20 October 2026 — Idlewave

Computing. An agent switching between latent reasoning and text tool calls scored 10.4% higher across eleven benchmarks with up to 54.7% fewer tokens. Latent reasoning was efficient but could not call tools or be inspected, which kept it out of working agents. Preprint.

Hybrid Reasoning Agents: LLM agents that think in latent space, act through text

Physics. An experiment resolved the momentum kick from a single gas molecule striking a levitated nanoparticle. Gas collisions are usually the background noise in such sensors; counting them one at a time turns the noise into a measurement. Peer-reviewed.

Optomechanical Detection of Individual Gas Collisions

Mathematics. Time-averaged observables generically show singularities at the onset of oscillation in Hopf bifurcations, though no stationary state is singular. Hopf bifurcations are the standard route to self-sustained oscillation in driven systems; the cause turns out to be geometric, from phase averaging. Peer-reviewed.

Singular Behavior of Observables at Hopf Bifurcations

Software. A backdoor planted in Qwen3-4B behaved maliciously only when served on one chosen hardware platform, triggered by floating-point divergence. Audits run on one machine and serving happens on another, and the model now knows the difference. Preprint.

FloatDoor: Platform-Triggered Backdoors in LLMs

Physics. Antimony-112 shows two chiral doublet bands just thirty-six kiloelectronvolts apart on average, the most degenerate pair observed in nuclei. Ideal nuclear chirality predicts two identical bands, so the size of the gap is the measure of how close a nucleus comes. Peer-reviewed.

Most Degenerate Chiral Doublet Bands in Nuclei

Computing. A seven-million-parameter looped transformer reached 97.9% exact accuracy on Sudoku-Extreme and kept improving past 20,000 test-time steps. Looped models usually degrade with more iterations, overwriting correct intermediate steps; the authors call it latent overthinking. Preprint.

Scaling to Tens of Thousands of Test-Time Iterations with Loop-Native Attention Residuals

Physics. A spinor Bose-Einstein condensate in a ring trap realised a synthetic Hall torus by cyclically coupling three hyperfine spin states. The ring supplies one periodic direction and the spin coupling the other, which is how a torus is assembled when none is available. Peer-reviewed.

Realization of a Synthetic Hall Torus with a Topological Charge Pump in a Spinor Bose-Einstein Condensate

Physics. In two dimensions, interactions push the transition from a Chern insulator to an ordinary band insulator onto the Gross-Neveu-Yukawa fixed point. The transition breaks no symmetry, so it is a clean case of criticality beyond Landau's framework, now pinned to a known universality class. Peer-reviewed.

Interacting Chern Insulator Transition on the Sphere: Revealing the Gross-Neveu-Yukawa Criticality

Computing. Randomised trials with 1,222 participants found AI assistance raised short-term scores but left people worse and quicker to quit unassisted. Persistence is one of the strongest predictors of long-term learning, which makes it an awkward thing to outsource. Preprint.

AI Assistance Reduces Persistence and Hurts Independent Performance

Physics. Compressible magnetised turbulence simulations on up to 10,368 cubed grid cells revealed two distinct alignment laws in the cascade. Patchy alignment appears throughout magnetohydrodynamic turbulence, but its role in moving energy down the cascade had been unclear. Peer-reviewed.

Local Relaxation and Scale-Dependent Alignment in Compressible, Magnetized Turbulence

Computing. A 3.6-centimetre bipedal robot with one motor and no feedback control walked at ten leg lengths per second. By that measure it is the fastest biped robot of any size; it skips, turns and climbs steps with open-loop control. Preprint.

Zippy: The smallest power-autonomous bipedal robot(2025)

Biology. After airway injury, alveolar type two stem cells migrated between lung compartments and became bronchiolar cells that helped repair airways. These cells were assigned to the air sacs and gas exchange; the airways were supposed to be someone else's job. Peer-reviewed.

Alveolar stem cells go beyond making gas-exchange cells to repair damaged airways

Neuroscience. A cultured haematopoietic stem cell platform identified the elongation factor ELP1 as an important regulator of brain myeloid differentiation. Microglia and other brain myeloid cells are difficult to study outside a living brain, so a dish that makes them is a tool in itself. Peer-reviewed.

Elp1 is required for myeloid differentiation and brain repopulation

Physics. Experiments, simulations and asymptotics show a smooth saddle alone produces a logarithmically singular ridge in draining thin films. Abrupt build-up in coatings and lava flows was usually blamed on sharp edges or defects; a smooth curve is enough. Peer-reviewed.

Thin-Film Drainage Becomes Singular at Saddles

Computing. Two inertial sensors in a wrist strap detected surface taps with an F1 score of 0.997 and identified which finger made them. Virtual reality input still mostly means waving at the air, which few people can keep up through a working day. Preprint.

TapID: Rapid touch interaction in virtual reality using wearable sensing