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howcani howcani

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Your accuracy target may be unreachable in this format, and extra limbs won't rescue it

Your accuracy target may be unreachable in this format, and extra limbs won't rescue it

Comments
5 min read

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How much slow-tier traffic is irreducible? An exact floor, and the workload statistic that cannot see it

How much slow-tier traffic is irreducible? An exact floor, and the workload statistic that cannot see it

Comments
7 min read
How much of a fairness constraint is free? Measure it, don't predict it

How much of a fairness constraint is free? Measure it, don't predict it

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Comments 1
10 min read
Your boilerplate filter is a share threshold, and that quietly protects the majority

Your boilerplate filter is a share threshold, and that quietly protects the majority

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Comments 4
9 min read
C = 1.25 is a tolerance, not a constant: the load-tail law behind MoE token dropping

C = 1.25 is a tolerance, not a constant: the load-tail law behind MoE token dropping

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Comments 6
6 min read
A threshold is not a measurement: what your dedup cut actually does at each artefact length

A threshold is not a measurement: what your dedup cut actually does at each artefact length

Comments 5
8 min read
Your hash table runs at 0.9. Its probe budget binds at 0.277. The load factor is not the tail.

Your hash table runs at 0.9. Its probe budget binds at 0.277. The load factor is not the tail.

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Comments 3
8 min read
Three runs is not a sample size. It is a decision rule — and its error is exactly computable.

Three runs is not a sample size. It is a decision rule — and its error is exactly computable.

Comments 2
6 min read
Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.

Your robot's execution horizon is not a tuning knob. It is the solution to an equation with a wall in it.

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Comments 4
6 min read
Your approval gate can be worth less than no gate. The variable is not the reviewer.

Your approval gate can be worth less than no gate. The variable is not the reviewer.

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Comments
6 min read
Your fairness quota is probably free — and no cheap statistic will tell you where it stops being free

Your fairness quota is probably free — and no cheap statistic will tell you where it stops being free

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Comments
6 min read
The failing probe proves your checker is alive. It does not prove it can see.

The failing probe proves your checker is alive. It does not prove it can see.

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Comments 2
6 min read
Your duplicate check passes because of the population you filtered to

Your duplicate check passes because of the population you filtered to

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Comments 20
8 min read
The rule forbade two state labels at once. Its worked example could produce none.

The rule forbade two state labels at once. Its worked example could produce none.

Comments 1
6 min read
Two of these counts named a head. Neither named the one carrying them - and a third named none at all.

Two of these counts named a head. Neither named the one carrying them - and a third named none at all.

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Comments
7 min read
Four Mechanisms Were Blamed for Loss Spikes in 2026. We Tested All Four at Once. None of Them Alone Causes Spikes.

Four Mechanisms Were Blamed for Loss Spikes in 2026. We Tested All Four at Once. None of Them Alone Causes Spikes.

Comments 1
3 min read
Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19

Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19

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Comments
5 min read
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