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LightBeam: Beam Shaping & Neuroprosthetic Decoding

Updated 4 July 2026
  • LightBeam is a multifaceted concept that includes source-level OLED beam shaping, programmable metasurface steering for infrared links, and efficient CTC decoding for speech neuroprostheses.
  • It leverages microcavity design, polarization control, and electrical modulation to dynamically adjust emission patterns, supporting adaptive lighting and high-speed communications.
  • The neuroprosthetic variant integrates a delayed LLM fusion in a non-WFST CTC decoder, significantly reducing memory requirements while maintaining real-time performance.

LightBeam is a name applied in the cited literature to several distinct technical constructs. In optics, it denotes real-time, source-level beam-shaping with a two-unit OLED microcavity that regulates emission between strongly forward and strongly sideward modes without secondary optical elements or mechanical adjustment (Fries et al., 2017), and it also denotes a passively field-programmable metasurface architecture for a 20 Gbps beam-steered infrared wireless link (Huang et al., 2020). In speech neuroprosthetics, LightBeam names a non-WFST CTC decoder that integrates an LLM into beam search via delayed fusion while reducing memory from the scale of a large WFST graph to approximately 10 GB (Feghhi et al., 14 Mar 2026). A plausible common theme is direct control at the primary source, interface, or decoding layer rather than reliance on bulky secondary subsystems.

1. Nomenclature and research scope

Within beam-control research, the optical uses of LightBeam sit inside a broader structured-light landscape that includes engineered 3D waveguide arrays for free-space projection (Crespi et al., 2016), multi-layer liquid-crystal cells for shifting, steering, and expanding beams (Mur et al., 2022), dielectric-particle photonic hooks (Yue et al., 2017), extended Frozen Waves for simultaneous longitudinal and transverse shaping (Zamboni-Rached, 2021), integrated steerable vortex lasers based on photonic-crystal bound states in the continuum (Bahari et al., 2017), and light springs with tunable orbital group velocity (Vaz et al., 21 Feb 2026). These works span distinct physical regimes—microcavities, metasurfaces, birefringent media, mesoscale dielectric focusing, non-diffracting beam synthesis, topological photonic resonances, and spatiotemporal OAM-frequency coupling—but all address the controlled production of nontrivial angular, spatial, phase, or temporal beam structure.

The term therefore does not refer to a single canonical device class. In the optical literature represented here, LightBeam can indicate either a source-level emitter whose far-field distribution is changed by selecting among stacked emissive sub-units, or a remote passive metasurface whose output angle is determined by centrally controlled wavelength and polarization. Separately, in neuroprosthetics, it denotes a decoding algorithm rather than an optical system. This terminological multiplicity is important because the design variables, figures of merit, and constraints differ sharply across these domains.

2. Source-level optical LightBeam in stacked OLED microcavities

The LightBeam concept summarized from "Real-time beam-shaping without additional optical elements" employs two vertically stacked bottom-emitting OLED sub-units, with total thickness of approximately 800 nm800\,\mathrm{nm}, on a glass/ITO substrate, separated by a 10 nm10\,\mathrm{nm} Au/Ag wetting-layer metal electrode that serves as the common electrode in AC operation (Fries et al., 2017). Each sub-unit follows a p-i-n design with electrically doped transport layers for low resistance. The hole injection/transport layer is 4 wt %4\,\mathrm{wt}\,\% F6-TCNNQ doped into Spiro-TTB; the emissive layer is 10 wt %10\,\mathrm{wt}\,\% phosphorescent Ir-complex doped in NPB, using Ir(piq)3\mathrm{Ir(piq)_3} for forward-mode and Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)} for side-mode; the electron transport/injection layer is Cs-doped BPhen; and blocking layers are chosen from BPhen or BAlq2_2, and Spiro-TAD or NPB, to confine carriers. The bottom sub-unit, OLED 1, places its EML at an optical field maximum to favor on-axis emission, whereas the top sub-unit, OLED 2, places its EML at a field minimum at 0∘0^\circ, causing its emission to peak off-axis near 50∘50^\circ to 80∘80^\circ.

The beam-shaping mechanism is the microcavity itself. The full two-unit stack forms a second-order planar microcavity in which field maxima and minima appear across the thickness, and the EML position relative to those extrema determines the angular emission profile. Mirror reflectivities set the cavity finesse, and as the observation angle 10 nm10\,\mathrm{nm}0 increases, the cavity resonance blueshifts approximately as

10 nm10\,\mathrm{nm}1

Placing an EML at a field node for 10 nm10\,\mathrm{nm}2 therefore suppresses on-axis electroluminescence and allows strong off-axis emission only at larger 10 nm10\,\mathrm{nm}3. By selecting two sub-units with complementary cavity lengths and EML placements, the device emits a tight forward beam when OLED 1 is addressed, a ring-shaped side beam when OLED 2 is addressed, and intermediate patterns by time-multiplexing the two.

The spectral radiant intensity per unit area follows

10 nm10\,\mathrm{nm}4

where only 10 nm10\,\mathrm{nm}5 varies with 10 nm10\,\mathrm{nm}6. The external quantum efficiency is

10 nm10\,\mathrm{nm}7

Measured EQE maxima are 10 nm10\,\mathrm{nm}8 for OLED 1 and 10 nm10\,\mathrm{nm}9 for OLED 2, and over the full beam-shape tuning range the device remains between approximately 4 wt %4\,\mathrm{wt}\,\%0 and 4 wt %4\,\mathrm{wt}\,\%1. For angular irradiance mapping, the reported conversion between the spherical-angle scan and the brightness distribution on a flat projection screen is

4 wt %4\,\mathrm{wt}\,\%2

Experimentally, the 4 wt %4\,\mathrm{wt}\,\%3–4 wt %4\,\mathrm{wt}\,\%4–4 wt %4\,\mathrm{wt}\,\%5 curves are steep despite the thick cavity, which is attributed to the highly conductive doped layers. Angle-resolved emission shows that OLED 1 peaks at 4 wt %4\,\mathrm{wt}\,\%6 and falls by 4 wt %4\,\mathrm{wt}\,\%7 by 4 wt %4\,\mathrm{wt}\,\%8, while OLED 2 peaks at 4 wt %4\,\mathrm{wt}\,\%9 with a 10 wt %10\,\mathrm{wt}\,\%0 enhancement relative to its 10 wt %10\,\mathrm{wt}\,\%1 value. The forward unit has 10 wt %10\,\mathrm{wt}\,\%2 at 10 wt %10\,\mathrm{wt}\,\%3 with FWHM of approximately 10 wt %10\,\mathrm{wt}\,\%4; the side unit peaks at 10 wt %10\,\mathrm{wt}\,\%5 near 10 wt %10\,\mathrm{wt}\,\%6, leaving a 10 wt %10\,\mathrm{wt}\,\%7 shift even after choosing a blue-shifted emitter to compensate cavity dispersion.

Real-time tuning is obtained through AC/DC driving with pulse-width modulation that addresses only one sub-unit at a time. A square-wave generator and high-voltage amplifier switch the polarity so that positive polarity addresses OLED 1 and negative polarity addresses OLED 2. The duty cycle determines the time-averaged mixture of forward and side emission, and sweeping the duty ratio in approximately 10 wt %10\,\mathrm{wt}\,\%8 steps continuously morphs the beam from a tight spot to a uniform glow to a hollow ring. Switching speed is set by OLED turn-on dynamics, approximately 10 wt %10\,\mathrm{wt}\,\%9 for phosphorescent devices, which permits beam-shape modulation from the kHz to MHz range.

System integration with additional optics remains possible even though the primary beam shaping is source-level. Adding a glass half-sphere suppresses total internal reflection and reduces beam divergence; in the reported measurements, the forward-mode FWHM narrows from Ir(piq)3\mathrm{Ir(piq)_3}0 to Ir(piq)3\mathrm{Ir(piq)_3}1, and the side-mode contrast between center and ring rises from Ir(piq)3\mathrm{Ir(piq)_3}2 to Ir(piq)3\mathrm{Ir(piq)_3}3. A prism produces asymmetric beam patterns, such as different narrowing along Ir(piq)3\mathrm{Ir(piq)_3}4 and Ir(piq)3\mathrm{Ir(piq)_3}5, without moving parts.

In "A 20-Gbps Beam-steered Infrared Wireless Link Enabled by a Passively Field-programmable Metasurface", LightBeam denotes a beam-steering system built around a passive metasurface whose function is selected remotely through centralized control of wavelength and polarization (Huang et al., 2020). Each meta-atom sits on a Si substrate and consists of a Ir(piq)3\mathrm{Ir(piq)_3}6 Au ground plane, a Ir(piq)3\mathrm{Ir(piq)_3}7 SiOIr(piq)3\mathrm{Ir(piq)_3}8 spacer, and a top Au nanopattern. Type 1 meta-atoms, used for six of the eight phase steps, comprise two identical rectangular Au patches in parallel; type 2, used for the Ir(piq)3\mathrm{Ir(piq)_3}9 phase, is a single rectangular patch. Along the Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}0-direction, a super-cell contains eight pixels engineered to span the discrete phase sequence Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}1.

Under Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}2-polarized incidence, the super-cell produces a monotonic phase ramp of Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}3 over a spatial period Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}4, leading to anomalous reflection governed by

Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}5

Under Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}6-polarized incidence, all eight pixels have essentially the same reflection phase, within Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}7, so the device behaves as a conventional mirror. The more general phase-gradient relation is

Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}8

or equivalently

Ir(MDQ)2(acac)\mathrm{Ir(MDQ)_2(acac)}9

The defining point is that no local electrical addressing is required; a liquid-crystal polarization controller placed before the metasurface selects the polarization state, and thus whether a given beam is steered anomalously or reflected specularly.

The system architecture distributes steering across wavelength, free-space geometry, and polarization. An AWGR in the communication control center accepts discrete wavelengths 2_20 and routes each to a distinct fiber in a 2_21 2_22 array. After emerging from the fibers, the beams pass through a half-lens, focus onto the metasurface, and reflect into free space. Tuning the wavelength selects which column of the fiber array is illuminated and therefore provides discrete steering along the 2_23-axis, while switching polarization via the liquid-crystal controller provides an additional steering degree along the 2_24-axis.

The reported steering range is set by both anomalous and normal branches. Maximum anomalous deflection is associated with incidence up to the critical angle 2_25, where 2_26, giving 2_27. In practice, beams are launched at 2_28 from 2_29 to 0∘0^\circ0, and the anomalous branch covers approximately 0∘0^\circ1 of output angle, exemplified as 0∘0^\circ2 to 0∘0^\circ3. Normal reflection covers roughly 0∘0^\circ4 in 0∘0^\circ5. In the numerical example with 0∘0^\circ6, 0∘0^\circ7, 0∘0^\circ8, 0∘0^\circ9, and 50∘50^\circ0, the angular step in 50∘50^\circ1 is approximately 50∘50^\circ2, while the step in 50∘50^\circ3 is non-uniform but averages about 50∘50^\circ4 per column.

The proof-of-concept communication experiment used a tunable laser over 50∘50^\circ5 to 50∘50^\circ6, 50∘50^\circ7 optical power, a 50∘50^\circ8 PAM-4 modulator chain, a passive metasurface polarization beam-splitter chip at the remote access point, and a 50∘50^\circ9 free-space link collected into SMF. The achieved data rate was 80∘80^\circ0. At the 80∘80^\circ1-FEC threshold of 80∘80^\circ2, the penalty relative to back-to-back operation was approximately 80∘80^\circ3, attributed mainly to EDFA noise, and the eye diagrams showed clean four-level openings at threshold.

Its efficiency figures are explicitly angular and polarization dependent. For anomalous reflection under 80∘80^\circ4-polarization, efficiency exceeds 80∘80^\circ5 for 80∘80^\circ6, exceeds 80∘80^\circ7 for 80∘80^\circ8, and remains above 80∘80^\circ9 out to 10 nm10\,\mathrm{nm}00. For normal reflection under 10 nm10\,\mathrm{nm}01-polarization, efficiency exceeds 10 nm10\,\mathrm{nm}02 for most incidence angles up to 10 nm10\,\mathrm{nm}03, with notches of 10 nm10\,\mathrm{nm}04 to 10 nm10\,\mathrm{nm}05 near 10 nm10\,\mathrm{nm}06 and 10 nm10\,\mathrm{nm}07. Polarization isolation is 10 nm10\,\mathrm{nm}08 across 10 nm10\,\mathrm{nm}09 to 10 nm10\,\mathrm{nm}10. Main losses arise from Au/SiO10 nm10\,\mathrm{nm}11 absorption, angular dispersion in TM mode at some angles, and the discrete 10 nm10\,\mathrm{nm}12 phase steps, which introduce minor side-lobes.

4. Placement within structured-light research

The optical meanings of LightBeam can be situated relative to several beam-engineering strategies that control different parts of the field-generation chain.

Platform Primary control variable Reported beam effect
3D waveguide arrays (Crespi et al., 2016) 10 nm10\,\mathrm{nm}13, 10 nm10\,\mathrm{nm}14, 10 nm10\,\mathrm{nm}15 OAM, Hermite-like lobes, multi-singularity arrays, Bessel-like beams
Multi-layer liquid-crystal cells (Mur et al., 2022) 10 nm10\,\mathrm{nm}16, 10 nm10\,\mathrm{nm}17, 10 nm10\,\mathrm{nm}18, 10 nm10\,\mathrm{nm}19 Shift, steering, expansion
Photonic hook (Yue et al., 2017) 10 nm10\,\mathrm{nm}20, 10 nm10\,\mathrm{nm}21, 10 nm10\,\mathrm{nm}22 Curved high-intensity focus
Extended Frozen Waves (Zamboni-Rached, 2021) 10 nm10\,\mathrm{nm}23 Independent longitudinal and transverse shaping
BIC vortex lasers (Bahari et al., 2017) 10 nm10\,\mathrm{nm}24, hole radius 10 nm10\,\mathrm{nm}25 Integrated OAM generation and steering
Light springs (Vaz et al., 21 Feb 2026) 10 nm10\,\mathrm{nm}26 Helical wavepacket, tunable orbital group velocity

In 3D waveguide arrays, the field is synthesized by coherent superposition of Gaussian single-mode outputs,

10 nm10\,\mathrm{nm}27

and in the far field by the Fourier-transform relation between the single-mode envelope and the phasor sum over waveguide positions. Regular polygon placement with the cyclic phase ramp 10 nm10\,\mathrm{nm}28 produces OAM beams whose on-axis behavior scales as 10 nm10\,\mathrm{nm}29, while other arrangements yield two-lobe beams, multi-singularity patterns, Bessel-like non-diffracting beams, or Fresnel-lens focusing (Crespi et al., 2016). This route differs from OLED LightBeam and metasurface LightBeam because the beam is formed by interferometric synthesis at the emitting facet rather than by cavity asymmetry or polarization-selective reflection.

The multi-layer liquid-crystal device combines three function-specific tunable birefringent layers: a shifter using walk-off, a deflector using a transverse phase gradient, and an expander using a radially escaped 10 nm10\,\mathrm{nm}30-defect profile. The Jones-matrix representation of a sub-cell is

10 nm10\,\mathrm{nm}31

and the steering relation is expressed through 10 nm10\,\mathrm{nm}32 and the resulting angle 10 nm10\,\mathrm{nm}33. Reported values include a maximum lateral shift 10 nm10\,\mathrm{nm}34 for 10 nm10\,\mathrm{nm}35 and 10 nm10\,\mathrm{nm}36, steering up to approximately 10 nm10\,\mathrm{nm}37 for 10 nm10\,\mathrm{nm}38 and up to approximately 10 nm10\,\mathrm{nm}39 for 10 nm10\,\mathrm{nm}40, and beam-waist expansion from 10 nm10\,\mathrm{nm}41 to approximately 10 nm10\,\mathrm{nm}42 (Mur et al., 2022).

The photonic hook is a distinct near-field phenomenon generated by an asymmetric dielectric particle. With local thickness

10 nm10\,\mathrm{nm}43

the exit-face phase

10 nm10\,\mathrm{nm}44

becomes asymmetric, and interference in the near field produces a curved high-intensity focus that bends toward the thicker side of the trapezoid. The reported maximum bending angle is approximately 10 nm10\,\mathrm{nm}45 at 10 nm10\,\mathrm{nm}46, and the fused-silica/air example yields FWHM below 10 nm10\,\mathrm{nm}47 (Yue et al., 2017). By contrast, the OLED LightBeam and metasurface LightBeam operate in far-field shaping and steering regimes.

Extended Frozen Waves start from the scalar Helmholtz equation and a superposition of co-propagating Bessel beams,

10 nm10\,\mathrm{nm}48

with 10 nm10\,\mathrm{nm}49 and coefficients

10 nm10\,\mathrm{nm}50

The key extension is the decomposition 10 nm10\,\mathrm{nm}51, where 10 nm10\,\mathrm{nm}52 controls the longitudinal intensity profile and 10 nm10\,\mathrm{nm}53 controls the local transverse radius via 10 nm10\,\mathrm{nm}54 (Zamboni-Rached, 2021). This offers an exact analytic route to beams whose spot radius or ring radius varies with 10 nm10\,\mathrm{nm}55, which is conceptually different from the discrete beam-state interpolation of the OLED device or the angular redirection of the metasurface.

Integrated BIC vortex lasers use accidental bound states in the continuum in an InGaAsP photonic-crystal slab so that the high-10 nm10\,\mathrm{nm}56 singularity appears at nonzero in-plane wavevector 10 nm10\,\mathrm{nm}57, with emission angle satisfying

10 nm10\,\mathrm{nm}58

Varying the hole radius 10 nm10\,\mathrm{nm}59 shifts 10 nm10\,\mathrm{nm}60 and hence steers the emitted OAM beam. The reported device produces 10 nm10\,\mathrm{nm}61 and 10 nm10\,\mathrm{nm}62 vortex modes, threshold pump of approximately 10 nm10\,\mathrm{nm}63, output power up to approximately 10 nm10\,\mathrm{nm}64, FWHM divergence of approximately 10 nm10\,\mathrm{nm}65, and OAM purity above 10 nm10\,\mathrm{nm}66 (Bahari et al., 2017).

Light springs extend structured-light control into the spatiotemporal domain. Their defining relation is the linear OAM-frequency mapping

10 nm10\,\mathrm{nm}67

which leads to a helical wavepacket and an orbital group velocity

10 nm10\,\mathrm{nm}68

Experiments tuned 10 nm10\,\mathrm{nm}69 from approximately 10 nm10\,\mathrm{nm}70 to approximately 10 nm10\,\mathrm{nm}71 by varying 10 nm10\,\mathrm{nm}72, and particle-in-cell simulations showed that, for 10 nm10\,\mathrm{nm}73, interaction with a thin overdense plasma produces superradiant terahertz emission (Vaz et al., 21 Feb 2026). The paper explicitly states that 10 nm10\,\mathrm{nm}74 does not transport energy or information superluminally.

5. Applications, integration pathways, and technical limitations

The optical LightBeam variants address different application layers. The OLED implementation targets adaptive lighting, including automotive headlamps that switch between spot and wide-angle road illumination, dynamic architectural or stage lighting, projection systems, structured illumination for microscopy or sensing, and display systems with per-pixel beam-shape control that could enable high-contrast or privacy modes (Fries et al., 2017). The metasurface implementation targets infrared optical wireless links with centralized control, simple and cheap remote-side devices, and scalability to multiple beams in an 10 nm10\,\mathrm{nm}75 addressing scheme (Huang et al., 2020). Related liquid-crystal, BIC-laser, Frozen-Wave, photonic-hook, and light-spring systems extend the application envelope toward AR/VR optics, LiDAR, optical tweezers, biological sensing, microscopy, optical trapping, atom guidance, lithography, ultrafast spectroscopy, and THz-source engineering (Mur et al., 2022, Bahari et al., 2017, Zamboni-Rached, 2021, Yue et al., 2017, Vaz et al., 21 Feb 2026).

System integration proceeds differently in each class. The OLED device can be combined with a glass half-sphere or a prism while keeping the tuning origin at the light source itself rather than in mechanically adjustable secondary optics (Fries et al., 2017). The metasurface system combines AWGR-based wavelength routing, a half-lens, a liquid-crystal polarization controller, and a passive polarization-selective metasurface in a remote access point (Huang et al., 2020). The liquid-crystal approach relies on ultra-thin polymer walls, patterned surface anchoring, and electrically addressed ITO or conductive polymer electrodes (Mur et al., 2022). Integrated BIC vortex lasers collapse generation and steering into a single photonic-crystal emitter (Bahari et al., 2017). A plausible implication is that LightBeam-like architectures are most naturally compared not by beam shape alone, but by where the control variable is physically located: emitter stack, reflective interface, waveguide network, anisotropic medium, photonic-crystal band structure, or spatiotemporal spectral synthesis.

The limitations are equally heterogeneous. In the OLED case, a color shift of approximately 10 nm10\,\mathrm{nm}76 remains between modes because of cavity dispersion; extension to green and blue requires tighter thickness tolerances, and maintaining high-contrast beam shapes on a target plane imposes the étendue-related condition 10 nm10\,\mathrm{nm}77 (Fries et al., 2017). In the metasurface case, discrete 10 nm10\,\mathrm{nm}78 phase steps create quantization lobes, steering resolution is set by AWGR port count and polarization states, fabrication by e-beam lithography is slow and small-area, and large wavelength tunability is limited by AWGR channel spacing and metasurface dispersion (Huang et al., 2020). In the liquid-crystal device, typical 10 nm10\,\mathrm{nm}79 nematic cells respond in 10 nm10\,\mathrm{nm}80 to 10 nm10\,\mathrm{nm}81, motivating polymer-stabilized or blue-phase materials for kHz operation (Mur et al., 2022). Extended Frozen Waves are constrained by finite aperture, truncation-induced sidelobes, the scalar approximation, and the condition 10 nm10\,\mathrm{nm}82 with 10 nm10\,\mathrm{nm}83 for the standard construction (Zamboni-Rached, 2021). Light springs add a subtler conceptual limitation: even when 10 nm10\,\mathrm{nm}84, the superluminal quantity is a synthetic transverse motion rather than superluminal transport of information or energy (Vaz et al., 21 Feb 2026).

6. LightBeam as a CTC decoder for speech neuroprostheses

Outside optics, "LightBeam: An Accurate and Memory-Efficient CTC Decoder for Speech Neuroprostheses" uses the name for a GPU-accelerated, non-WFST CTC decoder intended for real-time speech neuroprostheses (Feghhi et al., 14 Mar 2026). Its input is CTC encoder logits over phoneme, blank, and space tokens from neural recordings such as intracranial ECoG. The decoder replaces the WFST plus 5-gram graph used in prior leading published work with a vectorized lexicon and delayed LLM fusion. The high-level scoring combines scaled acoustic log-probabilities, shallow fusion with a small N-gram LM for homophone disambiguation, and delayed first-pass integration of a fine-tuned LLM, specifically Llama 3.2 1B.

The CTC training objective is stated as

10 nm10\,\mathrm{nm}85

and the hypothesis score during decoding is

10 nm10\,\mathrm{nm}86

At every 10 nm10\,\mathrm{nm}87 frames, active orthographic beams are batched through the LLM and the score is updated by

10 nm10\,\mathrm{nm}88

Beam search uses top-10 nm10\,\mathrm{nm}89 pruning, a relative threshold 10 nm10\,\mathrm{nm}90, and bonuses 10 nm10\,\mathrm{nm}91 and 10 nm10\,\mathrm{nm}92 for token extension and word insertion. The decoder is implemented in Python, uses PyTorch 2.x and torchaudio’s CUCTCDecoder, and stores the lexicon as a dense transition table 10 nm10\,\mathrm{nm}93.

Its principal distinction is memory efficiency. The reported WFST-based decoder requires peak RAM of approximately 10 nm10\,\mathrm{nm}94, whereas LightBeam requires approximately 10 nm10\,\mathrm{nm}95 RAM and 10 nm10\,\mathrm{nm}96 to 10 nm10\,\mathrm{nm}97 VRAM. On Brain-to-Text ’24 and ’25 with the baseline GRU encoder, the reported LightBeam results are 10 nm10\,\mathrm{nm}98 WER on B2T ’24, 10 nm10\,\mathrm{nm}99 WER on B2T ’25 public, and 4 wt %4\,\mathrm{wt}\,\%00 WER on B2T ’25 private, with RAM of 4 wt %4\,\mathrm{wt}\,\%01 and 4 wt %4\,\mathrm{wt}\,\%02 and RTF of 4 wt %4\,\mathrm{wt}\,\%03 and 4 wt %4\,\mathrm{wt}\,\%04. The WFST re-implementation reports 4 wt %4\,\mathrm{wt}\,\%05, 4 wt %4\,\mathrm{wt}\,\%06, and 4 wt %4\,\mathrm{wt}\,\%07 WER with RAM of 4 wt %4\,\mathrm{wt}\,\%08 and 4 wt %4\,\mathrm{wt}\,\%09. With a causal, time-masked Transformer encoder, LightBeam reaches 4 wt %4\,\mathrm{wt}\,\%10, 4 wt %4\,\mathrm{wt}\,\%11, and 4 wt %4\,\mathrm{wt}\,\%12 WER, versus 4 wt %4\,\mathrm{wt}\,\%13, 4 wt %4\,\mathrm{wt}\,\%14, and 4 wt %4\,\mathrm{wt}\,\%15 for WFST. Ablations show significant degradation when delayed LLM rescoring or next-word fine-tuning is removed.

This non-optical use of the name is technically unrelated to beam shaping in photonics, but it preserves the central role of beam search as the object being controlled. In that sense, LightBeam in neuroprosthetics is not a light-emission technology at all; it is an algorithmic decoder whose novelty lies in replacing a large graph-based search structure with a memory-efficient lexicon and LLM-assisted delayed fusion (Feghhi et al., 14 Mar 2026).

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