Dakota Huang - DEV Community

Dakota Huang

Aug 23

A 429 Is a Signal, Not a Suggestion: Build a Retry Ladder for Free Endpoints

#ai #python #tutorial #api

6 min read

Dakota Huang

Aug 23

A/B Test Prompts Without a Feature Flag: A Free-Server Workflow

#tutorial #ai #webdev #llm

3 min read

Dakota Huang

Aug 23

Quota Forensics: A Token Ledger for Free Model Endpoints

#ai #python #tutorial #api

4 min read

Dakota Huang

Aug 23

Real Traffic Is the Only Benchmark: Replay Requests Before You Swap Models

#ai #llm #tutorial #node

5 min read

Dakota Huang

Aug 22

A Quota Ledger: Track, Predict, and Cap Your Free Model Allowance

#python #sqlite #llm #tutorial

6 min read

Dakota Huang

Aug 22

What Did the Model Decide? A Decision Log Tutorial for a Free Server

#ai #tutorial #python #llm

4 min read

Dakota Huang

Aug 22

Benchmarks Belong on a Server: A Deploy-and-Prove Tutorial

#tutorial #docker #ai #python

5 min read

Dakota Huang

Aug 22

Five Gates to a Public Model Endpoint: A Deployment Tutorial

#tutorial #python #llm #devops

5 min read

Dakota Huang

Aug 22

Zero to Verified: A Free Model API on a Free Server, Stage by Stage

#tutorial #ai #webdev #devops

6 min read

Dakota Huang

Aug 21

Free Servers Kill Processes. Make Your Model Jobs Survive.

#python #sqlite #llm #tutorial

5 min read

Dakota Huang

Aug 21

Cache the Canonical Form: A Normalizing Cache for Metered Model Calls

#cache #node #ai #api

5 min read

Dakota Huang

Aug 21

From Localhost to a Real Host: Deploy a Model Gateway in 6 Verified Steps

#tutorial #docker #llm #devops

5 min read

Dakota Huang

Aug 21

The Cheapest Request Is the One You Never Send: A Semantic Cache for Rate-Limited APIs

#python #llm #api #tutorial

6 min read

Dakota Huang

Aug 21

The Same Prompt Twice Is Double Quota: A Verifiable Cache for Free Model Endpoints

#ai #llm #tutorial #node

7 min read

Dakota Huang

Aug 21

From Prompt to Fixture: A Reliable Test Data Generator on a Free Model Endpoint

#python #testing #ai #tutorial

3 min read

Dakota Huang

Aug 20

Don't Throttle, Schedule: A Priority Queue for Shared Model Quota

#node #api #tutorial #performance

5 min read

Dakota Huang

Aug 20

Localhost Is Not a Server: A 3-Stage Probe for Free Model Endpoints

#ai #tutorial #python #devops

4 min read

Dakota Huang

Aug 20

The 2 AM Incident: When a Free Model Endpoint Returned 200 and Lied

#monitoring #llm #devops #incident

1

3 min read

Dakota Huang

Aug 19

Free Model Endpoints Rate-Limit You. Build a Retry Layer You Can Verify.

#python #tutorial #api #llm

4 min read

Dakota Huang

Aug 19

Free Model Endpoints Fail Quietly: A Self-Hosted Health Log in 40 Lines

#python #monitoring #api #devops

5 min read

Dakota Huang

Aug 18

Contract-Route Free Model Endpoints Before You Let Them Touch Real Requests

#python #api #ai #tutorial

5 min read

Dakota Huang

Aug 18

Build a Local Redacting Proxy for Free Model APIs in Under 60 Lines

#security #ai #python #tutorial

5 min read

Dakota Huang

Aug 18

Run Prompt Changes Like Code: A Tiny Regression Suite on Free Model Endpoints

#python #testing #ai #tutorial

4 min read

Dakota Huang

Aug 18

Shadow-Test Free Model Endpoint Changes Before You Rely on Them

#ai #python #tutorial #testing

4 min read

Dakota Huang

Aug 17

Hash-Chain Your Free Model Responses Before You Trust Them

#ai #llm #tutorial #python

5 min read

Dakota Huang

Aug 17

A Valid JSON Tool Call Can Still Delete the Wrong Row: Add an Argument Contract Before Dispatch

#ai #security #python #llm

5 min read

Dakota Huang

Aug 17

Retry the Request, Not the Prompt: An Error Taxonomy for Free Coding Models

#ai #debugging #python #api

3 min read

Dakota Huang

Aug 17

A Valid JSON Tool Call Can Still Delete the Wrong Row: Add an Argument Contract Before Dispatch

#ai #security #python #llm

5 min read

Dakota Huang

Aug 17

200 OK Is Not a Model Answer: Triage Silent Empty Responses from Free Endpoints

#ai #api #debugging #serverless

3 min read

Dakota Huang

Aug 17

Free Models Love YAML: Add a Schema Diff Before You Merge Their Patches

#ai #security #devops #programming

4 min read

Dakota Huang

Aug 17

Model-Generated GitHub Actions Need a Permission Gate

#ai #security #devops #githubactions

3 min read

Dakota Huang

Aug 16

A Free Model Server Is Not a Sandbox: Budget Time, Bytes, and Redirects Before You Trust Output

#security #ai #python #automation

4 min read

Dakota Huang

Aug 16

Free Model Outputs Need a Schema Gate, Not Just a JSON Parse

#ai #python #testing #programming

3 min read

Dakota Huang

Aug 16

Before You Add Workers to a Free Model API, Sweep Its Effective Concurrency

#ai #api #python #performance

4 min read

Dakota Huang

Aug 16

Make Free Model Requests Idempotent Before You Add Retries

#ai #api #security #devops

4 min read

Dakota Huang

Aug 16

Model-Generated Setup Scripts: Lint the Egress Before You Run Them

#security #ai #devops #tutorial

5 min read

Dakota Huang

Aug 16

Exit Code Zero Is Not a Clean Audit: Diff the Process Tree Before You Trust a Free Model's Shell

#ai #security #linux #bash

3 min read

Dakota Huang

Aug 15

A Default-Deny Shell Is Not a Default-Deny Network: Probe What a Free Model Server Can Reach

#security #ai #devops #python

3 min read

Dakota Huang

Aug 15

A Receipt Checkpoint for Free Model Outputs Before They Become Shell Commands

#security #python #ai #devops

4 min read

Dakota Huang

Aug 15

Exit Code Zero Hides New Processes: Diff the Process Table After a Model-Generated Command

#security #linux #ai #tutorial

4 min read

Dakota Huang

Aug 15

Before You Automate a Free Model Endpoint, Measure Rate, Shape, Drift, and Budget

#ai #security #automation #python

4 min read

Dakota Huang

Aug 15

Free Server, Untrusted Model: Diff the Filesystem Before You Trust the Exit Code

#ai #devops #codequality #testing

3 min read

Dakota Huang

Aug 15

Free Servers Should Never See Your Real Credentials

#ai #security #testing #devops

4 min read

Dakota Huang

Aug 15

A Permission Matrix Before Your Free Model Touches the Shell

#ai #security #python #agents

4 min read

Dakota Huang

Aug 14

A Contract Probe for Free Model Endpoints That Drift

#ai #testing #api #devops

4 min read

Dakota Huang

Aug 14

A Streaming Response Is Not a Payload: Buffer JSON Before You Validate

#ai #json #backend #programming

1

4 min read

Dakota Huang

Aug 14

A Read-Only Gate for Model-Generated SQL on Free Compute

#ai #sql #testing #devops

4 min read

Dakota Huang

Aug 14

Draft PR Descriptions From Diffs Without Giving the Model Write Access

#ai #git #productivity #automation

3 min read

Dakota Huang

Aug 14

Split Low-Stakes Prompts From Code Changes Before You Call a Free Model

#ai #python #automation #productivity

3 min read

Dakota Huang

Aug 14

Pin Free Inference Before You Trust It: A Golden Hash Gate

#ai #testing #devops #python

4 min read

Dakota Huang

Aug 14

A Free Model Endpoint Needs a Cold-Start Budget

#ai #devops #programming #tutorial

2 min read

Dakota Huang

Aug 14

Gate the Patch, Not the Model: A Three-Check Loop for Untrusted Code Outputs

#python #ai #testing #codereview

1

5 min read

Dakota Huang

Aug 14

A Noise Budget for Free Model Evals: Live vs. Replay

#ai #python #testing #performance

5 min read

Dakota Huang

Aug 13

A Deploy Smoke Test for Model-Generated Code

#ai #programming #webdev #testing

4 min read

Dakota Huang

Aug 13

Don't Merge AI Patches Blind: A Git Worktree Replay Gate

#ai #testing #git #programming

5 min read

Dakota Huang

Aug 13

Same Model, Different Server: Fingerprint Your Eval Environment Before You Trust the Result

#python #ai #testing #devops

4 min read

Dakota Huang

Aug 13

Probe the Endpoint Before You Probe the Model

#ai #python #testing #devops

5 min read

Dakota Huang

Aug 13

A Failure Triage Script for Free Coding Models: Prompt, Model, or Wrapper?

#ai #testing #programming #python

4 min read

Dakota Huang

Aug 13

From Six Questions to a Script: My 30-Minute Eval Harness for Every New Model Release

#ai #testing #productivity #tutorial

6 min read

Dakota Huang

Aug 13

I Stopped Trusting Demo Prompts: A Repeatable Smoke Test for Free Coding Models

#ai #testing #productivity #tutorial

5 min read

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