STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F151 / Ai Autonomous Neural Nanomanufacturing At The Limit Primary endpoint: first-pass automated manufacturing yield [%]. Concealed challenge: concealed precursor material-lot replacement. Rival: selection of only the best finished coupons. Physical limitation: count all aborted runs and do not permit autonomous release. F152 / Closed-Loop Neural Nanoelectrode Fabrication At The Limit Primary endpoint: nanoelectrode patterned line-width error [um]. Concealed challenge: blinded exposure focal-plane displacement. Rival: machine-stage thermal drift. Physical limitation: reject any uncalibrated metrology feedback. F153 / Intelligent Quality Control Of Neural Nanomaterials At The Limit Primary endpoint: nanomaterial inspection false-negative rate [%]. Concealed challenge: blind seeding of trace-defect specimens. Rival: biased manual defect annotation. Physical limitation: stop if even one predefined safety-critical defect is not declared. F154 / Adaptive Neural Microstructure Manufacturing At The Limit Primary endpoint: adaptive microfeature height-following RMSE [nm]. Concealed challenge: concealed design-mask topology change. Rival: unreported manual post-processing. Physical limitation: stop if topography extrapolates beyond the height standard. F155 / Ai Defect Detection In Neural Interfaces At The Limit Primary endpoint: neural-interface defect-detection recall [%]. Concealed challenge: concealed introduction of unseen defect morphologies. Rival: learning illumination features instead of defects. Physical limitation: reject release when hidden critical defects are missed. Research method parent: supplied 780-page F02 research monograph. Structural and visual anchor: Family 10 F091-F100 v1.1. Science targets derive from the F101-F200 flagship atlas; all proposals are untested.   STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F156 / Process Digital Twins For Neural Nanodevices At The Limit Primary endpoint: process digital-twin signed width residual [um]. Concealed challenge: blinded swap to a second manufacturing machine. Rival: leakage of reference measurements into the fitted twin. Physical limitation: recalibrate or abstain on unseen machine geometry. F157 / Cross-Batch Stability In Neural Nanomanufacturing At The Limit Primary endpoint: cross-lot electrode-impedance coefficient of variation [%]. Concealed challenge: concealed material supplier substitution. Rival: differences between impedance measurement fixtures. Physical limitation: reject cross-batch claims without independent EIS. F158 / Energy Efficiency Of Neural Nanomanufacturing At The Limit Primary endpoint: energy per independently qualified manufactured device [J/device]. Concealed challenge: blinded inclusion of idle and rework energy. Rival: lower reported energy through greater reject rates. Physical limitation: halt energy claims if defects or rejects rise. F159 / Autonomous Stop Conditions In Neural Nanomanufacturing At The Limit Primary endpoint: autonomous hardware hard-stop missed-event rate [%]. Concealed challenge: concealed injection of out-of-envelope process commands. Rival: counting delayed alarms as normal operation. Physical limitation: stop the bench immediately upon an interlock miss. F160 / Trustworthy Autonomous Neural Nanomanufacturing Platforms At The Limit Primary endpoint: independent quality-release assessor agreement [%]. Concealed challenge: blinded replacement of quality inspectors. Rival: false consensus from shared evaluator software. Physical limitation: no release without independently reconstructable adjudication. Release status: complete prospective research manuscripts with independent expert review pending on mathematical assumptions, semantic repetition and reproducibility. No clinical efficacy is asserted. Join the STARLI Research Community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨

BibTeX

@article{allodium:10.5281/zenodo.24027762,
  title = {STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F151 / Ai Autonomous Neural Nanomanufacturing At The Limit Primary endpoint: first-pass automated manufacturing yield [\%]. Concealed challenge: concealed precursor material-lot replacement. Rival: selection of only the best finished coupons. Physical limitation: count all aborted runs and do not permit autonomous release. F152 / Closed-Loop Neural Nanoelectrode Fabrication At The Limit Primary endpoint: nanoelectrode patterned line-width error [um]. Concealed challenge: blinded exposure focal-plane displacement. Rival: machine-stage thermal drift. Physical limitation: reject any uncalibrated metrology feedback. F153 / Intelligent Quality Control Of Neural Nanomaterials At The Limit Primary endpoint: nanomaterial inspection false-negative rate [\%]. Concealed challenge: blind seeding of trace-defect specimens. Rival: biased manual defect annotation. Physical limitation: stop if even one predefined safety-critical defect is not declared. F154 / Adaptive Neural Microstructure Manufacturing At The Limit Primary endpoint: adaptive microfeature height-following RMSE [nm]. Concealed challenge: concealed design-mask topology change. Rival: unreported manual post-processing. Physical limitation: stop if topography extrapolates beyond the height standard. F155 / Ai Defect Detection In Neural Interfaces At The Limit Primary endpoint: neural-interface defect-detection recall [\%]. Concealed challenge: concealed introduction of unseen defect morphologies. Rival: learning illumination features instead of defects. Physical limitation: reject release when hidden critical defects are missed. Research method parent: supplied 780-page F02 research monograph. Structural and visual anchor: Family 10 F091-F100 v1.1. Science targets derive from the F101-F200 flagship atlas; all proposals are untested.   STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F156 / Process Digital Twins For Neural Nanodevices At The Limit Primary endpoint: process digital-twin signed width residual [um]. Concealed challenge: blinded swap to a second manufacturing machine. Rival: leakage of reference measurements into the fitted twin. Physical limitation: recalibrate or abstain on unseen machine geometry. F157 / Cross-Batch Stability In Neural Nanomanufacturing At The Limit Primary endpoint: cross-lot electrode-impedance coefficient of variation [\%]. Concealed challenge: concealed material supplier substitution. Rival: differences between impedance measurement fixtures. Physical limitation: reject cross-batch claims without independent EIS. F158 / Energy Efficiency Of Neural Nanomanufacturing At The Limit Primary endpoint: energy per independently qualified manufactured device [J/device]. Concealed challenge: blinded inclusion of idle and rework energy. Rival: lower reported energy through greater reject rates. Physical limitation: halt energy claims if defects or rejects rise. F159 / Autonomous Stop Conditions In Neural Nanomanufacturing At The Limit Primary endpoint: autonomous hardware hard-stop missed-event rate [\%]. Concealed challenge: concealed injection of out-of-envelope process commands. Rival: counting delayed alarms as normal operation. Physical limitation: stop the bench immediately upon an interlock miss. F160 / Trustworthy Autonomous Neural Nanomanufacturing Platforms At The Limit Primary endpoint: independent quality-release assessor agreement [\%]. Concealed challenge: blinded replacement of quality inspectors. Rival: false consensus from shared evaluator software. Physical limitation: no release without independently reconstructable adjudication. Release status: complete prospective research manuscripts with independent expert review pending on mathematical assumptions, semantic repetition and reproducibility. No clinical efficacy is asserted. Join the STARLI Research Community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨},
  author = {33},
  year = {2026},
  doi = {10.5281/zenodo.24027762},
  url = {https://doi.org/10.5281/zenodo.24027762}
}

RIS

TY  - JOUR
TI  - STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F151 / Ai Autonomous Neural Nanomanufacturing At The Limit Primary endpoint: first-pass automated manufacturing yield [%]. Concealed challenge: concealed precursor material-lot replacement. Rival: selection of only the best finished coupons. Physical limitation: count all aborted runs and do not permit autonomous release. F152 / Closed-Loop Neural Nanoelectrode Fabrication At The Limit Primary endpoint: nanoelectrode patterned line-width error [um]. Concealed challenge: blinded exposure focal-plane displacement. Rival: machine-stage thermal drift. Physical limitation: reject any uncalibrated metrology feedback. F153 / Intelligent Quality Control Of Neural Nanomaterials At The Limit Primary endpoint: nanomaterial inspection false-negative rate [%]. Concealed challenge: blind seeding of trace-defect specimens. Rival: biased manual defect annotation. Physical limitation: stop if even one predefined safety-critical defect is not declared. F154 / Adaptive Neural Microstructure Manufacturing At The Limit Primary endpoint: adaptive microfeature height-following RMSE [nm]. Concealed challenge: concealed design-mask topology change. Rival: unreported manual post-processing. Physical limitation: stop if topography extrapolates beyond the height standard. F155 / Ai Defect Detection In Neural Interfaces At The Limit Primary endpoint: neural-interface defect-detection recall [%]. Concealed challenge: concealed introduction of unseen defect morphologies. Rival: learning illumination features instead of defects. Physical limitation: reject release when hidden critical defects are missed. Research method parent: supplied 780-page F02 research monograph. Structural and visual anchor: Family 10 F091-F100 v1.1. Science targets derive from the F101-F200 flagship atlas; all proposals are untested.   STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F156 / Process Digital Twins For Neural Nanodevices At The Limit Primary endpoint: process digital-twin signed width residual [um]. Concealed challenge: blinded swap to a second manufacturing machine. Rival: leakage of reference measurements into the fitted twin. Physical limitation: recalibrate or abstain on unseen machine geometry. F157 / Cross-Batch Stability In Neural Nanomanufacturing At The Limit Primary endpoint: cross-lot electrode-impedance coefficient of variation [%]. Concealed challenge: concealed material supplier substitution. Rival: differences between impedance measurement fixtures. Physical limitation: reject cross-batch claims without independent EIS. F158 / Energy Efficiency Of Neural Nanomanufacturing At The Limit Primary endpoint: energy per independently qualified manufactured device [J/device]. Concealed challenge: blinded inclusion of idle and rework energy. Rival: lower reported energy through greater reject rates. Physical limitation: halt energy claims if defects or rejects rise. F159 / Autonomous Stop Conditions In Neural Nanomanufacturing At The Limit Primary endpoint: autonomous hardware hard-stop missed-event rate [%]. Concealed challenge: concealed injection of out-of-envelope process commands. Rival: counting delayed alarms as normal operation. Physical limitation: stop the bench immediately upon an interlock miss. F160 / Trustworthy Autonomous Neural Nanomanufacturing Platforms At The Limit Primary endpoint: independent quality-release assessor agreement [%]. Concealed challenge: blinded replacement of quality inspectors. Rival: false consensus from shared evaluator software. Physical limitation: no release without independently reconstructable adjudication. Release status: complete prospective research manuscripts with independent expert review pending on mathematical assumptions, semantic repetition and reproducibility. No clinical efficacy is asserted. Join the STARLI Research Community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨
AU  - 33
PY  - 2026
DO  - 10.5281/zenodo.24027762
UR  - https://doi.org/10.5281/zenodo.24027762
ER  - 

APA

33 (2026). STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F151 / Ai Autonomous Neural Nanomanufacturing At The Limit Primary endpoint: first-pass automated manufacturing yield [%]. Concealed challenge: concealed precursor material-lot replacement. Rival: selection of only the best finished coupons. Physical limitation: count all aborted runs and do not permit autonomous release. F152 / Closed-Loop Neural Nanoelectrode Fabrication At The Limit Primary endpoint: nanoelectrode patterned line-width error [um]. Concealed challenge: blinded exposure focal-plane displacement. Rival: machine-stage thermal drift. Physical limitation: reject any uncalibrated metrology feedback. F153 / Intelligent Quality Control Of Neural Nanomaterials At The Limit Primary endpoint: nanomaterial inspection false-negative rate [%]. Concealed challenge: blind seeding of trace-defect specimens. Rival: biased manual defect annotation. Physical limitation: stop if even one predefined safety-critical defect is not declared. F154 / Adaptive Neural Microstructure Manufacturing At The Limit Primary endpoint: adaptive microfeature height-following RMSE [nm]. Concealed challenge: concealed design-mask topology change. Rival: unreported manual post-processing. Physical limitation: stop if topography extrapolates beyond the height standard. F155 / Ai Defect Detection In Neural Interfaces At The Limit Primary endpoint: neural-interface defect-detection recall [%]. Concealed challenge: concealed introduction of unseen defect morphologies. Rival: learning illumination features instead of defects. Physical limitation: reject release when hidden critical defects are missed. Research method parent: supplied 780-page F02 research monograph. Structural and visual anchor: Family 10 F091-F100 v1.1. Science targets derive from the F101-F200 flagship atlas; all proposals are untested.   STARLI / YULI / FAMILY 16 / F151 - F160 AUTONOMOUS NEURAL NANOMANUFACTURING - TEN RESEARCH DESIGNS F156 / Process Digital Twins For Neural Nanodevices At The Limit Primary endpoint: process digital-twin signed width residual [um]. Concealed challenge: blinded swap to a second manufacturing machine. Rival: leakage of reference measurements into the fitted twin. Physical limitation: recalibrate or abstain on unseen machine geometry. F157 / Cross-Batch Stability In Neural Nanomanufacturing At The Limit Primary endpoint: cross-lot electrode-impedance coefficient of variation [%]. Concealed challenge: concealed material supplier substitution. Rival: differences between impedance measurement fixtures. Physical limitation: reject cross-batch claims without independent EIS. F158 / Energy Efficiency Of Neural Nanomanufacturing At The Limit Primary endpoint: energy per independently qualified manufactured device [J/device]. Concealed challenge: blinded inclusion of idle and rework energy. Rival: lower reported energy through greater reject rates. Physical limitation: halt energy claims if defects or rejects rise. F159 / Autonomous Stop Conditions In Neural Nanomanufacturing At The Limit Primary endpoint: autonomous hardware hard-stop missed-event rate [%]. Concealed challenge: concealed injection of out-of-envelope process commands. Rival: counting delayed alarms as normal operation. Physical limitation: stop the bench immediately upon an interlock miss. F160 / Trustworthy Autonomous Neural Nanomanufacturing Platforms At The Limit Primary endpoint: independent quality-release assessor agreement [%]. Concealed challenge: blinded replacement of quality inspectors. Rival: false consensus from shared evaluator software. Physical limitation: no release without independently reconstructable adjudication. Release status: complete prospective research manuscripts with independent expert review pending on mathematical assumptions, semantic repetition and reproducibility. No clinical efficacy is asserted. Join the STARLI Research Community: https://zenodo.org/communities/starli-research-gate/ We do not need to know which door future generations will choose to open. We only hope that when they open it, they will find a little light to guide their way. 🌈🚪✨. https://doi.org/10.5281/zenodo.24027762