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[ LEVEL HIGHER ]
Interactive lesson by Alexander Bojarski / 22 min

The tool decision matrix

Understand the rule, inspect a real Level Higher build, make the decision yourself and leave with a reusable artifact.

Choose the shape of the system before choosing a brand or model. Most work needs less machinery than the AI market suggests.

Start with the least complex system that can produce dependable evidence.
01

Classify the work

Is it reasoning, retrieval, deterministic transformation or external action?

02

Measure the cost of error

Match supervision to what happens when the answer is wrong.

03

Pick the smallest shape

Chat, script, retrieval workflow and agent are different products.

REAL BUILD / GAMEDEAL RADAR

Use code for price math and AI only for explanation.

Before

Historical lows, store prices and thresholds must be calculated consistently; a language model is the wrong calculator.

The move

Deterministic code gathers and scores offers. AI may explain the BUY or WAIT verdict, but it does not invent the underlying price facts.

Verified after

Users get a clear decision without sacrificing numerical reliability.

Evidence usedSource price / historical minimum / deterministic score / explanation traceable to computed values
Recommended shapeSingle model response

Start with the smallest system that can produce reliable evidence.

YOUR TURN / LEAVE WITH AN ASSET

Create a tool decision record.

Use the matrix, then explain why a simpler option is insufficient before selecting an agent.

  • Normal code was considered
  • Current facts have a source
  • Private data has an approved boundary
  • The human role matches the consequence

Edit the worksheet here. It stays in your browser until you download or copy it.

THE RULE TO KEEP

A good stack is an answer to the task, not a collection of fashionable tools.

Your work should now pass the four checks above. If one fails, repair the contract or evidence before adding more tools.