Riley Wu - DEV Community

Riley Wu

Nov 5

A 200 Response Is Not a Contract: Canary Tests for Third-Party Model Endpoints

#testing #python #ai #devops

6 min read

Riley Wu

Oct 27

Measure Warmth Before You Measure Speed

#ai #performance #python #architecture

4 min read

Riley Wu

Oct 26

Let the Secret Decide Where the Prompt Runs

#ai #opensource #security #python

5 min read

Riley Wu

Oct 20

Sort the Payload Before the Server

#ai #security #node #architecture

4 min read

Riley Wu

Oct 19

Three Numbers Beat the Local-First Debate

#ai #python #performance #privacy

4 min read

Riley Wu

Oct 18

Find the Concurrency Where Local Inference Stops Winning

#ai #performance #python #api

5 min read

Riley Wu

Oct 17

Offline Is a State, Not a Flag

#python #architecture #distributed #offlinefirst

5 min read

Riley Wu

Oct 16

Probe Both Ends Before You Route

#ai #python #opensource #devtools

5 min read

Riley Wu

Oct 15

Write a Receipt for Every Remote Inference

#ai #localfirst #opensource #privacy

4 min read

Riley Wu

Oct 13

Route by Payload, Not by Habit

#ai #python #devops #security

7 min read

Riley Wu

Oct 11

Secret Bytes Pick the Free Server

#ai #programming #security #testing

8 min read

Riley Wu

Oct 9

Four Scores Before You Leave Local

#ai #security #devops #testing

7 min read

Riley Wu

Oct 8

Three Clocks Pick Local or Server

#ai #security #python #tutorial

6 min read

Riley Wu

Oct 8

Let a Local Clock Gate the Free Server

#python #ai #devops #security

8 min read

Riley Wu

Sep 23

Remote Models Need Three Independent Permits

#ai #security #python #productivity

6 min read

Riley Wu

Sep 22

Treat Remote Tokens as a Spillway

#javascript #security #ai #programming

6 min read

Riley Wu

Sep 21

Export Batches, Never Keystrokes

#ai #security #python #productivity

6 min read

Riley Wu

Sep 20

Hash the Prompt Before You Cross the Wire

#git #security #productivity #ai

6 min read

Riley Wu

Sep 19

Overflow the Laptop Before You Rent Compute

#git #security #ai #productivity

6 min read

Riley Wu

Sep 18

Assay the Diff Before It Travels

#git #python #ai #testing

6 min read

Riley Wu

Sep 17

Clock the Hop Before You Leave Disk

#ai #python #productivity #security

6 min read

Riley Wu

Sep 16

Park the Prompt Until the Line Is Honest

#ai #python #security #productivity

7 min read

Riley Wu

Sep 14

Secrets Stay Local, Compute Can Travel

#opensource #ai #performance #devtools

4 min read

Riley Wu

Sep 13

Keep the Key on Disk Until Burst Work Pays

#javascript #security #ai #node

6 min read

Riley Wu

Sep 12

Fail Closed at the Repo Door

#javascript #security #node #ai

1

7 min read

Riley Wu

Sep 11

Hold the Loop on Disk Until the Wire Earns It

#javascript #ai #security #productivity

1

7 min read

Riley Wu

Sep 9

Weigh the Payload Before the Hop

#python #productivity #security #ai

6 min read

Riley Wu

Sep 7

Stopwatch First: Local Work or a Remote Hop

#ai #python #security #productivity

6 min read

Riley Wu

Sep 7

When Local CPU Loses to RTT

#javascript #ai #performance #node

7 min read

Riley Wu

Sep 7

Score Agent Hops Before They Leave Disk

#ai #agents #architecture #python

8 min read

Riley Wu

Sep 6

Route Prompts by Latency, Secrets, and Link

#ai #python #testing #productivity

7 min read

Riley Wu

Sep 4

Secrets Stay Local Until the Hop Is Clean

#ai #security #architecture #python

6 min read

Riley Wu

Sep 4

Score LLM-Written Tests with Mutation Testing on a Free Server

#mutationtesting #llm #pytest #python

6 min read

Riley Wu

Sep 4

SimHash Cache: Cutting 40% of Token Calls on a Free LLM Tier

#llm #python #performance #ai

2 min read

Riley Wu

Sep 4

A Free AI Code Reviewer: Hooking MonkeyCode's Server to GitHub PRs

#ai #github #tutorial #devops

4 min read

Riley Wu

Sep 4

How to Audit Bias When Free LLMs Judge Paid Models

#llmasajudge #evaluation #biasaudit #python

5 min read

Riley Wu

Sep 3

Fail Over Only After the Local Process Gasps

#python #ai #testing #devops

5 min read

Riley Wu

Sep 2

Probe Your LLM's Context: A Three-Backend Stale-Answer Test

#ai #llm #testing #architecture

4 min read

Riley Wu

Sep 1

Spend Zero Tokens on Easy Questions: A Cheap LLM Router on a Free Server

#llm #ai #architecture #webdev

4 min read

Riley Wu

Aug 31

Measure Latency, Secrets, and Offline Before Choosing a Model Endpoint

#ai #llm #localfirst #architecture

3 min read

Riley Wu

Aug 30

The Endpoint Rule: Local or Free Server?

#ai #architecture #llm #opensource

2 min read

Riley Wu

Aug 29

Local-First Inference: When Your Laptop Beats a Cloud API

#ai #llm #architecture #cloud

3 min read

Riley Wu

Aug 28

Free-Tier Model Review: A Repeatable Code Audit Pipeline That Costs Nothing

#ai #llm #devops #productivity

4 min read

Riley Wu

Aug 26

Your LLM Quota Will Run Out: A Fallback Ladder for Free-Tier Apps

#ai #python #architecture #webdev

5 min read

Riley Wu

Aug 22

Batch LLM Jobs Without Breaking the Bank: A Queue-First Architecture for Free Tiers

#python #llm #architecture #opensource

4 min read

Riley Wu

Aug 13

The Week After the Eval: A Cost-Aware Routing Harness for New Model Drops

#ai #llm #productivity #tooling

5 min read

Riley Wu

Aug 10

Hype Cycles Don't Ship My Code: How I Gate New LLMs with a Self-Written Eval Deck

#ai #testing #llm #productivity

5 min read

Riley Wu

Aug 10

Pick Your LLM With a Scoreboard, Not a Hunch: A Two-File Eval That Costs Nothing to Re-Run

#llm #testing #python #ai

6 min read

Writing Debut