Knowing Both Facts Still Fails the Composed Two-Hop Query
Two-hop circuits compose facts via a residual-stream bridge instead of an A-to-C shortcut. Knowing both facts still fails the composed query.
Harmful Demo Count Flips Refusal Before SAE Features Disappear
Packing many harmful demos into long context lifts attack success. Refusal features may stay SAE-readable even when the model complies.
Residual Jacobians Reveal Misalignment That Sampled Tokens Still Hide
Sampled tokens can look aligned while residual Jacobians have already reoriented. Run JVP estimators and a five-stage protocol for NIST and EU GPAI logs.
Call It a Workspace Only After Nonlinear Ignition and Capacity Limits
Global workspace theory ignites then broadcasts under capacity limits. Scaled dot-product attention only routes over token positions.
The Shared Bus Lives in Residual Streams, Not Attention Maps
Residual streams analogize capacity-limited broadcast better than attention maps. Softmax routing stays graded and content-addressable, not ignited.
Softmax Weights Replace the Ignition Threshold Global Workspace Theory Needs
GWT treats conscious access as competition for a limited broadcast. Transformers use graded QKV routing on a residual stream, not ignition.
Decoder-Only Transformers Route Tokens Instead of Igniting a Global Workspace
QKV attention routes tokens rather than igniting broadcast. Decoder-only transformers fail GWT; the 2017 paper dropped recurrence. Use indicator tests.
Claude Residual Streams Need 34 Million SAE Features, Not Chat Logs
Decode residual-stream activations and 34 million SAE features; chat transcripts, chain of thought, and the public API do not expose them.
Neither Recurrent Loops Nor Untied Depth Give Transformers Self-Monitoring
GPT-3 stacks 175 billion untied parameters while Universal Transformers reuse one block. Both broadcast. Neither creates C2 sentience.
Unembedding Proximity Pulls Residual Effects Into Late Layers
Late residual writes sit immediately upstream of the unembedding and bias decoder-aligned effects toward the last blocks.