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Practical AI, organized like a working bench.

Public paths for visitors. Private tools for the operator. Evidence from local runs and real workflow tests.

Public workflows

Tools tested

Local runs

Benchmarks this week

Locked

Private operator tasks

Repeatable runs

Benchmark dashboard

Throughput leader

88.55

LM Studio

Fastest first token

0.18s

Rapid-MLX

LM Studio

Qwen3.6 35B A3B

Tested

88.55

tok/s

0.23s

TTFT

5,382

tokens

Open lab note

oMLX

Qwen3.6 35B A3B

Tested

87.19

tok/s

4.17s

TTFT

6,144

tokens

Open lab note

Rapid-MLX

Qwen3.6 35B A3B

Needs rerun

70.45

tok/s

0.18s

TTFT

6,144

tokens

Open lab note

What can I do now?

Choose a pathFresh

Start from a practical job instead of a content category.

Copy a workflowTested

Use a repeatable recipe with inputs, steps, and warnings.

Read a testTested

Check constraints before spending time or money.

Follow the labIn progress

Watch experiments become guides, tests, and videos.

Public surfaceOperator bridge is visible below, locked where private

4 public paths

Practical Paths

Fresh

Curated routes from beginner setup to useful AI outcomes.

Updated todayChoose a path

9 tools tracked

Tool Tests

Tested

Local, cloud, and hybrid tools judged by practical usefulness.

2 updated this weekRead tests

7 reusable cards

Workflow Library

Fresh

Reusable recipes with inputs, steps, outputs, and safety notes.

Updated yesterdayCopy a workflow

12 lab notes

Local Lab

In progress

Model speed notes, prompt tests, setup friction, and failed runs.

3 active threadsOpen lab notes

5 briefs queued

News Briefs

Fresh

AI updates translated into impact, risk, and practical next steps.

Updated todayRead briefs

3 walkthroughs

Videos

In progress

YouTube walkthroughs connected to commands, checklists, and resources.

Next script draftedWatch notes

18 terms

Glossary

Tested

Plain-language terms with why they matter and what to do next.

Reviewed this weekDecode terms

4 run groups

Benchmarks

Needs rerun

Repeatable local tests for speed, setup friction, and reliability.

1 stale runReview runs