https://crowlingo.org/the-crow/cluster/territorial https://crowlingo.org/spectrograms/atlas/corvus-brachyrhynchos-call.png Spectrogram: Corvus brachyrhynchos call Territorial caw exemplar — United States Geological Survey https://en.wikipedia.org/wiki/Public_domain https://crowlingo.org/the-crow/cluster/companion https://crowlingo.org/spectrograms/atlas/corvus-brachyrhynchos-es.png Spectrogram: Corvus brachyrhynchos - es Companion / contact exemplar — Alvaro qc https://en.wikipedia.org/wiki/Public_domain https://crowlingo.org/the-crow/cluster/territorial https://crowlingo.org/spectrograms/atlas/american-crow.png Spectrogram: American Crow Territorial caw exemplar — G McGrane https://en.wikipedia.org/wiki/Public_domain https://crowlingo.org/the-crow/cluster/companion https://crowlingo.org/spectrograms/atlas/xc112829.png Spectrogram: Corvus brachyrhynchos - American Crow XC112829 Companion / contact exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/companion https://crowlingo.org/spectrograms/atlas/xc112598.png Spectrogram: Corvus brachyrhynchos - American Crow XC112598 Companion / contact exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/companion https://crowlingo.org/spectrograms/atlas/xc69128.png Spectrogram: Corvus brachyrhynchos - American Crow XC69128 Companion / contact exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/rattle https://crowlingo.org/spectrograms/atlas/xc115429.png Spectrogram: Corvus brachyrhynchos - American Crow XC115429 Rattle complex exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/assembly https://crowlingo.org/spectrograms/atlas/xc110263.png Spectrogram: Corvus brachyrhynchos - American Crow XC110263 Assembly / flock exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/begging https://crowlingo.org/spectrograms/atlas/xc80525.png Spectrogram: Corvus brachyrhynchos - American Crow XC80525 Juvenile begging exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/exceptional https://crowlingo.org/spectrograms/atlas/xc91560.png Spectrogram: Corvus brachyrhynchos - American Crow XC91560 Exceptional / atypical exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/mobbing https://crowlingo.org/spectrograms/atlas/xc121396.png Spectrogram: Corvus brachyrhynchos - American Crow XC121396 Mobbing / scolding exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/rattle https://crowlingo.org/spectrograms/atlas/xc155441.png Spectrogram: Corvus brachyrhynchos - American Crow XC155441 Rattle complex exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/assembly https://crowlingo.org/spectrograms/atlas/xc155440.png Spectrogram: Corvus brachyrhynchos - American Crow XC155440 Assembly / flock exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/assembly https://crowlingo.org/spectrograms/atlas/xc164832.png Spectrogram: Corvus brachyrhynchos - American Crow XC164832 Assembly / flock exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/assembly https://crowlingo.org/spectrograms/atlas/xc164831.png Spectrogram: Corvus brachyrhynchos - American Crow XC164831 Assembly / flock exemplar — Jonathon Jongsma https://creativecommons.org/licenses/by-sa/3.0 https://crowlingo.org/the-crow/cluster/territorial https://crowlingo.org/spectrograms/atlas/american-crow-in-spring.png Spectrogram: American crow in spring Territorial caw exemplar — Morez882 https://creativecommons.org/licenses/by-sa/4.0 https://crowlingo.org https://crowlingo.org/spectrograms/atlas/xc110263.png Spectrogram: Territorial caw Jonathon Jongsma · CC BY-SA 3.0 https://creativecommons.org/licenses/by-sa/3.0/ https://crowlingo.org https://crowlingo.org/spectrograms/atlas/xc115429.png Spectrogram: Rattle complex Jonathon Jongsma · CC BY-SA 3.0 https://creativecommons.org/licenses/by-sa/3.0/ https://crowlingo.org https://crowlingo.org/spectrograms/atlas/xc80525.png Spectrogram: Juvenile begging Jonathon Jongsma · CC BY-SA 3.0 https://creativecommons.org/licenses/by-sa/3.0/ https://crowlingo.org/pipeline https://crowlingo.org/infographics/ig-01-pipeline/final.png From caw to cluster — the eight-stage pipeline CrowLingo editorial infographic — From caw to cluster — the eight-stage pipeline https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org https://crowlingo.org/infographics/ig-02-before-after/final.png Before/after: discrete categories to continuous map CrowLingo editorial infographic — Before/after: discrete categories to continuous map https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/the-crow/repertoire-atlas https://crowlingo.org/infographics/ig-03-vocal-map/final.png The vocal atlas — UMAP-projected embedding space CrowLingo editorial infographic — The vocal atlas — UMAP-projected embedding space https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/decoding/what-we-can-decode-now https://crowlingo.org/infographics/ig-04-single-caw/final.png What one half-second of crow voice reveals CrowLingo editorial infographic — What one half-second of crow voice reveals https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/the-crow/vocalization-types https://crowlingo.org/infographics/ig-05-repertoire-context/final.png Repertoire × behavioral context matrix CrowLingo editorial infographic — Repertoire × behavioral context matrix https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org https://crowlingo.org/infographics/ig-06-now-vs-aimed/final.png Demonstrated vs aspirational ALP capabilities CrowLingo editorial infographic — Demonstrated vs aspirational ALP capabilities https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/pipeline/record https://crowlingo.org/infographics/ig-07-field-rig/final.png Field recording rig for crow bioacoustics CrowLingo editorial infographic — Field recording rig for crow bioacoustics https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/frontier/ethics https://crowlingo.org/infographics/ig-08-six-rules/final.png The six rules for listening back CrowLingo editorial infographic — The six rules for listening back https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/methods/self-supervised-audio https://crowlingo.org/infographics/ig-09-inside-ssl/final.png Inside a self-supervised audio model CrowLingo editorial infographic — Inside a self-supervised audio model https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/library https://crowlingo.org/infographics/ig-10-reading-list/final.png Library constellation map CrowLingo editorial infographic — Library constellation map https://creativecommons.org/licenses/by-nc/4.0/ https://crowlingo.org/journal/ai-decoding-crow-vocalizations-2026 https://crowlingo.org/journal/ai-decoding-crow-vocalizations-2026/opengraph-image How AI is decoding crow vocalizations in 2026 — OG card Social preview card for "How AI is decoding crow vocalizations in 2026" https://crowlingo.org/journal/do-crows-have-dialects https://crowlingo.org/journal/do-crows-have-dialects/opengraph-image Do crows have dialects? 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What the evidence actually shows" https://crowlingo.org/journal/marzluff-mask-experiments-explained https://crowlingo.org/journal/marzluff-mask-experiments-explained/opengraph-image Why crows recognize human faces — the Marzluff experiments — OG card Social preview card for "Why crows recognize human faces — the Marzluff experiments" https://crowlingo.org/journal/nine-clusters-of-crow-communication https://crowlingo.org/journal/nine-clusters-of-crow-communication/opengraph-image The nine emergent clusters of American crow communication — OG card Social preview card for "The nine emergent clusters of American crow communication" https://crowlingo.org/journal/self-supervised-audio-for-non-engineers https://crowlingo.org/journal/self-supervised-audio-for-non-engineers/opengraph-image Self-supervised audio learning, explained for non-engineers — OG card Social preview card for "Self-supervised audio learning, explained for non-engineers" https://crowlingo.org/journal/birdnet-vs-perch-practical-guide https://crowlingo.org/journal/birdnet-vs-perch-practical-guide/opengraph-image BirdNET vs Perch 2.0 vs NatureLM-audio: the practical 2026 guide — OG card Social preview card for "BirdNET vs Perch 2.0 vs NatureLM-audio: the practical 2026 guide" https://crowlingo.org/journal/wearable-bioacoustic-loggers-demartsev https://crowlingo.org/journal/wearable-bioacoustic-loggers-demartsev/opengraph-image Wearable bioacoustic loggers and the Demartsev revolution — OG card Social preview card for "Wearable bioacoustic loggers and the Demartsev revolution" https://crowlingo.org/journal/ethics-of-playback-experiments https://crowlingo.org/journal/ethics-of-playback-experiments/opengraph-image The ethics of playback experiments in bioacoustic research — OG card Social preview card for "The ethics of playback experiments in bioacoustic research" https://crowlingo.org/journal/from-caw-to-cluster-pipeline 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https://crowlingo.org/journal/project-ceti-and-cetacean-language/opengraph-image Project CETI and what we learned from sperm whales — OG card Social preview card for "Project CETI and what we learned from sperm whales" https://crowlingo.org/journal/reading-the-vocal-atlas https://crowlingo.org/journal/reading-the-vocal-atlas/opengraph-image Reading the vocal atlas: a beginner's guide to UMAP for bird sounds — OG card Social preview card for "Reading the vocal atlas: a beginner's guide to UMAP for bird sounds" https://crowlingo.org/journal/crow-tools-cognitive-ceiling https://crowlingo.org/journal/crow-tools-cognitive-ceiling/opengraph-image Crow tools and the cognitive ceiling — OG card Social preview card for "Crow tools and the cognitive ceiling" https://crowlingo.org/journal/heinrich-mind-of-raven-naturalist-tradition https://crowlingo.org/journal/heinrich-mind-of-raven-naturalist-tradition/opengraph-image Bernd Heinrich, Mind of the Raven, and the slow-naturalist tradition — OG card Social preview card for "Bernd Heinrich, Mind of the Raven, and the slow-naturalist tradition" https://crowlingo.org/journal/spectrograms-decoded https://crowlingo.org/journal/spectrograms-decoded/opengraph-image Spectrograms decoded: what those squiggles actually show — OG card Social preview card for "Spectrograms decoded: what those squiggles actually show" https://crowlingo.org/journal/acoustic-monitoring-for-conservation https://crowlingo.org/journal/acoustic-monitoring-for-conservation/opengraph-image Passive acoustic monitoring: what AI ears reveal about wild populations — OG card Social preview card for "Passive acoustic monitoring: what AI ears reveal about wild populations" https://crowlingo.org/journal/backyard-crow-sounds-guide https://crowlingo.org/journal/backyard-crow-sounds-guide/opengraph-image What you'll hear in your backyard: a beginner's guide to crow vocalizations — OG card Social preview card for "What you'll hear in your backyard: a beginner's guide to crow vocalizations" https://crowlingo.org/journal/crow-vs-raven-by-sound https://crowlingo.org/journal/crow-vs-raven-by-sound/opengraph-image How to tell a crow from a raven by sound — OG card Social preview card for "How to tell a crow from a raven by sound" https://crowlingo.org/journal/why-crows-gather-at-dusk https://crowlingo.org/journal/why-crows-gather-at-dusk/opengraph-image Why crows gather at dusk: the roost-formation phenomenon — OG card Social preview card for "Why crows gather at dusk: the roost-formation phenomenon" https://crowlingo.org/journal/cooperative-breeding-crow-family-structure https://crowlingo.org/journal/cooperative-breeding-crow-family-structure/opengraph-image The cooperative-breeding family structure of American crows — OG card Social preview card for "The cooperative-breeding family structure of American crows" https://crowlingo.org/journal/do-crows-mate-for-life https://crowlingo.org/journal/do-crows-mate-for-life/opengraph-image Do crows mate for life? What the long-term pair-bond research shows — OG card Social preview card for "Do crows mate for life? What the long-term pair-bond research shows" https://crowlingo.org/journal/voxaboxen-and-open-bioacoustic-infrastructure https://crowlingo.org/journal/voxaboxen-and-open-bioacoustic-infrastructure/opengraph-image Voxaboxen and the open infrastructure of modern bioacoustics — OG card Social preview card for "Voxaboxen and the open infrastructure of modern bioacoustics" https://crowlingo.org/journal/wright-laboratory-corvid-vocal-research https://crowlingo.org/journal/wright-laboratory-corvid-vocal-research/opengraph-image What the Wright laboratory is up to: contemporary corvid vocal research — OG card Social preview card for "What the Wright laboratory is up to: contemporary corvid vocal research" https://crowlingo.org/journal/acoustic-indices-ecosystem-health https://crowlingo.org/journal/acoustic-indices-ecosystem-health/opengraph-image Acoustic indices: measuring ecosystem health through sound — OG card Social preview card for "Acoustic indices: measuring ecosystem health through sound" https://crowlingo.org/journal/how-smart-are-crows https://crowlingo.org/journal/how-smart-are-crows/opengraph-image How smart are crows? 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A measured assessment" https://crowlingo.org/journal/what-we-dont-know-about-crows https://crowlingo.org/journal/what-we-dont-know-about-crows/opengraph-image What we don't know about crow communication — OG card Social preview card for "What we don't know about crow communication" https://crowlingo.org/journal/crow-play-behavior https://crowlingo.org/journal/crow-play-behavior/opengraph-image The unexpected richness of crow play behavior — OG card Social preview card for "The unexpected richness of crow play behavior" https://crowlingo.org/journal/what-corvid-researchers-wish-you-understood https://crowlingo.org/journal/what-corvid-researchers-wish-you-understood/opengraph-image What corvid researchers wish you understood about AI bioacoustics — OG card Social preview card for "What corvid researchers wish you understood about AI bioacoustics" https://crowlingo.org/journal/do-crows-bring-gifts https://crowlingo.org/journal/do-crows-bring-gifts/opengraph-image Do crows really bring gifts? Untangling the evidence — OG card Social preview card for "Do crows really bring gifts? Untangling the evidence" https://crowlingo.org/journal/crow-lifespan-longevity https://crowlingo.org/journal/crow-lifespan-longevity/opengraph-image How long do crows live? The longevity question, answered carefully — OG card Social preview card for "How long do crows live? The longevity question, answered carefully" https://crowlingo.org/journal/predator-specific-alarm-calls https://crowlingo.org/journal/predator-specific-alarm-calls/opengraph-image Predator-specific alarm calls: do crows have words for hawks? — OG card Social preview card for "Predator-specific alarm calls: do crows have words for hawks?" https://crowlingo.org/journal/crow-population-trends-acoustic-monitoring https://crowlingo.org/journal/crow-population-trends-acoustic-monitoring/opengraph-image Crow population trends in North America: what acoustic monitoring shows — OG card Social preview card for "Crow population trends in North America: what acoustic monitoring shows" https://crowlingo.org/journal/carrion-crow-vs-american-crow https://crowlingo.org/journal/carrion-crow-vs-american-crow/opengraph-image Carrion crow versus American crow: a comparative species note — OG card Social preview card for "Carrion crow versus American crow: a comparative species note" https://crowlingo.org/journal/honeybee-waggle-dance-gold-standard https://crowlingo.org/journal/honeybee-waggle-dance-gold-standard/opengraph-image Honeybee waggle dance: the gold standard for animal communication decoding — OG card Social preview card for "Honeybee waggle dance: the gold standard for animal communication decoding" https://crowlingo.org/journal/vocal-learning-in-corvids-and-parrots https://crowlingo.org/journal/vocal-learning-in-corvids-and-parrots/opengraph-image Why corvids and parrots both vocal-learn: a convergent evolutionary puzzle — OG card Social preview card for "Why corvids and parrots both vocal-learn: a convergent evolutionary puzzle" https://crowlingo.org/journal/what-spectrograms-cant-tell-you https://crowlingo.org/journal/what-spectrograms-cant-tell-you/opengraph-image What spectrograms can't tell you — OG card Social preview card for "What spectrograms can't tell you" https://crowlingo.org/journal/urban-versus-rural-crow-behavior https://crowlingo.org/journal/urban-versus-rural-crow-behavior/opengraph-image Urban versus rural crow behavior: what the acoustic record shows — OG card Social preview card for "Urban versus rural crow behavior: what the acoustic record shows" https://crowlingo.org/journal/kaeli-swift-funeral-research https://crowlingo.org/journal/kaeli-swift-funeral-research/opengraph-image Kaeli Swift and the crow funeral question — OG card Social preview card for "Kaeli Swift and the crow funeral question" https://crowlingo.org/journal/macaulay-library-and-open-research-tension https://crowlingo.org/journal/macaulay-library-and-open-research-tension/opengraph-image The Macaulay Library and the open-research tension — OG card Social preview card for "The Macaulay Library and the open-research tension" https://crowlingo.org/journal/west-nile-virus-and-american-crow-collapse https://crowlingo.org/journal/west-nile-virus-and-american-crow-collapse/opengraph-image West Nile virus and the American crow population collapse — OG card Social preview card for "West Nile virus and the American crow population collapse" https://crowlingo.org/journal/crow-olfaction-the-quiet-sensory-mode https://crowlingo.org/journal/crow-olfaction-the-quiet-sensory-mode/opengraph-image Crow olfaction: the quiet sensory mode — OG card Social preview card for "Crow olfaction: the quiet sensory mode" https://crowlingo.org/journal/climate-change-and-corvid-range-shifts https://crowlingo.org/journal/climate-change-and-corvid-range-shifts/opengraph-image Climate change and corvid range shifts: what the data shows — OG card Social preview card for "Climate change and corvid range shifts: what the data shows" https://crowlingo.org/journal/ebird-as-bioacoustic-engine https://crowlingo.org/journal/ebird-as-bioacoustic-engine/opengraph-image How eBird became a bioacoustic engine — OG card Social preview card for "How eBird became a bioacoustic engine" https://crowlingo.org/journal/acoustic-monitoring-as-conservation-tool https://crowlingo.org/journal/acoustic-monitoring-as-conservation-tool/opengraph-image Acoustic monitoring as a conservation tool — OG card Social preview card for "Acoustic monitoring as a conservation tool" https://crowlingo.org/journal/alex-the-parrot-and-comparative-bird-cognition https://crowlingo.org/journal/alex-the-parrot-and-comparative-bird-cognition/opengraph-image Alex the parrot and the comparative-cognition tradition — OG card Social preview card for "Alex the parrot and the comparative-cognition tradition" https://crowlingo.org/journal/project-ceti-and-sperm-whales https://crowlingo.org/journal/project-ceti-and-sperm-whales/opengraph-image Project CETI and the sperm whale codas — OG card Social preview card for "Project CETI and the sperm whale codas" https://crowlingo.org/journal/how-birds-actually-produce-sound https://crowlingo.org/journal/how-birds-actually-produce-sound/opengraph-image How birds actually produce sound: the syrinx briefly explained — OG card Social preview card for "How birds actually produce sound: the syrinx briefly explained" https://crowlingo.org/journal/replication-crisis-in-animal-cognition https://crowlingo.org/journal/replication-crisis-in-animal-cognition/opengraph-image The replication problem in animal cognition — OG card Social preview card for "The replication problem in animal cognition" https://crowlingo.org/journal/john-marzluff-and-the-seattle-crow-lab https://crowlingo.org/journal/john-marzluff-and-the-seattle-crow-lab/opengraph-image John Marzluff and the Seattle crow lab — OG card Social preview card for "John Marzluff and the Seattle crow lab" https://crowlingo.org/journal/bernd-heinrich-and-ravens-of-winter https://crowlingo.org/journal/bernd-heinrich-and-ravens-of-winter/opengraph-image Bernd Heinrich and the ravens of winter — OG card Social preview card for "Bernd Heinrich and the ravens of winter" https://crowlingo.org/journal/nicola-clayton-and-scrub-jay-memory https://crowlingo.org/journal/nicola-clayton-and-scrub-jay-memory/opengraph-image Nicola Clayton and the scrub jay memory studies — OG card Social preview card for "Nicola Clayton and the scrub jay memory studies" https://crowlingo.org/journal/auguste-von-bayern-and-new-caledonian-crow-tools https://crowlingo.org/journal/auguste-von-bayern-and-new-caledonian-crow-tools/opengraph-image Auguste von Bayern and the New Caledonian crow tool program — OG card Social preview card for "Auguste von Bayern and the New Caledonian crow tool program" https://crowlingo.org/journal/avian-pallium-and-the-bird-brain-revolution https://crowlingo.org/journal/avian-pallium-and-the-bird-brain-revolution/opengraph-image The avian pallium and the bird brain revolution — OG card Social preview card for "The avian pallium and the bird brain revolution" https://crowlingo.org/journal/the-history-of-bird-recording-technology 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card for "How to read a bioacoustics paper" https://crowlingo.org/journal/convergent-intelligence-across-distant-lineages https://crowlingo.org/journal/convergent-intelligence-across-distant-lineages/opengraph-image Convergent intelligence across distant lineages — OG card Social preview card for "Convergent intelligence across distant lineages" https://crowlingo.org/journal/what-cant-be-decoded-by-machine-learning https://crowlingo.org/journal/what-cant-be-decoded-by-machine-learning/opengraph-image What machine learning probably can't decode, no matter how much audio we feed it — OG card Social preview card for "What machine learning probably can't decode, no matter how much audio we feed it" https://crowlingo.org/journal/bird-taxonomy-in-flux https://crowlingo.org/journal/bird-taxonomy-in-flux/opengraph-image Bird taxonomy in flux: what counts as a species — OG card Social preview card for "Bird taxonomy in flux: what counts as a species" 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