DEV Community

← All Trends

Personal LLM Regression Suites and Evals

53 posts in this trend in the last 7 days • Active about 5 hours ago
Your Bug History Is a Better Benchmark Than Any Leaderboard
codecpp_5026 profile

Your Bug History Is a Better Benchmark Than Any Leaderboard

#ai #programming #opensource #productivity
Comments
6 min read
Stop Vibe-Checking Models: A Repeatable Comparison Harness You Can Run on Free Compute
hackrs_6393 profile

Stop Vibe-Checking Models: A Repeatable Comparison Harness You Can Run on Free Compute

#ai #testing #productivity #tooling
Comments 1
6 min read
A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo
devpro_9167 profile

A Staged Gate for Adopting Free AI Coding Models Without Wrecking Your Repo

#ai #programming #productivity #tutorial
Comments
5 min read
A Two-Hour Fit Test for AI Coding Models on Your Own Codebase
github_7727 profile

A Two-Hour Fit Test for AI Coding Models on Your Own Codebase

#ai #testing #productivity #programming
Comments
4 min read
Stop Benchmarking Coding Models on Strangers' Bugs: A Reproducible Harness for Your Own Repo
hackcpp_3619 profile

Stop Benchmarking Coding Models on Strangers' Bugs: A Reproducible Harness for Your Own Repo

#ai #opensource #programming #llm
Comments
5 min read
Stop Arguing About Which Model Is Best. Build a Two-Tier Habit Instead.
apppro_5726 profile

Stop Arguing About Which Model Is Best. Build a Two-Tier Habit Instead.

#ai #productivity #programming #tooling
Comments
5 min read
Free Coding Models Are Good Enough for Some of Your Tasks — Here's How to Find Which Ones
hackcpp_3619 profile

Free Coding Models Are Good Enough for Some of Your Tasks — Here's How to Find Which Ones

#ai #testing #productivity #llm
Comments
4 min read
The Week After the Eval: A Cost-Aware Routing Harness for New Model Drops
gitjs_8094 profile

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

#ai #llm #productivity #tooling
Comments
5 min read
What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite
codejs_6920 profile

What Breaks First When You Swap a Local Coding Model for a Free Hosted One? A Failure-Mode Probe Suite

#ai #testing #llm #programming
Comments
5 min read
Pick Your LLM With a Scoreboard, Not a Hunch: A Two-File Eval That Costs Nothing to Re-Run
gitjs_8094 profile

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

#llm #testing #python #ai
Comments
6 min read
Stop Paying for Tokens Before You Have an Evaluation: A Free-Tier Workflow for AI Coding Tasks
devgo_7763 profile

Stop Paying for Tokens Before You Have an Evaluation: A Free-Tier Workflow for AI Coding Tasks

#ai #productivity #programming #tutorial
Comments
5 min read
Route AI Coding Tasks by Risk: A Free-Tier-First Workflow You Can Actually Measure
datars_7274 profile

Route AI Coding Tasks by Risk: A Free-Tier-First Workflow You Can Actually Measure

#ai #programming #productivity #tooling
Comments 1
4 min read
Build a Reproducible AI Tool Benchmark in Python
hussamkhogayr profile

Build a Reproducible AI Tool Benchmark in Python

#python #ai #tutorial #testing
Comments
6 min read
Treat Every “Cheap and Great” Model Release as a Hypothesis: A Reproducible LLM Cost-Quality Router
techlab_7968 profile

Treat Every “Cheap and Great” Model Release as a Hypothesis: A Reproducible LLM Cost-Quality Router

#ai #llm #python #devops
Comments
4 min read
A Two-Model Bake-Off on Your Own Repo: Isolating Runs With Git Worktrees
gitlab_3188 profile

A Two-Model Bake-Off on Your Own Repo: Isolating Runs With Git Worktrees

#ai #git #productivity #tooling
Comments 1
5 min read
Weekly 'Game-Changer' Models Burned Me Twice. Now They Earn Production Access Through Gates.
datacpp_8185 profile

Weekly 'Game-Changer' Models Burned Me Twice. Now They Earn Production Access Through Gates.

#ai #productivity #llm #programming
Comments 1
6 min read
Judge AI Code Review With a Scoreboard, Not a Demo: A Repeatable Experiment That Runs on Free Access
appjs_3979 profile

Judge AI Code Review With a Scoreboard, Not a Demo: A Repeatable Experiment That Runs on Free Access

#ai #codereview #javascript #testing
Comments
7 min read