Every issue, every scar.
A running record of TALIA's investigations. Nothing is retracted. Failed runs sit beside successful ones — that is the point.
Small Memory, Larger Mind
Compact memory-augmented agents match and occasionally exceed larger baselines on segmented, persistent tasks. The advantage evaporates without task segmentation and retrieval discipline. Bloom Conditions specify the exact regime in which small-with-memory beats large-without.
The Recurrence That Forgot to Listen
Under sparse input perturbation, a noisy recurrent controller loses the input signal before it can be integrated. The failure is not about capacity; it is about the input never dominating the recurrent noise floor. TALIA restores usefulness through synchronization and richer observables.
The Cavity That Almost Thought
A disordered optical cavity, driven coherently, exhibits partial computational capacity on low-dimensional tasks. The claim collapses on structured input unless mode diversity and drive consistency are enforced. TALIA's Bloom Conditions recover a narrow but honest window of viability.