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Use the Pre-Reasoning Engine to ground autonomous work with structural traces, derived assumptions, and root blockers before answering, then pulse-check the response before stopping.
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Basierend auf der SOC-Berufsklassifikation
| name | pre-reasoning |
| description | Use the Pre-Reasoning Engine to ground autonomous work with structural traces, derived assumptions, and root blockers before answering, then pulse-check the response before stopping. |
pip install pre-reasoning
For a local repo checkout:
pip install -e .
from pre_reasoning import analyze
problem = """A depends on B. B depends on C.
The CTO wants microservices, but the senior dev warns about complexity."""
trace = analyze(problem)["trace"]
print(trace)
The trace includes direct structural blocks plus derived assumptions from the built-in closure expert when transitive dependencies are present. Use it to order the response:
from pre_reasoning import pulse
check = pulse(problem, draft_response)
print(check)
If status is CONTINUE, revise the response to address the listed gaps, then call pulse() again. If status is COMPLETE, the response has addressed the detected root blockers.
Bundled 13.7M trainable parameter model weights are used automatically. Set PRE_REASONING_CHECKPOINT=/path/to/weights.safetensors only when testing another converted weights file.