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Emma Roscow

@emmaroscow.bsky.social
84 followers 839 following 4 posts

Machine learning @ Visible Health | ex-neuroscience-postdoc who still dabbles

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Reposted by Emma Roscow
Siobhan Mitchell, PhD @esiobhanmitchell.bsky.social · 21/09/2026
Brilliat new paper : The brain is two separate organs that develop in parallel One organ is for controlling breathing, temperature, heart function, and the other organ is for thinking. They form separately and then join together during development 🧪 www.nature.com/articles/s41...
nature.com
Two parallel neural ectoderm progenitors contribute to the developing brain - Nature Neuroscience
This study shows that the brain arises from two distinct progenitors: one forms the forebrain and midbrain, whereas the other generates the hindbrain. These insights enable the generation of human hin...
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Charles West @pseudo-isidore.bsky.social · 20/09/2026
(This equates to a roughly 7.4% success rate, unless extra funding is secured).
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Charles West @pseudo-isidore.bsky.social · 19/09/2026
21,627 applications for the Marie Curie early career fellowships.
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Ken Miller @kenmiller.bsky.social · 26/08/2026
This is wild. >1/2 of HC synapses disappear in artificial hibernation, come back in same/similar locations & memories intact. ~1/2 of engram synapses-between two memory-tagged cells-are clustered on dendrites, those preferentially spared. Not biggest synapses. 1/ www.science.org/doi/10.1126/...
This shows the visual abstract and a paragraph from the extended abstract of the linked article.
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Caswell Barry @caswell.bsky.social · 05/08/2026
Lovely result from the Stephenson-Jones lab at SWC: during sleep, mice replay newly-learned motor skills in the striatum — and it continues even after the hippocampus is fully removed. www.nature.com/articles/s41593-026-…
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Kari Hoffman @karihoffman.bsky.social · 30/07/2026
📣New paper! How does the sleeping brain help us to integrate new experiences while managing memories from the past? For his PhD work, @sabbaspoor.bsky.social recorded hippocampal ensembles in freely moving monkeys and found something unexpected. 🧵1/n www.nature.com/articles/s41... 🧪🧠📈👩‍🔬#OpenAccess
nature.com
Experience reorganizes content-specific memory traces in macaques - Nature Neuroscience
In macaques, old memories, relative to new ones, are supported by more stable and interconnected cell assemblies. New-biased and old-biased assemblies reactivate during overnight sleep and can sometim...
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Gayathri Ramesan @gayathri-ramesan.bsky.social · 06/07/2026
Is organization close to saddle-node bifurcations a generic principle underlying neural computations? 🧠 To know more, give a read to our recent effort in this regard👀
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Edvard I Moser @edvardmoser.bsky.social · 11/03/2026
Is spatial navigation innate 🧠? Using #NeuroPixels we show that the #torus 🍩 underlying the #GridCell map exists already on day 10 in rats — before pups open eyes and ears and before they start upright walking. 🧵1:4 👇 www.biorxiv.org/content/10.6...
biorxiv.org
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Brett L. Foster @brettlfoster.bsky.social · 29/06/2026
Exciting new preprint from the lab, led by @lizsiefert.bsky.social , together with @annaschapiro.bsky.social. Findings help to clarify when hippocampal ripples occur across wake and sleep, better aligning human data with animal models.
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Thomas Akam @thomasakam.bsky.social · 15/06/2026
Why does dopamine ramp up during approach to predictable rewards? In this preprint with Luke Priestley, we explore the idea that dopamine ramps occur when reward predictions inferred using a world-model are used to train striatal cached values.
biorxiv.org
Dopamine ramps as a normative consequence of dual-process control
Midbrain dopamine neurons are thought to implement a temporal difference (TD) reward prediction error (RPE) that updates cached values stored in striatum. This has been challenged by evidence that dop...
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Drew Schreiner @schreinerdrew.bsky.social · 10/06/2026
1/ We work hard to factor "noise" out of behavior. But the brain doesn't. Strip away noise and you may miss what the brain evolved to do I wanted to share this pre-Bluesky paper where we found premotor (M2) corticostriatal circuits encode a broad history of behavior, beyond just action + reward 👇
nature.com
Information normally considered task-irrelevant drives decision-making and affects premotor circuit recruitment - Nature Communications
Prior experience is used by the brain to guide adaptive behaviour during decision making. Here, the authors show that mice also selectively use information learned through recent and longer-term exper...
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Lana Sinapayen @sinalana.eurosky.social · 20/05/2026
If you use LLMs to do your data analysis, or if you listen to people who do, you should read this kucharski.substack.com/p/real-signa...
kucharski.substack.com
Real signals or artificial stereotypes?
Adventures with a cultural Copilot
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Ben Griffiths @benjamingriffiths.bsky.social · 30/04/2026
New paper out in J. Neuro! We used MEG and pattern classifiers to ask: if a memory is reactivated in the brain, does that mean you'll recall it? Short answer: no. www.jneurosci.org/content/46/1... Read on for the details! [1/7] #neuroscience #memory
jneurosci.org
Alpha Oscillations Track the Projection of Reactivated Memories into Conscious Awareness
By definition, episodic memory is a conscious phenomenon. Memory traces reactivated by the hippocampus and reinstated in the sensory cortices need to enter conscious awareness for them to be re-experi...
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Manlio De Domenico @manlius.bsky.social · 19/04/2026
I didn’t expect a short video about an octopus to stay with me this long. At first, it looks like a simple, almost playful interaction. But the more you watch, the more something deeper emerges: a learning process unfolding between two completely different forms of intelligence. 🧵 1/
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Jeremiah Cohen @jeremiahycohen.bsky.social · 13/04/2026
First off, these cells are gigantic. This one, for example, has >72 cm of axon! To our knowledge, it’s the longest neuron ever fully reconstructed. I leave it to the reader as an exercise to estimate the length of a human LC neuron. 5
The complete morphology of a single LC-NE neuron.
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Nicole Rust @nicolecrust.bsky.social · 13/04/2026
This preprint is about this! THIS!! Mindblowing.
Jeremiah Cohen standing in front of one neuron filled that covers a huge swath of the mouse brain.
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Grace Lindsay @neurograce.bsky.social · 12/04/2026
New preprint from my lab! We study how reinforcement learning & selective attention interact. To do so, we built a set of models describing different ways that value & reward prediction error can modulate top-down attention. We compare model outcomes to monkey data from a color value learning task
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Fleur Zeldenrust @fleurzeldenrust.bsky.social · 10/04/2026
What do #neuromodulators do in the #brain? Two recent papers give new insights: @nishantjoshi.bsky.social shows they do not only reshape individual cellular properties, but also the architecture linking them, thereby expanding the computational repertoire. www.biorxiv.org/content/10.6...
biorxiv.org
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Dirk Gütlin @gutlin.bsky.social · 08/04/2026
Neural circuits encode prior knowledge of temporal statistics www.nature.com/articles/s41...
nature.com
Neural circuits encode prior knowledge of temporal statistics - Nature Neuroscience
This study shows that cerebellar circuits learn and encode prior probabilities of event timing. Cell-type-specific neural activity reflects environmental statistics and guides predictive motor behavio...
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Mark Riedl @markriedl.bsky.social · 31/03/2026
Oh wow, Anthropic accidentally leaked Claude Code and it’s been cloned and made public github.com/instructkr/c...
github.com
GitHub - instructkr/claude-code: Claude Code Snapshot for Research. All original source code is the property of Anthropic.
Claude Code Snapshot for Research. All original source code is the property of Anthropic. - instructkr/claude-code
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Constantinople lab @constantinoplelab.bsky.social · 25/03/2026
Thrilled to share our new paper, which shows that the relative timing of cholinergic and dopamine release dynamically gates whether dopamine acts as an RPE for in vivo plasticity and reinforcement learning. www.nature.com/articles/s41...
nature.com
Acetylcholine demixes heterogeneous dopamine signals for learning and moving
Nature Neuroscience - Jang et al. measured dopamine and acetylcholine release in the striatum of rats performing a decision-making task and found that the relative timing of cholinergic and...
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Richard McElreath 🐈‍⬛ @rmcelreath.bsky.social · 22/03/2026
Statistical Rethinking 2026 is done: 20 new lectures emphasizing logical and critical statistical workflow, from basics of probability theory to causal inference to reliable computation to sensitivity. It's all free, made just for you. Lecture list and links: github.com/rmcelreath/s...
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Earl K. Miller @earlkmiller.bsky.social · 19/03/2026
Cortical circuits are often thought to be specialized, but the same large-scale activity patterns can arise from different circuit architectures. In other words, different instruments can play the same tune, and the same instrument can sometimes play different tunes. www.cell.com/neuron/fullt...
cell.com
Linking neural manifolds to circuit structure in recurrent networks
Neural population activity can be described either by low-dimensional dynamics on neural manifolds or by single-neuron selectivities. Using a theoretical approach, Pezon et al. relate these two statis...
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Blake Richards @tyrellturing.bsky.social · 19/03/2026
Here's a lovely #blueprint on a new study from our lab led by @royeyono.bsky.social. tl;dr: it implies that there may be interneurons whose role is to normalize credit assignment signals during learning. #neuroscience 🧪
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Helena (Yuhan) Liu @helenaliu24.bsky.social · 13/03/2026
(1/n) Presenting our NeurIPS’25 work at #cosyne2026 poster 3-109 We introduce a flexible framework to infer how animals learn new decision-making tasks from scratch without assuming REINFORCE/Q-learning. Paper: arxiv.org/abs/2509.04661 Joint w/ @vgeadah.bsky.social and @jpillowtime.bsky.social
arxiv.org
Flexible inference for animal learning rules using neural networks
Understanding how animals learn is a central challenge in neuroscience, with growing relevance to the development of animal- or human-aligned artificial intelligence. However, existing approaches tend...
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Sam Gershman @gershbrain.bsky.social · 11/03/2026
Really neat work by Fountas and colleagues at UCL: arxiv.org/abs/2603.04688 They propose that consolidation reflects a form of "predictive forgetting" that aids generalization.
arxiv.org
Why the Brain Consolidates: Predictive Forgetting for Optimal Generalisation
Standard accounts of memory consolidation emphasise the stabilisation of stored representations, but struggle to explain representational drift, semanticisation, or the necessity of offline replay. He...
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Renato Duarte @rcfduarte.bsky.social · 11/03/2026
I tracked every keyword in 22 years of Cosyne abstracts to map how computational neuroscience evolved — from Bayesian brains to neural manifolds to LLMs — and where it's heading next.
open.substack.com
22 years of Brain Science: what CoSyNe tells us about the evolution of Neuroscience
Tracking the intellectual DNA of Computational and Systems Neuroscience through its flagship meeting
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Kristine Heiney, PhD @krisheiney.bsky.social · 05/03/2026
Out now in @plos.org CB: doi.org/10.1371/jour... Neural representations of tasks change over time, even in the absence of changes in task performance. But neurons change tuning at different rates. How does a neuron's stability relate to its interactions with the population? #compneuro #neuroskyence
doi.org
Information theoretic measures of neural and behavioural coupling predict representational drift
Author summary Activity in the brain represents information about the outside world and how we interact with it. Recent evidence shows that these representations slowly change day to day, while memori...
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Ziyad Al-Aly MD @zalaly.bsky.social · 04/03/2026
New in the BMJ: Our study of 600,000 people found GLP-1 drugs associated with 50% fewer substance-related deaths, 39% fewer overdoses, and reduced addiction risk across alcohol, opioids, cocaine, cannabis, and nicotine. www.bmj.com/content/392/...
bmj.com
Glucagon-like peptide-1 receptor agonists and risk of substance use disorders among US veterans with type 2 diabetes: cohort study
Objectives To investigate whether initiation of glucagon-like peptide-1 (GLP-1) receptor agonists is associated with both reduced risks of incident alcohol, cannabis, cocaine, nicotine, opioid, and ot...
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Dan Levenstein @dlevenstein.bsky.social · 18/02/2026
With this one in print, I think I finally earned that PhD... 😅 Presented for the first time at the cosyne when the world ended (March 2020). I'll bring over a summary thread from twitter when it was still twitter... www.sciencedirect.com/science/arti...
sciencedirect.com
Neuronal spiking in the mammalian forebrain is dominated by a heterogeneous ground state
Neuronal firing patterns have significant spatiotemporal variability with no agreed-upon theoretical framework. Using a combined experimental and mode…
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SueYeon Chung @sueyeonchung.bsky.social · 10/02/2026
Our paper is out in @natneuro.nature.com! www.nature.com/articles/s41... We develop a geometric theory of how neural populations support generalization across many tasks. @zuckermanbrain.bsky.social @flatironinstitute.org @kempnerinstitute.bsky.social 1/14
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Eugene Vinitsky 🍒 @eugenevinitsky.bsky.social · 29/01/2026
Huge water consumer, destroying the planet with CO2 emissions, mostly a negative for their consumers. Something must be done. Yes, that’s right, it’s time to do something about cows.
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Luke Sjulson @lukesjulson.bsky.social · 28/01/2026
The supplementary videos for this preprint are fantastic. Some wild examples of decoding the animal's attentional focus and/or intent www.biorxiv.org/content/10.6...
biorxiv.org
Attention-like regulation of theta sweeps in the brain's spatial navigation circuit
Spatial attention supports navigation by prioritizing information from selected locations. A candidate neural mechanism is provided by theta-paced sweeps in grid- and place-cell population activity, which sample nearby space in a left-right-alternating pattern coordinated by parasubicular direction signals. During exploration, this alternation promotes uniform spatial coverage, but whether sweeps can be flexibly tuned to locations of particular interest remains unclear. Using large-scale Neuropixels recordings in freely-behaving rats, we show that sweeps and direction signals are rapidly and dynamically modulated: they track moving targets during pursuit, precede orienting responses during immobility, and reverse during backward locomotion — without prior spatial learning. Similar modulation occurs during REM sleep. Canonical head-direction signals remain head-aligned. These findings identify sweeps as a flexible, attention-like mechanism for selectively sampling allocentric cognitive maps. ### Competing Interest Statement The authors have declared no competing interest. European Research Council, Synergy Grant 951319 (EIM) The Research Council of Norway, Centre of Neural Computation 223262 (EIM, MBM), Centre for Algorithms in the Cortex 332640 (EIM, MBM), National Infrastructure grant (NORBRAIN, 295721 and 350201) The Kavli Foundation, https://ror.org/00kztt736 Ministry of Science and Education, Norway (EIM, MBM) Faculty of Medicine and Health Sciences; NTNU, Norway (AZV)
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DrBreaky @drbreaky.bsky.social · 25/01/2026
People have been looking at "AI & brains" through the lens of LLMs/transformers. But what latent diffusion? (think text-to-image/video platforms such as Midjourney). **Class conditioned latent diffusion and semantically cued hippocampus share a remarkably similar computational architecture...**
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Scott McGrath @smcgrath.phd · 23/01/2026
Are AI agents ready for the workplace? A new benchmark raises doubts. techcrunch.com/2026/01/22/a...
techcrunch.com
Are AI agents ready for the workplace? A new benchmark raises doubts | TechCrunch
New research looks at how leading AI models hold up doing actual white-collar work tasks, drawn from consulting, investment banking, and law. Most models failed.
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Jay Hulme @jayhulmepoet.bsky.social · 23/01/2026
A few days ago, I stood in the graveyard of an 1100 year old church, getting damper and damper in the drizzling rain. A woman walked into the graveyard, waved, said hello, and, as we had previously arranged, handed me a paper bag full of human bones. The life of a churchwarden is a strange one...
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Clément Canonne @ccanonne.github.io · 21/01/2026
What is wild to me is the defense, BY THE NEURIPS BOARD, that fabricated citations do not mean "the content of the papers themselves [is] necessarily invalidated" It does. It very much does. What do you think citing other work is for? What do you think writing a paper is for? What do you *think*?
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Rafe Meager (they/them) @economeager.bsky.social · 19/01/2026
if i could make you read ONE (1) single post to improve your understanding of the challenges of social science in general it would be this one from @markfabian.bsky.social about wellbeing science specifically profmarkfabian.substack.com/p/airing-my-...
profmarkfabian.substack.com
Airing my grievances with wellbeing science
We have a streetlight problem
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Luiza Jarovsky, PhD @luizajarovsky.bsky.social · 15/01/2026
As I often write in my newsletter, the future of AI doesn't exist yet; we are building it right now, and every policy and regulatory choice counts. To learn more about pro-human policies, rules, and rights, join 88,800+ subscribers here: www.luizasnewsletter.com
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Drew Schreiner @schreinerdrew.bsky.social · 12/03/2025
Proud to have contributed to @jiaxuanqi.bsky.social's masterpiece out @nature.com! She shows that dopamine transients track the learned quality of song during juvenile learning and that dopamine release is driven not just by VTA firing, but by a local cholinergic mechanism! (1/x)
nature.com
Dual neuromodulatory dynamics underlie birdsong learning - Nature
Dopamine release in the basal ganglia of the zebra finch is driven by neurons associated with reinforcement learning and by cholinergic signalling, and tracks performance quality during long-term lear...
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Fabian Schwimmbeck @fabian31415.bsky.social · 13/01/2026
How does the brain replay memories during sleep? Excited to share our new preprint, the outcome of an extensive effort led by Johannes Niediek, showing that reactivation of human concept neurons reflects memory content rather than event sequence.
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mr. TIM @timkellogg.me · 12/01/2026
Engram — separate the factual info from the weights, dedicate more weights to reasoning instead of fact lookup They store facts outside the main NN layers and perform lookups during inference via n-grams. This benefits not just knowledge, but also reasoning, bc fewer weights are dedicated to facts
A technical architecture diagram showing a transformer model augmented with an “Engram” component, split into a left overview and a right detailed zoom-in.

At the bottom left is an example input sentence in rounded boxes:
“Only Alexander the Great could tame the horse Bucephalus .”
The words “Alexander the Great” are highlighted with a dashed outline.

Above the sentence is a box labeled “Vocab Embedding”, feeding upward into a box labeled “Transformer Block”.

Above that is a vertical stack inside a rounded rectangle, showing residual connections with plus symbols. From bottom to top, the labeled components are:
“Engram”
“Attention”
“MoE”
Each block has skip connections looping around it, and an arrow at the top indicates output flowing upward.

A dashed line from the “Engram” block points to a large zoomed-in panel on the right, labeled at the bottom “Input Hidden”.

The right panel details the Engram mechanism. At the bottom are dashed boxes with token sequences:
Left: “the” “Great”
Right: “Alexander” “the” “Great”

Above each token sequence is a small green box labeled “Hash”, with a small “h” annotation near it.

Above the hashes are stacked purple boxes labeled “2-Gram Embedding” on the left and “3-Gram Embedding” on the right, each shown as multiple layers to indicate multiple embeddings.

Arrows from both n-gram embeddings point upward into a green box labeled “Concat”.

From “Concat”, arrows go up into two blue trapezoids labeled “Linear”, one on the left and one on the right.

Above the linear layers is a green box labeled “Scaled Dot Product”, feeding into a circular multiply symbol.

Above that is a blue trapezoid labeled “Conv”, with an arrow pointing upward to the final output of this submodule.

The diagram illustrates how hashed 2-gram and 3-gram token sequences (such as “the Great” and “Alexander the Great”) are embedded, concatenated, transformed, and integrated via scaled dot product and convolution, then injected back into the transformer throug…
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Fabrizio Musacchio @fabmusacchio.bsky.social · 12/01/2026
Interesting read on how chunking can emerge directly from #synaptic dynamics: by temporarily suppressing groups of items via synaptic augmentation, #WorkingMemory can retrieve up to 8 items despite a base capacity of only 4.
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Sam Gershman @gershbrain.bsky.social · 09/01/2026
With some trepidation, I'm putting this out into the world: gershmanlab.com/textbook.html It's a textbook called Computational Foundations of Cognitive Neuroscience, which I wrote for my class. My hope is that this will be a living document, continuously improved as I get feedback.
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Mark D Humphries @markdhumphries.bsky.social · 30/12/2025
Just published my review of neuroscience in 2025, on The Spike. The 10th of these, would you believe? This year we have foundation models, breakthroughs in using light to understand the brain, a gene therapy, and more Enjoy! medium.com/the-spike/20...
medium.com
2025: A Review of the Year in Neuroscience
Enlightening the brain
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mr. TIM @timkellogg.me · 27/12/2025
Andrej Karpathy is worried about keeping up with software engineering practices
Andrej Karpathy
@karpathy
X.com
l've never felt this much behind as a programmer.
The profession is being dramatically refactored as the bits contributed by the programmer are increasingly sparse and between. I have a sense that I could be 10X more powerful if I just properly string together what has become available over the last ~year and a failure to claim the boost feels decidedly like skill issue.
There's a new programmable layer of abstraction to master (in addition to the usual layers below) involving agents, subagents, their prompts, contexts, memory, modes, permissions, tools, plugins, skills, hooks, MCP, LSP, slash commands, workflows, IDE integrations, and a need to build an all-encompassing mental model for strengths and pitfalls of fundamentally stochastic, fallible, unintelligible and changing entities suddenly intermingled with what used to be good old fashioned engineering. Clearly some powerful alien tool was handed around except it comes with no manual and everyone has to figure out how to hold it and operate it, while the resulting magnitude 9 earthquake is rocking the profession. Roll up your sleeves to not fall behind.
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Kevin Mitchell @wiringthebrain.bsky.social · 21/12/2025
Where is the story in a book?
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Magdalena Skipper @magdalenaskipper.bsky.social · 18/12/2025
Seven feel-good science stories to round up 2025. All too often we forget to celebrate the positives 🧪 #AcademicSky www.nature.com/articles/d41...
nature.com
Seven feel-good science stories to restore your faith in 2025
Immense progress in gene-editing, drug discovery and conservation are just some of the reasons to be cheerful about 2025.
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Martin Hebart @martinhebart.bsky.social · 16/12/2025
Ok, this is nuts. Once you see it you cannot unsee it. Do you see it? (OP @drgbuckingham.bsky.social )
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Naomi Saphra @nsaphra.bsky.social · 15/12/2025
I’ve been hearing two things: - People are happy they can ask questions quickly without judgment or looking for the Right Person to ask in the office. - People are unhappy that nobody asksthem questions, because that is how they get to know colleagues and win their trust.
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