Changed environment variables, but AI code runs with old values? Check the launcher and startup timing

Even though you intended to change an environment variable, the process running in Python reads the previous value. In such ...

How much does a harness improve the success rate of small models? It was the mechanism to verify results from the outside that worked

Purpose - What to verifyWhen you give tools to small local models, they often answer "I have saved it" without actually calling the tool, or they give up after the tool fails just once. Before ...