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Short experiments you can run in a real business, usually in twenty minutes or less.

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4 experiments available.

Audit Your Code for the Dead OpenAI Assistants API

The Assistants API shut down on August 26. If any of your automations still call it, they are already failing, and this is a fifteen-minute check to find out.

Time
15 min
Difficulty
intermediate
Potential value
very-high value

2 sources · 0.95 confidence

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Inventory Your Speech-to-Text Before the Next Shutdown

OpenAI deprecated four transcription models on August 26 with a February 2027 shutdown. You have six months, which is exactly why this gets forgotten.

Time
10 min
Difficulty
easy
Potential value
high value

1 sources · 0.94 confidence

Run it

Audit Your MCP Servers Before the Session ID Disappears

The July 28 MCP spec deletes the session handshake and the Mcp-Session-Id header outright. Fifteen minutes tells you which of your servers quietly depends on them.

Time
15 min
Difficulty
intermediate
Potential value
high value

1 sources · 0.88 confidence

Run it

Call Your Own AI Receptionist and Try to Break It

Google shipped live voice-agent evaluation because a good demo is not evidence. Fifteen minutes of hostile calls tells you what your agent does when the caller ignores the script.

Time
15 min
Difficulty
easy
Potential value
very-high value

1 sources · 0.85 confidence

Run it

If it changes what you do next, it was worth trying.

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