Fig. ·
The defenses are a bridge
use it while it's standing
You
fluent output
you have not run
Useful
code at the boundary
you have verified
The defenses
run it · DeepWiki · type-check · read, then plan · project memory
push the boundary out →
Freshness
stale API shape
Grounding
invented symbols
Agency
reads too late
where the models were
tool-grounded RL — closing the gaps
the defenses you run
model-level failure
RL raising the floor
when the floor meets the deck, the bridge is no longer needed