Build with a clearer understanding of what your actions make possible.
Reachability Labs studies how actions and commitments change what remains possible—and develops tools and practical methods for finding, preserving, and creating workable paths forward.
For engineering teams: decision tools and focused investigations of tests, changes, and technical work whose next move is unclear.
The test answers a question. It also changes what comes next.
A team has one qualified prototype left. A destructive thermal test might tell them whether to proceed to the next build. It will also consume that prototype—even if the result cannot be interpreted.
Invented example
01
Name the decision.
What result would support the next build? What would a failure or an inconclusive result cause the team to do?
02
See what the action consumes.
After the test, the same article cannot answer a different question. The loss happens whether the result is useful or not.
03
Examine what could change the options.
Could a second article, fixture check, witness material, or another method help? Which possibilities need evidence before the team commits?
Choices can close paths and create new ones. Learning a technique, preserving a configuration, developing a capability, or changing the sequence can alter what is reachable from here.
The aim is to understand what a commitment buys, what it uses up, and what would justify continuing or changing course. Sometimes the right move is to preserve an option. Sometimes it is to commit deliberately.
Write down what results would change, what an action consumes, and what could still be preserved. Keep a useful record for the review you already have.
Bring the tests, drawings, changes, and competing explanations around one decision. A focused investigation connects the available evidence to the options and next action.
Study what remains reachable from the state actually occupied.
AI reasoning
Continue from the same committed state.
Published experiments sample continuations of reasoning traces to measure how access to a target answer changes, and whether a targeted edit can reopen it under specified conditions.
Reachability Labs was founded by Michael Richard Nothem, a process and product engineer whose work spans physical R&D, process diagnostics, computational research, and engineering decision tools.
The work grows from a recurring question: how can we understand what a process is doing to its own future while we can still act on that understanding?
Research gives that question precise forms. Explanation makes it accessible. Tools and technical investigations bring it into decisions people face.
Start a conversation
Bring the question you have.
A technical decision
A brief, non-confidential description of the decision, desired outcome, and available evidence is enough to start discussing fit.
Discuss a computational system, a research connection, or what happened when you used a worksheet. Useful results include questions it missed and work it added.