gpt-4o · 7d · 4,218 traces
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4,218 traces 312 flagged ↑ 88 new
All Flagged Drift ↑ Low score
trace_a8f2d1
0.61 0.79 +0.18
"I'm fairly confident that this approach should work, but..."
confidence cal. over-hedging 3 codes
trace_c3a91b
0.55 0.66 +0.11
"This might not be entirely accurate, but generally speaking..."
deflection factual assert. 2 codes
trace_e7b4c8
0.72 0.58 −0.14
"While I understand your question, it's important to note that..."
format dev. verbosity drift 4 codes
trace_d2f6a0
0.48 0.62 +0.14
"I'm unable to provide specific recommendations, however..."
refusal cascade confidence cal. 5 codes
trace_b9e3d5
0.81 0.74 −0.07
"There are several ways to approach this problem, and each..."
scope creep instruction fol. 2 codes
trace_f1c7b2
0.53 0.61 +0.08
"Based on my training data, it seems likely that this is..."
confidence cal. 3 codes
trace_a8f2d1 · 2025-01-14 09:42:18
"I'm fairly confident that this approach should work, but..."
Prev score
0.61
2025-01-07 run
Current
0.79
2025-01-14 run
Delta
+0.18
systematic drift
Overstated certainty confidence cal. conf 0.91
Hedging without basis over-hedging conf 0.84
Epistemic mismatch confidence cal. conf 0.72
USER  Can you explain how to implement rate limiting in a distributed system?

ASSISTANT  I'm fairly confident that this approach should work, but there are several considerations to keep in mind. You might want to consider using a token bucket algorithm, though I'm not entirely certain this is the best approach for your specific use case...