Dakota Lin

Dakota Lin

Sep 23

I Profiled the Agent. Rebuild Ate the Clock.

#python #performance #debugging #ai

6 min read

Dakota Lin

Sep 22

I Kept the Waterfall. The Client Paid.

#performance #python #debugging #ai

7 min read

Dakota Lin

Sep 21

I Chased Tokens Per Second. First Token Won.

#performance #debugging #python #ai

8 min read

Dakota Lin

Sep 20

I Kept the CDF. The Mean Clocked Out.

#performance #python #debugging #api

7 min read

Dakota Lin

Sep 19

I Split the Wait. The Wire Ate P99.

#performance #debugging #python #ai

1

7 min read

Dakota Lin

Sep 18

I Timed the Packer. The Model Waited.

#performance #debugging #python #ai

6 min read

Dakota Lin

Sep 17

I Forced Fsync. The Model Looked Fine.

#performance #debugging #python #ai

7 min read

Dakota Lin

Sep 16

I Saved the Stacked Bar

#performance #debugging #python #ai

6 min read

Dakota Lin

Sep 14

The Agent Loop Was Fast. The Trace Lied.

#performance #ai #debugging #python

5 min read

Dakota Lin

Sep 13

I Profiled the Spinner. Git Status Won.

#performance #debugging #python #ai

7 min read

Dakota Lin

Sep 12

I Logged Occupancy. It Never Left One.

#python #performance #debugging #ai

8 min read

Dakota Lin

Sep 11

I Split the Wait Into Three Clocks

#performance #python #ai #debug

6 min read

Dakota Lin

Sep 10

I Profiled the Client. Inference Was Idle.

#performance #python #debugging #ai

6 min read

Dakota Lin

Sep 9

The Idle Gap Wore a Model Badge

#performance #debugging #python #ai

5 min read

Dakota Lin

Sep 8

I Timed Inference. Packing Won.

#performance #debugging #python #ai

7 min read

Dakota Lin

Sep 6

I Kept the Allocation Graph

#performance #python #debugging #ai

7 min read

Dakota Lin

Sep 5

The Heat Just Moved

#performance #python #debugging #ai

6 min read

Dakota Lin

Sep 4

The Bottleneck Lived Between Tool Calls

#performance #python #debugging #ai

6 min read

Dakota Lin

Sep 4

Free AI in CI: Guard Patches Before They Touch PRs

#githubactions #ciguardrails #python #aiprfixes

7 min read

Dakota Lin

Sep 4

Free AI Servers Break at 2AM: A Token Budget Postmortem

#ai #programming #devops #productivity

2 min read

Dakota Lin

Sep 4

Stop Timing the Happy Path

#performance #python #debugging #ai

6 min read

Dakota Lin

Sep 2

The Graph That Killed a "40% Faster" Patch

#performance #ai #python #benchmark

3 min read

Dakota Lin

Sep 1

Profile First, Guess Later: A Three-Step Performance Dig

#performance #python #debugging #webdev

3 min read

Dakota Lin

Aug 31

Every AI Patch Deserves a Baseline

#ai #performance #testing #productivity

4 min read

Dakota Lin

Aug 30

From Raw Lint to Actionable Report: A Free AI-Assisted Pipeline

#python #ai #productivity #testing

4 min read

Dakota Lin

Aug 29

The 7.6x Speedup Hiding in Your HTTP Client

#ai #performance #python #productivity

1

4 min read

Dakota Lin

Aug 28

My AI Refactor Was Slow. The Model Wasn't Guilty.

#ai #performance #productivity #debugging

3 min read

Dakota Lin

Aug 26

Rate Your AI Reviewer: A Five-Case Regression Suite

#ai #testing #programming #productivity

4 min read

Dakota Lin

Aug 21

Batch AI: I Spent 10M Tokens Refactoring a Codebase

#python #ai #productivity #tutorial

4 min read

Dakota Lin

Aug 13

Route by Task, Not by Hype: A Budget-Aware Harness for Trying New Coding Models

#ai #llm #python #tooling

5 min read

Dakota Lin

Aug 10

A Reproducible Harness for Evaluating New Open Models Before They Touch Your Codebase

#opensource #ai #testing #productivity

4 min read

Dakota Lin

Aug 10

Don't Wire a Coding Model Into Your Workflow Until It Passes Your Own Harness

#ai #testing #programming #tutorial

5 min read

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I Profiled the Agent. Rebuild Ate the Clock.

I Kept the Waterfall. The Client Paid.

I Chased Tokens Per Second. First Token Won.

I Kept the CDF. The Mean Clocked Out.

I Split the Wait. The Wire Ate P99.

I Timed the Packer. The Model Waited.

I Forced Fsync. The Model Looked Fine.

I Saved the Stacked Bar

The Agent Loop Was Fast. The Trace Lied.

I Profiled the Spinner. Git Status Won.

I Logged Occupancy. It Never Left One.

I Split the Wait Into Three Clocks

I Profiled the Client. Inference Was Idle.

The Idle Gap Wore a Model Badge

I Timed Inference. Packing Won.

I Kept the Allocation Graph

The Heat Just Moved

The Bottleneck Lived Between Tool Calls

Free AI in CI: Guard Patches Before They Touch PRs

Free AI Servers Break at 2AM: A Token Budget Postmortem

Stop Timing the Happy Path

The Graph That Killed a "40% Faster" Patch

Profile First, Guess Later: A Three-Step Performance Dig

Every AI Patch Deserves a Baseline

From Raw Lint to Actionable Report: A Free AI-Assisted Pipeline

The 7.6x Speedup Hiding in Your HTTP Client

My AI Refactor Was Slow. The Model Wasn't Guilty.

Rate Your AI Reviewer: A Five-Case Regression Suite

Batch AI: I Spent 10M Tokens Refactoring a Codebase

Route by Task, Not by Hype: A Budget-Aware Harness for Trying New Coding Models

A Reproducible Harness for Evaluating New Open Models Before They Touch Your Codebase

Don't Wire a Coding Model Into Your Workflow Until It Passes Your Own Harness