kongkong - DEV Community

kongkong

Aug 14

Gate a New Model on Reproducibility Before You Pay for Confidence

#ai #testing #python #devops

4 min read

kongkong

Aug 14

Measure a Free Model Route With a Golden Set, Not a Leaderboard

#ai #backend #api #serverless

3 min read

kongkong

Aug 13

Test an Agent's Tool Permissions as a Contract, Not a Conversation

#ai #agents #security #testing

4 min read

kongkong

Aug 13

Give a Free AI Tier a Cold-Start Job Before It Touches Real User Requests

#ai #python #architecture #tutorial

4 min read

kongkong

Aug 13

Run a Shadow Contract Against a Free Model Route Before You Merge the Switch

#ai #programming #devops #tutorial

5 min read

kongkong

Aug 13

Probe a Free AI Endpoint Before You Make It a Production Dependency

#ai #python #performance #webdev

4 min read

kongkong

Aug 10

Route Every New Model Release Through One Adapter Before It Touches Your Stack

#ai #python #testing #architecture

6 min read

kongkong

Aug 10

Meter Your AI Feature at the Route Boundary Before the Invoice Does It for You

#ai #typescript #webdev #tutorial

5 min read

kongkong

Aug 7

Build a Read-Only Agent Slice Before Giving It Write Authority

#ai #agents #security #webdev

6 min read

kongkong

Aug 6

Let the Agent Propose, Let the Pipeline Commit: A Staged Gate for AI-Assisted Changes

#ai #security #devtools #testing

1

5 min read

kongkong

Aug 5

Add an LLM Chat Feature Behind a Provider Contract, Not Across Your Codebase

#webdev #ai #typescript #architecture

5 min read

kongkong

Aug 4

Test Your Vibe-Coded Feature Across Every Layer Before You Give It a Production Budget

#ai #webdev #testing #node

5 min read

kongkong

Jul 31

Add a New AI Provider Behind One Route Contract, Not Across Your Codebase

#ai #webdev #api #programming

5 min read

kongkong

Jul 31

Promote an AI Prototype to Production Behind a Provider Contract, Not a Rewrite

#ai #webdev #architecture #programming

6 min read

kongkong

Jul 29

"Carry Actor Provenance From Linear UI to Worker"

#typescript #github #security #webdev

3 min read

kongkong

Jul 28

"Give Every Preview URL a Lifecycle Contract From Build to Expiry"

#webdev #api #cloud #testing

3 min read

kongkong

Jul 27

"Make AI Budget Exhaustion a Full-Stack API Contract"

#webdev #api #typescript #ai

3 min read

kongkong

Jul 27

"Put MonkeyCode Tasks Behind an Approval-Gated API Contract"

#api #webdev #ai #architecture

2 min read

kongkong

Jul 25

Build an Idempotent Multi-Provider Job API

#webdev #api #ai #reliability

3 min read

kongkong

Jul 25

Put Health-Data Access Behind a Consent-Receipt API

#webdev #api #privacy #architecture

3 min read

kongkong

Jul 24

Put AI Agent Actions Behind an Approval Gate From API to Worker

#architecture #ai #security #webdev

2 min read

kongkong

Jul 23

Make CSV Export Idempotent From Browser Click to Worker Completion

#webdev #backend #architecture #testing

3 min read

kongkong

Jul 22

Wrap the GitHub Copilot SDK in an Action Envelope Before It Reaches Your Application

#github #ai #architecture #webdev

2 min read

kongkong

Jul 21

Kimi K3's 1M Context Window Changes Full-Stack Delivery-If You Gate It Correctly

#ai #architecture #devtools #backend

3 min read

kongkong

Jul 21

Ship Agentic AI With an Action Envelope From UI to Worker

#ai #webdev #architecture #typescript

1 min read

kongkong

Jul 20

Make Multipart Upload Abort Idempotent Before Orphaned Parts Start Billing You

#aws #webdev #architecture #testing

1 min read

kongkong

Jul 19

Make Copilot Review Configuration Observable From Pull Request to Finding

#githubcopilot #webdev #api #testing

1 min read

kongkong

Jul 19

Make Chunked Upload Finalization Idempotent Before the Network Retries It

#typescript #api #webdev #testing

1

1 min read

kongkong

Jul 17

Use a Free Cloud Agent to Build an Expand–Contract Migration That Survives Mixed Versions

#database #ai #webdev #testing

2 min read

kongkong

Jul 17

A FastAPI Agent Template Is Not Production-Ready Until Task Ownership Crosses Every Layer

#fastapi #ai #webdev #security

1

3 min read

kongkong

Jul 16

Your First MonkeyCode Task Should Cross the Stack—and Leave Evidence

#ai #fullstack #testing #webdev

2 min read

kongkong

Jul 16

Manage Secret Scanning Custom Patterns as Code With a Safe REST Sync

#github #security #api #devops

2 min read

kongkong

Jul 15

Deliver Large Agent Artifacts With Signed URLs, Not Giant JSON Responses

#typescript #api #architecture #webdev

1

2 min read

kongkong

Jul 15

Add Claude Sonnet 5 Behind a Provider Contract, Not Across Your Codebase

#typescript #ai #architecture #webdev

2 min read

kongkong

Jul 14

Deliver a Full-Stack Task End to End on a Hosted AI Development Platform

#ai #fullstack #webdev #productivity

2 min read

kongkong

Jul 14

Before Adding Gemma 4 to MonkeyCode, Run a Model Capability Contract

#ai #gemma4 #opensource #tutorial

5 min read

kongkong

Jul 13

Test HTML-to-DOCX Export as a Contract, Not a Screenshot

#webdev #testing #javascript #opensource

1

1 min read

kongkong

Jul 13

Build a Read-Only Analytics Tool Before Giving Your Agent Actions

#mcp #webdev #ai #typescript

2 min read

kongkong

Jul 12

Let AI Triage Static-Analysis Alerts Without Letting It Hide Bugs

#ai #security #github #architecture

2 min read

kongkong

Jul 12

Design the Slack-to-PR Contract Before You Choose the Agent

#ai #github #webdev #architecture

2 min read

kongkong

Jul 10

Put a Deterministic Gate Between Generated Code and Main

#programming #devops #ai #webdev

4 min read

kongkong

Jul 10

Productionizing an LLM Feature: The Full-Stack Contract

#fullstack #ai #webdev #architecture

1

4 min read

kongkong

Jul 10

Anthropic Just Dropped Claude Wrapped — And It Shows How Much AI Is Replacing Google

#ai #anthropic #claude #productivity

3 min read

kongkong

Jul 9

Lovable Is Valued at $13.2B — But Most 'Vibe Coders' Still Can't Ship Real Software

#ai #startup #programming #webdev

3 min read