
2025-08-21 20:27:02
Ukraine to mass produce long-range Flamingo missile in winter, Zelensky says: https://benborges.xyz/2025/08/21/ukraine-to-mass-produce-longrange.html
Ukraine to mass produce long-range Flamingo missile in winter, Zelensky says: https://benborges.xyz/2025/08/21/ukraine-to-mass-produce-longrange.html
Research: low productivity gains from AI may stem from employees using AI to produce "workslop", or low-effort, passable work that creates more work for others (Harvard Business Review)
https://hbr.org/2025/09/ai-generated-workslop-is-destroying-productivit…
By engineering yeast to produce six essential sterols found in pollen, researchers provided bees with a nutritionally complete diet that boosted reproduction up to 15-fold.
Unlike commercial substitutes that lack key nutrients, this supplement mimics natural pollen’s sterol profile, giving bees the equivalent of a balanced diet.
…
Do AI models help produce verified bug fixes?
Li Huang, Ilgiz Mustafin, Marco Piccioni, Alessandro Schena, Reto Weber, Bertrand Meyer
https://arxiv.org/abs/2507.15822
"Low effort, unhelpful AI generated work is having a significant impact on collaboration at work. Approximately half of the people we surveyed viewed colleagues who sent workslop as less creative, capable, and reliable than they did before receiving the output. Forty-two percent saw them as less trustworthy, "
(Original title: AI-Generated “Workslop” Is Destroying Productivity)
When brewing kombucha, make sure to end fermentation at the right time! Yeasts produce alcohol as a byproduct of fermentation, and the alcohol level can get high enough that they will pop out for a cheeky nando's and contaminate the brew with piri piri flavor
Sometimes innovation is quite simple 🙂
""Our measurements show that wheat and grass-clover mixtures grow just as well between vertical solar panels as in open fields. At the same time, the panels produce electricity in a daily pattern that better matches energy demand. It's a win-win,"
#solarpanels
A senior CIA officer who oversaw Russia analysis
has been stripped of her security clearance,
part of a sweeping removal of
37 serving and former officials accused of "betray[ing] their oath to the Constitution," the Economist reported on Aug. 21.
The officer, who served as the CIA’s top Russia and Eurasia analyst during the 2016 election
and helped produce the report detailing Moscow’s interference on behalf of Donald Trump,
was among the most s…
A classic. Reporter fails to pay attention to what the nimbys actually say.
Reporter: Critics fear that [very modest] upzone won't produce "housing that is actually affordable for county residents"
Then quotes critic who fears it will "just provide more affordably priced rental units"
https://…
Jag har märkt att många tror att de får bra svar från olika AI verktyg när de i själva verket bara bekräftar det som användaren vill ha bekräftat.
OpenAI researchers reveal that large language models will always produce plausible but false outputs, even with perfect data, due to fundamental statistical and computational limits.
AI-Generated “Workslop” Is Destroying Productivity https://hbr.org/2025/09/ai-generated-workslop-is-destroying-productivity
What ingests large quantities of data, applies some math and outputs a much smaller set of data that can still be used to reconstruct what was ingested? Compression algorithms, right?
And some of them compress *so much* that data can only be extracted partially and the rest needs to be "guessed" - like JPEGs.
LLMs ingest TB after TB and compress that into a few miserable GB.
And that's why the info they produce is like a JPEG with a compression factor of 1000 and…
An open dataset of neural networks for hypernetwork research
David Kurtenbach, Lior Shamir
https://arxiv.org/abs/2507.15869 https://a…
Sam Altman says OpenAI wants to create "a factory that can produce a gigawatt of new AI infrastructure every week" and plans to reveal more details this year (Sam Altman)
https://blog.samaltman.com/abundant-intelligence
LLM-Driven Collaborative Model for Untangling Commits via Explicit and Implicit Dependency Reasoning
Bo Hou, Xin Tan, Kai Zheng, Fang Liu, Yinghao Zhu, Li Zhang
https://arxiv.org/abs/2507.16395
Reservoir Computing as a Language Model
Felix K\"oster, Atsushi Uchida
https://arxiv.org/abs/2507.15779 https://arxiv.org/pdf/25…
"A confusing contradiction is unfolding in companies embracing generative AI tools: while workers are largely following mandates to embrace the technology, few are seeing it create real value. [...] In collaboration with Stanford Social Media Lab, our research team at BetterUp Labs has identified one possible reason: Employees are using AI tools to create low-effort, passable looking work that ends up creating more work for their coworkers."
"Unlike this mental outsourc…
MANZANO: A Simple and Scalable Unified Multimodal Model with a Hybrid Vision Tokenizer
Yanghao Li, Rui Qian, Bowen Pan, Haotian Zhang, Haoshuo Huang, Bowen Zhang, Jialing Tong, Haoxuan You, Xianzhi Du, Zhe Gan, Hyunjik Kim, Chao Jia, Zhenbang Wang, Yinfei Yang, Mingfei Gao, Zi-Yi Dou, Wenze Hu, Chang Gao, Dongxu Li, Philipp Dufter, Zirui Wang, Guoli Yin, Zhengdong Zhang, Chen Chen, Yang Zhao, Ruoming Pang, Zhifeng Chen
"Floating platform to produce synthetic fuels using wind, seawater, and air"
#Energy #Renewables
https://
The Iconicity of the Generated Image
Nanne van Noord, Noa Garcia
https://arxiv.org/abs/2509.16473 https://arxiv.org/pdf/2509.16473
AEAS: Actionable Exploit Assessment System
Xiangmin Shen, Wenyuan Cheng, Yan Chen, Zhenyuan Li, Yuqiao Gu, Lingzhi Wang, Wencheng Zhao, Dawei Sun, Jiashui Wang
https://arxiv.org/abs/2509.17832
Certifiably Optimal Doppler Positioning using Opportunistic LEO Satellites
Baoshan Song, Weisong Wen, Qi Zhang, Bing Xu, Li-Ta Hsu
https://arxiv.org/abs/2509.17198 https://
Evaluating classical simulations with a quantum processor
Alberto Nocera, Jack Raymond, William Bernoudy, Mohammad H. Amin, Andrew D. King
https://arxiv.org/abs/2508.15759 https…
Surfacing Variations to Calibrate Perceived Reliability of MLLM-generated Image Descriptions
Meng Chen, Akhil Iyer, Amy Pavel
https://arxiv.org/abs/2507.15692
Parameter variability can produce heavy tails in a model for the spatial distribution of settling organisms
Luis F. Gordillo, Priscilla E. Greenwood
https://arxiv.org/abs/2509.16385
Any-Dimensional Polynomial Optimization via de Finetti Theorems
Eitan Levin, Venkat Chandrasekaran
https://arxiv.org/abs/2507.15632 https://
Domino tilings, nonintersecting lattice paths and subclasses of Koutschan-Krattenthaler-Schlosser determinants
Qipin Chen, Shane Chern, Atsuro Yoshida
https://arxiv.org/abs/2507.15665
TTMBA: Towards Text To Multiple Sources Binaural Audio Generation
Yuxuan He, Xiaoran Yang, Ningning Pan, Gongping Huang
https://arxiv.org/abs/2507.16564 ht…
Fast approximate Bayesian inference of HIV indicators using PCA adaptive Gauss-Hermite quadrature
Adam Howes, Alex Stringer, Seth R. Flaxman, Jeffrey W. Imai-Eaton
https://arxiv.org/abs/2508.15665
TACO Trump Reverses Course, Directs Bondi to Produce Meaningless Epstein Files - WhoWhatWhy
https://whowhatwhy.org/politics/us-politics/taco-trump-reverses-course-directs-bondi-to-produce-meaningless-epstein-files/
I noticed a weird technology gap: Funders like @… or @… have started to require Gantt charts for funding applications, yet there seems to be no established way to produce them. Yes, there’s MS Project and the like, but no s…
MetaEmbed: Scaling Multimodal Retrieval at Test-Time with Flexible Late Interaction
Zilin Xiao, Qi Ma, Mengting Gu, Chun-cheng Jason Chen, Xintao Chen, Vicente Ordonez, Vijai Mohan
https://arxiv.org/abs/2509.18095
Remote Channel Synthesis
Yassine Hamdi, Deniz G\"und\"uz
https://arxiv.org/abs/2507.15757 https://arxiv.org/pdf/2507.15757
"Ohio Bill Would Require Watermarks on AI Imagery"
How exactly does a state enforce this? 🤔 "...it could place restrictions on a consumer's legal uses of a product, or it could place restrictions on what type of functions a producer's product can actually produce."
http…
Role of sunspot latitude versus tilt in determining the polar field and amplitude of the next cycle: Cause of the weak Solar Cycle 20
Bidisha Dey, Anu Sreedevi, Bidya Binay Karak
https://arxiv.org/abs/2509.17146
Impact of Packetization on Network Calculus Analysis
Yming Jiang
https://arxiv.org/abs/2509.17028 https://arxiv.org/pdf/2509.17028
Smoothing topological pseudo-isotopies of 4-manifolds
Patrick Orson, Mark Powell, Oscar Randal-Williams
https://arxiv.org/abs/2507.16984 https://arxiv.org/…
State Space Models Naturally Produce Traveling Waves, Time Cells, and Scale to Abstract Cognitive Functions
Sen Lu, Xiaoyu Zhang, Mingtao Hu, Eric Yeu-Jer Lee, Soohyeon Kim, Wei D. Lu
https://arxiv.org/abs/2507.13638
“Produce”? I guess that Pentagon contract with Grok will get its first use.
https://www.bbc.com/news/articles/c9w1014rlq9o
Artifacts in Halo Shapes: Imprints of the Initial Condition
Yu Yu, Zhao Chen
https://arxiv.org/abs/2507.16745 https://arxiv.org/pdf/2…
Discrete Empirical Interpolation Method with Upper and Lower Bound Constraints
Louisa B. Ebby, Mohammad Farazmand
https://arxiv.org/abs/2509.16018 https://…
A Generative Model for Disentangling Galaxy Photometric Parameters
Keen Leung, Colen Yan, Jun Yin
https://arxiv.org/abs/2507.15898 https://
Separable cowreaths in higher dimension
Fabio Renda
https://arxiv.org/abs/2506.18762 https://arxiv.org/pdf/2506.18762
Zonal winds in Titan's middle atmosphere from a stellar occultation observed with Keck adaptive optics
Theresa C. Marlin, Eliot F. Young, Katherine de Kleer, Martin Cordiner, Nicholas A. Lombardo, Imke de Pater, Juan M. Lora, Paul Corlies, Richard Cosentino, Conor Nixon, Sebastien Rodriguez, Alexander Thelen
https://arxiv.org/abs/2509.…
pH-dependent interfacial rheology of polymer membranes assembled at liquid-liquid interfaces using hydrogen bonds
Julien Dupr\'e de Baubigny (SIMM), Corentin Tregouet (SIMM), Elena N. Govorun (SIMM), Mathilde Reyssat (SIMM), Patrick Perrin (SIMM), Nad\`ege Pantoustier (SIMM), Thomas Salez (LOMA), C\'ecile Monteux (SIMM)
https://arx…
Critical bubble bursting in real water. Effect of surface-active contaminants
S. Rodr\'iguez-Aparicio, A. Cebri\'an-Garc\'ia, E. J. Vega, J. M. Montanero, M. G. Cabezas
https://arxiv.org/abs/2507.17671
Effect of radial pressure corrugations and profile shearing on turbulence in Fusion plasmas
Ajay C. J, M. J. Pueschel, Justin Ball, David Hatch, Tobias Goerler, Stephan Brunner
https://arxiv.org/abs/2507.15513
💩 A more climate-friendly way to produce nitrogen fertilizer
#chemistry
Auto-Regressive Surface Cutting
Yang Li, Victor Cheung, Xinhai Liu, Yuguang Chen, Zhongjin Luo, Biwen Lei, Haohan Weng, Zibo Zhao, Jingwei Huang, Zhuo Chen, Chunchao Guo
https://arxiv.org/abs/2506.18017
An analytic formalism to describe the $N_{\rm eff}(\rm H)$-$n_{\rm H}$ relationship in molecular clouds
Brandt A. L. Gaches
https://arxiv.org/abs/2507.16931
Vamos a utilizar una tecnología que comete errores de forma irreparable por culpa del propio diseño en sí de la tecnología.
Ya me imagino a la gente montando en un avión que puede que llegue al destino o que se precipite contra una montaña, no se sabe. https:/…
Moire Artifact Reduction in Grating Interferometry Using Multiple Harmonics and Total Variation Regularization
Hunter C. Meyer, Joyoni Dey, Conner B. Dooley, Murtuza S. Taqi, Varun R. Gala, Christopher Morrison, Victoria L. Fontenot, Kyungmin Ham, Leslie G. Butler, Alexandra Noel
https://arxiv.org/abs/2509.16503
Technical overview and architecture of the FastNet Machine Learning weather prediction model, version 1.0
Eric G. Daub, Tom Dunstan, Thusal Bennett, Matthew Burnand, James Chappell, Alejandro Coca-Castro, Noushin Eftekhari, J. Scott Hosking, Manvendra Janmaijaya, Jon Lillis, David Salvador-Jasin, Nathan Simpson, Oliver T Strickson, Ryan Sze-Yin Chan, Mohamad Elmasri, Lydia Allegranza France, Sam Madge, James Robinson, Adam A. Scaife, David Walters, Peter Yatsyshin, Theo McCaie, Levan B…
Beyond papers: understanding the making of citizenship in the Foreigners’ Tribunals of Assam
https://ift.tt/07U3HFa
Fariya Yesmin's new article Beyond papers: understanding the making of citizenship in the…
via Input 4 RELCFP
Improving the Generation of VAEs with High Dimensional Latent Spaces by the use of Hyperspherical Coordinates
Alejandro Ascarate, Leo Lebrat, Rodrigo Santa Cruz, Clinton Fookes, Olivier Salvado
https://arxiv.org/abs/2507.15900
Scanning Tunneling Microscope Tip-Induced Formation of Bi Bilayers on Bi$_2$Te$_3$
Duy Nguyen, Jay A. Gupta
https://arxiv.org/abs/2507.16081 https://
Best-of-L: Cross-Lingual Reward Modeling for Mathematical Reasoning
Sara Rajaee, Rochelle Choenni, Ekaterina Shutova, Christof Monz
https://arxiv.org/abs/2509.15811 https://
Warm, water-depleted rocky exoplanets with surface ionic liquids - a proposed class for planetary #habitability: https://www.pnas.org/doi/10.1073/pnas.2425520122 -> Planets without water could still produce certain liquids, a new study finds: https://news.mit.edu/2025/planets-without-water-could-still-produce-certain-liquids-0811 - lab experiments show “ionic liquids” can form through common planetary processes and might be capable of supporting life even on waterless planets.
Investigating Training Data Detection in AI Coders
Tianlin Li, Yunxiang Wei, Zhiming Li, Aishan Liu, Qing Guo, Xianglong Liu, Dongning Sun, Yang Liu
https://arxiv.org/abs/2507.17389
Revealed and Concealed Repression: Measurement, Deterrence, and Backlash
Maria Titova, Emily Hencken Ritter, Mehdi Shadmehr
https://arxiv.org/abs/2507.16997 https://
Distribution Estimation for Global Data Association via Approximate Bayesian Inference
Yixuan Jia, Mason B. Peterson, Qingyuan Li, Yulun Tian, Jonathan P. How
https://arxiv.org/abs/2509.15565
Trump administration escalates purge of senior US intelligence officials, Economist reports: https://benborges.xyz/2025/08/22/trump-administration-escalates-purge-of.html
A Deep-Learning-Driven Optimization-Based Inverse Solver for Accelerating the Marchenko Method
Ning Wang, Tariq Alkhalifah
https://arxiv.org/abs/2509.16774 https://
Spintronic Bayesian Hardware Driven by Stochastic Magnetic Domain Wall Dynamics
Tianyi Wang, Bingqian Dai, Kin Wong, Yaochen Li, Yang Cheng, Qingyuan Shu, Haoran He, Puyang Huang, Hanshen Huang, Kang L. Wang
https://arxiv.org/abs/2507.17193
AI Knows Best? The Paradox of Expertise, AI-Reliance, and Performance in Educational Tutoring Decision-Making Tasks
Eason Chen, Jeffrey Li, Scarlett Huang, Xinyi Tang, Jionghao Lin, Paulo Carvalho, Kenneth Koedinger
https://arxiv.org/abs/2509.16772
Spin versus Magic: Lessons from Gluon and Graviton Scattering
John Gargalionis, Nathan Moynihan, Sokratis Trifinopoulos, Ewan N. V. Wallace, Chris D. White, Martin J. White
https://arxiv.org/abs/2508.14967
Just heard chef Luke Holder say “we have this saying: less time cooking it, more time sourcing it. Trying to find the right type of produce because we’re only middlemen between great producers and great guests.”
I’m gonna be chewing on that for a while, I think.
How Large Language Models are Designed to Hallucinate
Richard Ackermann, Simeon Emanuilov
https://arxiv.org/abs/2509.16297 https://arxiv.org/pdf/2509.16297…
In Italy, for thirty years under the Borgias, they had warfare, terror,
murder, and bloodshed, but they produced Michaelangelo, Leonardo da Vinci
and the Renaissance. In Switzerland, they had brotherly love, they had
five hundred years of democracy and peace -- and what did they produce?
The cuckoo-clock.
-- Orson Welles, "The Third Man"
Reverse Engineering of Music Mixing Graphs with Differentiable Processors and Iterative Pruning
Sungho Lee, Marco Mart\'inez-Ram\'irez, Wei-Hsiang Liao, Stefan Uhlich, Giorgio Fabbro, Kyogu Lee, Yuki Mitsufuji
https://arxiv.org/abs/2509.15948
$r$-process Heating Feedback on Disk Outflows from Neutron Star Mergers
Li-Ting Ma, Kuo-Chuan Pan, Meng-Ru Wu, Rodrigo Fern\'andez
https://arxiv.org/abs/2508.15288 https://
Discovery of SiC and Iron Dust Around AGB Stars in the very Metal-Poor Sextans A Dwarf Galaxy with JWST: Implications for Dust Production at High Redshift
M. L. Boyer, G. C. Sloan, A. Nanni, E. Tarantino, I. McDonald, S. Goldman, J. A. D. L Blommaert, F. Dell'Agli, M. Di Criscienzo, D. A. Garcia-Hernandez, R. D. Gehrz, M. A. T. Groenewegen, A. Javadi, O. C. Jones, F. Kemper, M. Marengo, K. B. W. McQuinn, J. M. Oliveira, G. Pastorelli, J. Roman-Duval, R. Sahai, E. D. Skillman, S. Sr…
Predict, Reposition, and Allocate: A Greedy and Flow-Based Architecture for Sustainable Urban Food Delivery
Aqsa Ashraf Makhdomi, Iqra Altaf Gillani
https://arxiv.org/abs/2507.15282
RadReason: Radiology Report Evaluation Metric with Reasons and Sub-Scores
Yingshu Li, Yunyi Liu, Lingqiao Liu, Lei Wang, Luping Zhou
https://arxiv.org/abs/2508.15464 https://
SABER: Uncovering Vulnerabilities in Safety Alignment via Cross-Layer Residual Connection
Maithili Joshi, Palash Nandi, Tanmoy Chakraborty
https://arxiv.org/abs/2509.16060 https…
Model-robust standardization in stepped wedge designs
Xi Fang, Xueqi Wang, Patrick J. Heagerty, Bingkai Wang, Fan Li
https://arxiv.org/abs/2507.17190 https://
Considering contact forces during the formation of planetesimals by gravitational collapse: mutual orbits, spin states, and shapes
Jackson T. Barnes, Stephen R. Schwartz, Seth A. Jacobson
https://arxiv.org/abs/2507.16739
LLM-Guided Task- and Affordance-Level Exploration in Reinforcement Learning
Jelle Luijkx, Runyu Ma, Zlatan Ajanovi\'c, Jens Kober
https://arxiv.org/abs/2509.16615 https://…
VulCoCo: A Simple Yet Effective Method for Detecting Vulnerable Code Clones
Tan Bui, Yan Naing Tun, Thanh Phuc Nguyen, Yindu Su, Ferdian Thung, Yikun Li, Han Wei Ang, Yide Yin, Frank Liauw, Lwin Khin Shar, Eng Lieh Ouh, Ting Zhang, David Lo
https://arxiv.org/abs/2507.16661
Parametric Integration with Neural Integral Operators
Christoph Schied, Alexander Keller
https://arxiv.org/abs/2507.17440 https://arx…
Tinker: Diffusion's Gift to 3D--Multi-View Consistent Editing From Sparse Inputs without Per-Scene Optimization
Canyu Zhao, Xiaoman Li, Tianjian Feng, Zhiyue Zhao, Hao Chen, Chunhua Shen
https://arxiv.org/abs/2508.14811
See it. Say it. Sorted: Agentic System for Compositional Diagram Generation
Hantao Zhang, Jingyang Liu, Ed Li
https://arxiv.org/abs/2508.15222 https://arxi…
D-REX: A Benchmark for Detecting Deceptive Reasoning in Large Language Models
Satyapriya Krishna, Andy Zou, Rahul Gupta, Eliot Krzysztof Jones, Nick Winter, Dan Hendrycks, J. Zico Kolter, Matt Fredrikson, Spyros Matsoukas
https://arxiv.org/abs/2509.17938
All incompatible sets of measurements can generate Buscemi nonlocality
Andr\'es F. Ducuara, Patryk Lipka-Bartosik, Cristian E. Susa, Paul Skrzypczyk
https://arxiv.org/abs/2508.14421
Instability of inverse probability weighting methods and a remedy for non-ignorable missing data
Pengfei Li, Jing Qin, Yukun Liu
https://arxiv.org/abs/2507.17137 https://…
VeriOpt: PPA-Aware High-Quality Verilog Generation via Multi-Role LLMs
Kimia Tasnia, Alexander Garcia, Tasnuva Farheen, Sazadur Rahman
https://arxiv.org/abs/2507.14776
Think, Verbalize, then Speak: Bridging Complex Thoughts and Comprehensible Speech
Sang Hoon Woo, Sehun Lee, Kang-wook Kim, Gunhee Kim
https://arxiv.org/abs/2509.16028 https://…
Wavelength Requirements for Life Detection via Reflected Light Spectroscopy of Rocky Exoplanets
Joshua Krissansen-Totton, Anna Grace Ulses, Maxwell Frissell, Samantha Gilbert-Janizek, Amber Young, Jacob Lustig-Yaeger, Tyler Robinson, Stephanie Olson, Eleonora Alei, Giada Arney, Celeste Hagee, Chester Harman, Natalie Hinkel, Emilie Lafleche, Natasha Latouf, Avi Mandell, Mark M. Moussa, Niki Parenteau, Sukrit Ranjan, Blair Russell, Edward W. Schwieterman, Clara Sousa-Silva, Armen Tokadji…
Model Simplification through refinement
Dmitry Brodsky, Benjamin Watson
https://arxiv.org/abs/2507.15186 https://arxiv.org/pdf/2507.1…
Filtered Instantons and the Concordance of Satellites
Ivan So
https://arxiv.org/abs/2507.14350 https://arxiv.org/pdf/2507.14350
Dr. Boot: Bootstrapping Program Synthesis Language Models to Perform Repairing
Noah van der Vleuten
https://arxiv.org/abs/2507.15889 https://
Austin-based Aalo Atomics, which is building a modular nuclear reactor and data center, set to finish construction in 2026, raised a $100M Series B led by Valor (Julia Hornstein/Business Insider)
https://www.businessinsider.com/aalo-atomi
Investigating Bias: A Multilingual Pipeline for Generating, Solving, and Evaluating Math Problems with LLMs
Mariam Mahran, Katharina Simbeck
https://arxiv.org/abs/2509.17701 htt…
SAGA: Learning Signal-Aligned Distributions for Improved Text-to-Image Generation
Paul Grimal, Micha\"el Soumm, Herv\'e Le Borgne, Olivier Ferret, Akihiro Sugimoto
https://arxiv.org/abs/2508.13866
Russia wants to produce its new Su-57 fighter jets in India: https://benborges.xyz/2025/09/02/russia-wants-to-produce-its.html
Beyond Video-to-SFX: Video to Audio Synthesis with Environmentally Aware Speech
Xinlei Niu, Jianbo Ma, Dylan Harper-Harris, Xiangyu Zhang, Charles Patrick Martin, Jing Zhang
https://arxiv.org/abs/2509.15492
SoftBank buys Foxconn's Ohio EV plant; Foxconn will produce AI servers at the plant as part of Softbank's $500B Stargate project with OpenAI and Oracle (Debby Wu/Bloomberg)
https://www.bloomberg.com/news/articles/2025-0…
Hadrian, which is building largely automated factories to produce space and defense parts, raised a $260M Series C, bringing its total funding to ~$500M (Aria Alamalhodaei/TechCrunch)
https://techcrunch.com/2025/07/17/hadria…