kongkong - DEV Community

kongkong

Sep 20

Build a Read-Only Eval Slice Before Giving Free Inference Write Authority

#ai #python #testing #webdev

8 min read

kongkong

Sep 19

Replay the Captured Request Before You Swap the Model

#ai #testing #python #webdev

6 min read

kongkong

Sep 18

A Free-Server Demo Is Not a Shipped Feature

#ai #webdev #testing #architecture

7 min read

kongkong

Sep 17

Add Schema Writes Behind an Apply Journal, Not a Chat Window

#ai #webdev #python #architecture

6 min read

kongkong

Sep 16

Add Completions Behind a Provider Contract, Not Across Your Codebase

#ai #architecture #python #testing

7 min read

kongkong

Sep 15

Your Coding Agent Is Only as Good as the Machine It Can Wreck

#ai #testing #devops #programming

6 min read

kongkong

Sep 13

Build a Budgeted Envelope Before Giving the Agent Filing Authority

#ai #python #architecture #testing

7 min read

kongkong

Sep 12

Build a Read-Only Ticket Slice Before Giving the Model Write Authority

#ai #python #webdev #testing

8 min read

kongkong

Sep 11

Build a Frozen Ticket Eval Before Giving the Loop a Customer Thread

#python #ai #testing #webdev

8 min read

kongkong

Sep 10

Add AI Features Behind a Transcript Store, Not a Live Call

#python #ai #architecture #testing

7 min read

kongkong

Sep 9

Deliver the Customer Report With a Job Lease, Not a Double Click

#python #fastapi #ai #postgres

9 min read

kongkong

Sep 8

Add Model Calls Behind a Provider Contract, Not Across Your Codebase

#ai #architecture #webdev #typescript

6 min read

kongkong

Sep 6

Rehearse Agent Migrations on a Host You Can Delete

#ai #postgres #webdev #architecture

8 min read

kongkong

Sep 5

Trust the Agent Only After You Can Kill Its Server

#ai #python #architecture #webdev

6 min read

kongkong

Sep 4

Add Agent Writes Behind a Schema Digest, Not a Hopeful Prompt

#ai #webdev #architecture #testing

8 min read

kongkong

Sep 4

Your AI Feature Doesn't Fail at the Model. It Fails at the Handoff.

#ai #opensource #python #webdev

5 min read

kongkong

Sep 4

The Free Token Quota Is a Failure Budget, Not a Demo Budget

#ai #testing #production #python

6 min read

kongkong

Sep 4

Replay Recorded Tool-Call Traces Before a New Model Touches State

#ai #security #agents #python

4 min read

kongkong

Sep 4

Build Dual-Read Before Giving the Agent Drop Authority

#ai #webdev #architecture #python

7 min read

kongkong

Sep 3

Put a Ledger Between the Model and the Row

#python #fastapi #llm #architecture

7 min read

kongkong

Sep 1

Stop Letting Your Model Remember Things—Use Free Tiers to Enforce Statelessness

#ai #architecture #serverless #testing

3 min read

kongkong

Aug 31

Your AI Reviewer Needs a Review. Use Free Tokens and a Free Server to Build One.

#ai #testing #cicd #productivity

4 min read

kongkong

Aug 30

Free Models and a Free Server Are Enough to Validate an AI Endpoint

#ai #fastapi #production #testing

4 min read

kongkong

Aug 29

Free AI Tokens Are for Breaking Things, Not Building Them

#ai #testing #devops #opensource

4 min read

kongkong

Aug 28

Free Tokens Without a Free Server Are Just a Demo

#ai #opensource #llm #webdev

4 min read

kongkong

Aug 26

Find Contract Drift by Running Two Free Models, Not by Reading One Diff

#ai #testing #webdev #opensource

4 min read

kongkong

Aug 25

The Model Is a Dependency. The Contract Is the Product.

#ai #python #architecture #webdev

5 min read

kongkong

Aug 24

Free Model Tokens Are a Hard Budget. Enforce Them in Code, Not in Discipline.

#ai #python #architecture #llm

5 min read

kongkong

Aug 22

Your AI Feature's Staging Environment Should Be a Free Server

#ai #opensource #devops #tutorial

5 min read

kongkong

Aug 21

Stop Benchmarking the Model. Start Benchmarking the Round Trip.

#ai #performance #opensource #serverless

5 min read

kongkong

Aug 20

The Free Tier Is the Only Failure Injection You Get for Free

#ai #opensource #python #webdev

4 min read

kongkong

Aug 20

Stop Building AI Gatekeepers. Start Shipping Boring Proxies.

#discuss #ai #agents #python

4 min read

kongkong

Aug 19

Stop Mocking the Model. Run CI Against the Free Tier Instead.

#ai #testing #cicd #python

5 min read

kongkong

Aug 19

Migrate Models by Re-recording the Contract, Not by Re-running the Benchmark

#ai #llm #webdev #programming

5 min read

kongkong

Aug 17

Your Free Token Quota Is a Contract Sandbox, Not a Production Discount

#ai #webdev #opensource #architecture

4 min read

kongkong

Aug 17

Shadow Traffic Is the Only Honest Free Model Evaluation

#ai #opensource #devops #webdev

5 min read

kongkong

Aug 17

Try MiniMax H3 Without Hardcoding It Into Your Free Server

#ai #llm #python #webdev

5 min read

kongkong

Aug 17

Put the Free Token Quota Behind a Per-Project Ledger, Not a Shared Counter

#ai #python #tutorial #programming

5 min read

kongkong

Aug 16

Right-Size an Internal Model Route by Requests per User Before You Provision the Server

#ai #devops #webdev #programming

5 min read

kongkong

Aug 16

Measure a Free Token Server by Its Tail Latency, Not Its Ceiling

#ai #performance #devops #api

4 min read

kongkong

Aug 15

Put a Free Model Route Behind an Error Budget, Not a Retry Storm

#ai #python #fullstack #production

5 min read

kongkong

Aug 15

Meter a Free Model Route as a Read-Only Canary Before It Writes State

#ai #architecture #python #security

5 min read

kongkong

Aug 15

Turn a Free Token Quota Into a Rejection Rate Before You Merge the Route

#ai #devops #performance #loadtesting

4 min read

kongkong

Aug 14

Put a Free 30M Token Quota Behind a Ledger, Not a Shared Key

#ai #python #webdev #serverless

4 min read

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