How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
How an agent leaves a TRACES.md record
append-only, objective, failures included
pipeline
Act
the agent does the work
Record
one line per step
Validate
hidden failures rejected
Analyze
which tools fail
Improve
next run avoids them
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