecting an OpenAI-compatible API

#ai #openai #api #programming

1 min read

Edward Li

Jul 1

How to stop AI agent API cost spikes without rewriting your OpenAI SDK calls

#ai #openai #api #cost

2 min read

Edward Li

Jul 1

PostPort: local-first multi-platform publishing verification

#automation #productivity #api #tools

1 min read

DEV Community

Edward Li

Badges

1 Week Community Wellness Streak

Writing Debut

The first paid AI API request should be a receipt, not a leap of faith

Want to connect with Edward Li?

The first API top-up should lead to one verified billable request

The first successful AI API request is not the paid workflow

Your AI API test is not finished until the charge is explainable

Do not migrate an AI API by changing only the base URL

When the first AI API call fails, make the test smaller

Your first AI API error needs a decision tree, not another retry

One shared AI API key is not a team workflow

Debug the AI API route before you switch models

Your AI API test is not finished until the charge is explainable

Pick your first AI model from evidence, not memory

Do not choose an AI model from a leaderboard alone

Your AI API fallback is hiding your real bill

An AI API gateway should be your control plane, not just a cheaper base URL

Your first AI API request needs a receipt

Your AI API key is the first integration test, not the last setup step

Your First AI API Payment Should Be a Test, Not a Wallet

HTTP 200 Is Not Enough: Define a Successful AI API Request

OpenAI-Compatible API Smoke Test: Run One cURL Before Migrating Your SDK

429 Rate Limit Errors on OpenAI-Compatible APIs: Debug Retries Before Switching Models

OpenRouter vs LiteLLM vs Portkey vs a Managed OpenAI-Compatible Gateway

Dify + OpenAI-Compatible APIs: Test the Provider Before the Workflow

LangChain + OpenAI-Compatible APIs: Debug Base URL Before RAG or Agents

Vercel AI SDK with OpenAI-Compatible APIs: a Deployment Checklist

OpenAI-Compatible Base URL Migration Checklist

How to Debug model_not_found on OpenAI-Compatible APIs

Why AI Agent API Costs Grow Faster Than Traffic

216 OpenAI-compatible model IDs with transparent token pricing

Five checks before connecting an OpenAI-compatible API

How to stop AI agent API cost spikes without rewriting your OpenAI SDK calls

PostPort: local-first multi-platform publishing verification