Sign in

Can Firtina

@firtinac.bsky.social
555 followers 123 following 18 posts

Assistant Professor of Computer Science at UMD | PhD from ETH Zurich

PostsRepliesMedia
Reposted by Can Firtina
Ben Langmead @benlangmead.bsky.social · 30/09/2026
Have you been thinking of submitting an abstract to Genome Informatics UK this year? You still have time! The deadline is October 5. We'll see you there. coursesandconferences.wellcomeconnectingscience.org/event/genome...
065
Reposted by Can Firtina
Julia Van Etten @couchmicroscopy.bsky.social · 26/09/2026
Protists deserve the spotlight and so do scientists! This was such an honor but mostly, this project reminded me why I have the best job and friends/colleagues in the world! 🔬
25624
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 21/09/2026
It's here! new preprint: Gravlax, an annotation-independent molecular evidence archive for scRNA-seq. A count matrix freezes one annotation. Molecules never change. Instead, gravlax keeps the evidence. Requantify, query, and discover under any annotation. 🧵 www.biorxiv.org/content/10.6...
33413
Reposted by Can Firtina
Heng Li @lh3lh3.bsky.social · 17/09/2026
Single-page, interactive overlap assembler for teaching purposes: lh3.github.io/teach-demo/o... (vibe coded)
lh3.github.io
Overlap Graph Assembly Demo
14219
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 16/09/2026
New preprint led by Zoe Rudnick: bramble 🌿 RNA-seq quantification makes you pick a side. Align to the transcriptome and your quantifier is happy, but reads from unannotated transcripts get misassigned to annotated ones. Align to the genome and you keep discovery, but limit quantification choices.
12913
Reposted by Can Firtina
Giulia Guidi @giulsguidi.bsky.social · 13/09/2026
Two months ago, Yifan Li won the Best Poster Award at ICS 2026 for “Faster Biobank-Scale Analysis Through Sparse Linear Algebra.” I promised more soon, and here it is! 🧵
153
Reposted by Can Firtina
Adam Phillippy @aphillippy.bsky.social · 06/08/2026
For the past 30 years, “whole-genome sequencing” has been a misnomer. Today the T2T Consortium publishes a dozen papers heralding a future of truly complete genomes for humans and nearly any vertebrate 👨‍🔬🐒🐦🐀🦒🐎🫏🐹🐟 (sorry, no salamanders): www.cell.com/consortium/t... 🧵[1/15]
3202106
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 31/07/2026
I got frustrated that using piscem-rs to map 10x Flex reads was entirely dominated by decompressing the single pair of input files. So, GPT5.6-Sol & I built a thing! Rapidgzip-rust (rapid-gzip algo in rust) github.com/COMBINE-lab/... 2.3 billion flex reads in <2 min? Parsing w paraseq. Yes plz!
1182
Reposted by Can Firtina
Ben Langmead @benlangmead.bsky.social · 29/07/2026
📢 Genome Informatics 2026 (Hinxton UK + virtual, 2–4 Dec) is coming! Some confirmed speakers now listed: coursesandconferences.wellcomeconnectingscience.org/event/genome... Early-bird registration & bursary deadlines: 7 Sept. Abstract deadline: 5 Oct. Please submit your work & join us!
Wellcome Genome Campus aerial shot
01210
Reposted by Can Firtina
Ben Langmead @benlangmead.bsky.social · 12/07/2026
Very happy to be presenting "Taxonomic classification using Kraken 2" in today's #ISMB2026 tutorial "Metagenomic sequence analysis using k-mer based methods": www.iscb.org/ismb2026/wha... In about 15 minutes!
iscb.org
Tutorials - ISMB 2026
ISCB - International Society for Computational Biology
0245
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 15/06/2026
Some professional news: After adding use MoreResearch as _; use MoreMentoring as _; use MoreTeaching as _; use MoreService as _; the UMD trait solver has accepted the where-clause where Rob: Professor On this occasion, some thanks and some thoughts are in order! 1/5
President's letter informing promotion to the rank of Professor in the Department of Computer Science, effective July 1, 2026.
23876
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 13/06/2026
salmon 1.12.0 is out (and on bioconda)! There are some important bug fixes and improvements. Also, this is the last planned C++ release of Salmon! github.com/COMBINE-lab/... "The last? What's happening, Rob?" 1/2
github.com
Release salmon 1.12.0 — final C++ release · COMBINE-lab/salmon
salmon 1.12.0 — release notes This is the final release of the C++ implementation of salmon. Future development continues in salmon 2.0, a from-scratch Rust rewrite that is faster, easier to build ...
1122
Reposted by Can Firtina
Pierre Peterlongo @pierrepeterlongo.bsky.social · 03/06/2026
🌎 🧬 🖥️ logan-search.org the tool to query all SRA sequences (Dec 2023 snapshot) — just got major updates. Here's what's new. 🧵 1/12
13626
Reposted by Can Firtina
bioRxiv Bioinfo @biorxiv-bioinfo.bsky.social · 30/05/2026
Memory-safe high-performance sequence mapping with rammap www.biorxiv.org/content/10.64898/20…
12613
Reposted by Can Firtina
Ben Langmead @benlangmead.bsky.social · 19/05/2026
Revamped the teaching materials site. Light/dark mode switch at the top. More consistent, compact presentation of all the materials. + Icons and such! www.langmead-lab.org/teaching.html
View of https://www.langmead-lab.org/teaching.htmlView of https://www.langmead-lab.org/teaching.html with the Suffix Indexing section expanded
22611
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 08/05/2026
📢 𝑪𝒂𝒍𝒍 𝒇𝒐𝒓 𝑷𝒂𝒓𝒕𝒊𝒄𝒊𝒑𝒂𝒕𝒊𝒐𝒏: 𝑵𝒆𝒙𝒕-𝑮𝒆𝒏𝒆𝒓𝒂𝒕𝒊𝒐𝒏 𝑨𝒅𝒂𝒑𝒕𝒂𝒃𝒍𝒆 𝑪𝒐𝒎𝒑𝒖𝒕𝒊𝒏𝒈 𝒇𝒐𝒓 𝑶𝒎𝒊𝒄𝒔 @ 𝑭𝑪𝑪𝑴 𝟐𝟎𝟐𝟔 👉 Workshop Website: events.safari.ethz.ch/fccm2026-omi... 🗓️ 𝐖𝐡𝐞𝐧 𝐚𝐧𝐝 𝐖𝐡𝐞𝐫𝐞: 16th May 2026 (Saturday), Atlanta, Georgia, USA 🎥 Livestream: www.youtube.com/live/jUJqOY7... @omutlu.bsky.social @firtinac.bsky.social
youtube.com
Next-Generation Adaptable Computing for Omics @ FCCM 2026
FCCM 2026: 2nd Workshop on Next-Generation Adaptable Computing for Omics https://events.safari.ethz.ch/fccm2026-omics/ Date and Time: May 16, from 9:00 AM (EDT) to 01:00 PM (EDT) Organizers: Prof. Ma...
021
Reposted by Can Firtina
Paul Medvedev @pashadag.bsky.social · 05/05/2026
This is now published in Genome Research (doi.org/10.1101/gr.2...). Thank you everyone for your feedback and also the anonymous reviewers who helped to greatly improve the paper. I hope this becomes a useful resource for the community.
doi.org
Hash functions in nucleotide sequence analysis
Randomness is a powerful tool in the design and analysis of algorithms and data structures for nucleotide sequence data. Nucleotide sequences are not themselves random but are often randomized using hash functions. Despite their widespread use in genomics, there is no comprehensive review of the types of hash functions used and their various applications. In this survey intended for bioinformatic methods developers, we divide hash functions into four categories: scattering hash functions, permutations, minimum perfect hash functions, and locality-sensitive hash functions. For each category, we provide examples of both general-use hash functions that have been applied in nucleotide sequence analysis and hash functions that have been designed specifically for nucleotide sequence analysis. We highlight their salient properties, commonalities, differences, and application areas.
13019
Reposted by Can Firtina
recombseq.bsky.social @recombseq.bsky.social · 03/05/2026
The RECOMB-Seq 2026 program is now available! Join us May 24–25 in Thessaloniki, Greece, for two days of cutting-edge biological sequence analysis, with keynotes by Camille Marchet (CNRS) and Manolis Kellis (MIT). Full schedule: recomb-seq.github.io/seq2026/prog... #RECOMBseq
recomb-seq.github.io
Program
RECOMB-Seq 2026 Web Page
11610
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 17/04/2026
QCatch is now published in Bioinformatics (academic.oup.com/bioinformati...)! Great work from Yuan and Dongze for quality control and analysis downstream of simpleaf/alevin-fry (taking advantage of its structured AnnData output). Give it a try: github.com/COMBINE-lab/...
academic.oup.com
QCatch: A framework for quality control assessment and analysis of single-cell sequencing data
AbstractMotivation. Single-cell sequencing data analysis requires robust quality control (QC) to mitigate technical artifacts and ensure reliable downstrea
0184
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 27/03/2026
🎉 Congratulations to Onur Mutlu on being named 2025 AAAS Fellow "for foundational and innovative contributions to computer engineering research, education, and practice, especially in computer architecture and memory and storage systems” safari.ethz.ch/onur-mutlu-n... @omutlu.bsky.social @aaas.org
051
Reposted by Can Firtina
arXiv q-bio.GN Genomics @qbiogn-bot.bsky.social · 24/03/2026
Simon Ambrozak, Ulysse McConnell, Bhargav Srinivasan, Burak Ozkan, Can Firtina: CERN: Correcting Errors in Raw Nanopore Signals Using Hidden Markov Models arxiv.org/abs/2603.20420 arxiv.org/pdf/2603.20420 arxiv.org/html/2603.20420
022
Reposted by Can Firtina
Kristoffer Sahlin @ksahlin.bsky.social · 16/03/2026
𝗣𝗼𝘀𝘁𝗱𝗼𝗰 𝗮𝗻𝗱 𝗣𝗵𝗗 𝗽𝗼𝘀𝗶𝘁𝗶𝗼𝗻𝘀 𝗶𝗻 𝗖𝗼𝗺𝗽𝘂𝘁𝗮𝘁𝗶𝗼𝗻𝗮𝗹 𝗚𝗲𝗻𝗼𝗺𝗶𝗰𝘀 / 𝗔𝗹𝗴𝗼𝗿𝗶𝘁𝗵𝗺𝗶𝗰 𝗕𝗶𝗼𝗶𝗻𝗳𝗼𝗿𝗺𝗮𝘁𝗶𝗰𝘀 I am currently recruiting for both: 🔹 Postdoc position su.varbi.com/what:job/job... 🔹 PhD position su.varbi.com/en/what:job/... Please share with anyone who might be interested!
su.varbi.com
Postdoktor i Beräkningsbiologi
Matematiska institutionen består av cirka 120 forskare, lärare och administrativ personal och är organiserad i tre huvudsakliga avdelningar: Matematik, Matematisk statistik och Beräkningsmatematik
21919
Can Firtina @firtinac.bsky.social · 10/03/2026
This is an important step in the right direction. The methods are improving to start collectively thinking about how we should analyze raw nanopore signals for various new applications that are not possible without signal analysis. Congratulations to the authors!
162
Reposted by Can Firtina
Mile Sikic @msikic.bsky.social · 10/03/2026
Transformer-based AI has boosted @nanoporetech.com sequencing accuracy, but at a cost to portability due to GPU demands. Our new work, spearheaded by Sara Bakic, introduces Campolina link.springer.com/article/10.1... to improve nanopore signal segmentation for event-based mappers.
link.springer.com
Campolina: a deep neural framework for accurate segmentation of nanopore signals - Genome Biology
Nanopore sequencing enables real-time, long-read analysis by processing raw signals as they are produced. A key step, segmentation of signals into events, is typically handled algorithmically, struggl...
22314
Reposted by Can Firtina
Kristoffer Sahlin @ksahlin.bsky.social · 09/03/2026
1/ Our paper on Multi-Context Seeds is now out, with @tolyan.bsky.social spearheading the work and contributions from Nicolas and @marcelm.net. We introduce a new seeding concept that improves read alignment accuracy while maintaining speed. link.springer.com/article/10.1...
link.springer.com
Multi-context seeds enable fast and high-accuracy read mapping - Genome Biology
A key step in sequence similarity search is to identify shared seeds between a query and a reference sequence. A well-known tradeoff is that longer seeds offer fast searches but reduce sensitivity in ...
11912
Reposted by Can Firtina
Jean P. Elbers @jpelbers.bsky.social · 01/03/2026
This looks really interesting and perhaps might enable faster overlapping for HERRO @msikic.bsky.social , not sure academic.oup.com/bioinformati... , also not sure Rawsamble can overlap repetitive sequences, for which minimap2 can, but seems to slow down a lot compared to default settings
academic.oup.com
Rawsamble: Overlapping Raw Nanopore Signals using a Hash-based Seeding Mechanism
AbstractMotivation. Raw nanopore signal analysis is a common approach in genomics to provide fast and resource-efficient analysis without translating the s
273
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 15/02/2026
I’ve written a post about my recent experiences (successes) with AI coding models; the experiences that caused me to re-evaluate my initial judgements, the surprise I had at what can be accomplished, & some fears I have about these tools. Discussion welcome! combine-lab.github.io/blog/2026/02...
combine-lab.github.io
COMBINE-lab - The skeptic’s guide to generative AI assisted coding
An easy-to-use, flexible website template for labs, with automatic citations, GitHub tag imports, pre-built components, and more.
85215
Reposted by Can Firtina
Mile Sikic @msikic.bsky.social · 14/02/2026
🧬 Hiring Postdocs at @astar_gis ! We need Computer Scientists and Computational Biologists to develop novel algorithms for de novo assembly of cancer genomes or to help us reconstruct them. Experience in sequence alignment/assembly algorithms or assembly of complex genomes required Please RT! 🔄
012
Can Firtina @firtinac.bsky.social · 22/01/2026
Happy to share I recently received the ETH Doctoral Medal. More information on LinkedIn: www.linkedin.com/posts/canfir... @safari-eth.bsky.social @omutlu.bsky.social
linkedin.com
I am humbled to receive the ETH Doctoral Medal in 2025. This award is given in recognition of the best doctoral theses at ETH Zurich. I am deeply grateful to my PhD advisor, Prof. Onur Mutlu, for… | ...
I am humbled to receive the ETH Doctoral Medal in 2025. This award is given in recognition of the best doctoral theses at ETH Zurich. I am deeply grateful to my PhD advisor, Prof. Onur Mutlu, for his...
1112
Reposted by Can Firtina
Mile Sikic @msikic.bsky.social · 11/12/2025
I’m recruiting a postdoc to work on algorithms for cancer genome reconstruction. We have access to a rich set of tumour samples sequenced across multiple technologies. If interested, feel free to DM. Please share.
01312
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 19/11/2025
@wytamma.bsky.social : so, it took a little bit of extra time (not the flight back from the CZI meeting), but I decided to just f#&$ing do it, and the basic code to build and parse with the auxiliary fastq index is working (github.com/COMBINE-lab/...). 1/2
github.com
GitHub - COMBINE-lab/mim: A small, auxiliary index to massively improve parallel fastq parsing
A small, auxiliary index to massively improve parallel fastq parsing - COMBINE-lab/mim
32515
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 31/10/2025
Our department (Comp Sci) at UMD is hiring this cycle. We have an open-rank search (umd.wd1.myworkdayjobs.com/en-US/UMCP/j...). Consider applying to join our department; we’re a pretty cool group if I say so myself ☺️!
umd.wd1.myworkdayjobs.com
Assistant Professor, Associate Professor, Professor
Job Description Summary Organization's Summary Statement: The Department of Computer Science is top-ranked for research and teaching, with its undergraduate computer science program ranked 9th among p...
0108
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 08/10/2025
Have you recently completed (or finishing soon) a PhD in CS or a related discipline? Do you want to do research advancing the theory & practice of algorithmic genomics & build tools that people love to use? I'll be looking to hire a postdoc! Official ad coming soon: docs.google.com/document/d/1...
docs.google.com
Postdoc Description.docx
Title: Postdoctoral Associate Summary statement: The postdoctoral research associate is responsible for developing novel computational methodology for high-throughput sequence genomics tasks, as well ...
01417
Reposted by Can Firtina
bioRxiv Genomics @biorxiv-genomic.bsky.social · 06/10/2025
RawBench: A Comprehensive Benchmarking Framework for Raw Nanopore Signal Analysis Techniques www.biorxiv.org/content/10.1101/202…
032
Reposted by Can Firtina
Paul Medvedev @pashadag.bsky.social · 25/09/2025
Thank you folks for your feedback on our survey about Hash functions in genomic sequence analysis. We've updated the paper and you can see the new version here: tinyurl.com/4kk9ccmt.
tinyurl.com
Dropbox
0116
Reposted by Can Firtina
Rayan Chikhi @rayanchikhi.bsky.social · 03/09/2025
🌎👩‍🔬 For 15+ years biology has accumulated petabytes (million gigabytes) of🧬DNA sequencing data🧬 from the far reaches of our planet.🦠🍄🌵 Logan now democratizes efficient access to the world’s most comprehensive genetics dataset. Free and open. doi.org/10.1101/2024...
3218118
Reposted by Can Firtina
Ben Langmead @benlangmead.bsky.social · 22/08/2025
The Genome Informatics conference (@ Cold Spring Harbor Lab, Nov 5 - 8) abstract deadline is **today**. We welcome your submissions! Topics include: - PanGenomes - Genome Assembly & Seq. Algos. - Algorithmic Evo. Bio - Single Cell & Spatial Omics - Microbial Genomics - AI/ML & Integrative Omics 🙏🙏🙏
0116
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 15/08/2025
🧬🖥️ We are thrilled to be hosting the 25th International Conference on Algorithms for Bioinformatics (WABI 2025) next week at UMD! Look at this amazing lineup of proceedings papers: drops.dagstuhl.de/entities/vol...
drops.dagstuhl.de
25th International Conference on Algorithms for Bioinformatics (WABI 2025)
1358
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 03/08/2025
I talk a lot about Rust for building high-perf (& even non-perf critical) software, & scientific software in particular. I often discuss what's interesting to me, but wanted to offer the chance to those interested for me to answer their questions about Rust in science. Fire away with questions!🧬🖥️
41811
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 18/07/2025
Very excited this is finally published in the ISMB proceedings. This was @noorpratap.bsky.social's last conference-related paper in my lab (but look out for a new Genome Research paper soon), & a monumental effort. It's already integrated into simpleaf. Noor will be presenting it at ISMB next week!
1155
Reposted by Can Firtina
bioRxiv Bioinfo @biorxiv-bioinfo.bsky.social · 11/07/2025
Campolina: A Deep Neural Framework for Accurate Segmentation of Nanopore Signals www.biorxiv.org/content/10.1101/202…
022
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 11/07/2025
🚀 Join us on Monday for Day 2 of our SAFARI Live Workshop (SaLWo) on Health Applications—don't miss it! 📽️ Livestream Mon, July 14 9-17:00 CEST: www.youtube.com/watch?v=nySa... Website: events.safari.ethz.ch/SaLWo25/doku... @firtinac.bsky.social @omutlu.bsky.social @agyaglikci.bsky.social
youtube.com
Health Applications: 1st SAFARI Live Workshop (SaLWo) 2025 (Day 2)
YouTube video by Onur Mutlu Lectures
011
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 07/07/2025
🚀 Join us this week for our 1st SAFARI Live Workshop (SaLWo), Day 1 on Memory Robustness, in CAB G11 or online. 📽️ Livestream Thurs July 10 8-17:00 CEST: www.youtube.com/live/KZmBmvJ... SaLWo website: events.safari.ethz.ch/SaLWo25/ @agyaglikci.bsky.social @firtinac.bsky.social @omutlu.bsky.social
youtube.com
Memory Robustness: 1st SAFARI Live Workshop (SaLWo) 2025 (Day 1)
YouTube video by Onur Mutlu Lectures
011
Reposted by Can Firtina
Rob Patro @robp.bsky.social · 25/06/2025
🖥️🧬 WABI '25 will not only have excellent keynotes, but an exciting program of papers. The titles and abstracts of all accepted WABI '25 papers are now available on the conference website (wabiconf.github.io/2025/talks/). I'm looking forward to seeing these talks!
wabiconf.github.io
Talks
WABI Conference on Algorithms in Bioinformatics
193
Can Firtina @firtinac.bsky.social · 16/06/2025
I will give a talk today titled "Accelerating AI-Driven Genome Analysis via Algorithm-Architecture Co-Design" at PASC 25. The recording of my talk will be released soon. You can find the links to my slides and recordings on canfirtina.com/talks @safari-eth.bsky.social @omutlu.bsky.social
141
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 16/06/2025
Join us this week for our next SAFARI-EFCL Seminar! Yatish Turakhia will present "Algorithms, Software, and Hardware Accelerators for the Next Wave of Genomic Data" in ETZ E6 & online. Livestream Wed June 18 10AM CEST: www.youtube.com/live/RNLXXz2... @firtinac.bsky.social @omutlu.bsky.social
youtube.com
SAFARI-EFCL Seminar - Algorithms, Software & Hardware Accelerators for the Next Wave of Genomic Data
Title: Algorithms, Software, and Hardware Accelerators for the Next Wave of Genomic Data Speaker: Prof. Yatish Turakhia, University of California San Diego (UCSD) https://turakhia.ucsd.edu Talk Detai...
011
Reposted by Can Firtina
Paul Medvedev @pashadag.bsky.social · 12/06/2025
1/4 Hash functions in genomic sequence analysis (tinyurl.com/4kk9ccmt) : a new survey written together with Ke Chen, Xiang Li, Qian Shi, and Mingfu Shao. Before submitting it, we are posting it online to get feedback from the community.
tinyurl.com
Dropbox
12816
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 04/06/2025
We're excited to have Serghei Mangul with us tomorrow for a SAFARI-EFCL Seminar on "Scalable Bioinformatics for Population-Scale Adaptive Immune Receptor Repertoire Analysis". Join the talk in ETZ E6 or online. Livestream Thurs June 5 11AM CEST: www.youtube.com/live/PKZctsI... @omutlu.bsky.social
youtube.com
Seminar - Scalable Bioinformatics for Population-Scale Adaptive Immune Receptor Repertoire Analysis
YouTube video by Onur Mutlu Lectures
021
Reposted by Can Firtina
SAFARI Research Group @safari-eth.bsky.social · 23/05/2025
Join us next Tuesday for two joint SAFARI-EFCL Seminars! Hasindu Gamaarachchi will present "Scalable, Efficient and Real-time Analysis of Long-read Genomic Data", in CAB G61 and online: Livestream Tuesday May 27, 10AM CEST: www.youtube.com/live/MUbk7PC... @firtinac.bsky.social @omutlu.bsky.social
youtube.com
SAFARI-EFCL Seminar - Scalable, Efficient and Real-time Analysis of Long-read Genomic Data
Title: Scalable, Efficient and Real-time Analysis of Long-read Genomic Data Speaker: Hasindu Gamaarachchi Talk Details: https://ee.ethz.ch/news-and-events/events/details.scalable-efficient-and-realt...
031
Can Firtina @firtinac.bsky.social · 12/05/2025
We are scheduling two exciting SAFARI-EFCL joint seminar talks on accelerating genome analysis! On May 27th at 10 AM (CEST), @hasindu2008.bsky.social will give a talk on "Scalable, Efficient and Real-time Analysis of Long-read Genomic Data" More on this talk: safari.ethz.ch/safari-efcl-... (1/3)
safari.ethz.ch
SAFARI-EFCL Joint Seminar: Hasindu Gamaarachchi, May 27 2025 – SAFARI Research Group
151