Does the body really keep the score? A new paper by Steven Kotler & Karl Friston argues trauma isn’t stored in tissues. It’s a prediction error—the brain gets stuck in rigid threat expectations. The key to healing is updating these predictive models, and Flow states are one of the best ways to rewire that flexibility! frontiersin.org/journals/sys… @KarlFristonNews #Neuroscience #Trauma #PredictiveCoding #PTSD #FlowState #ActiveInference #MentalHealthResearch #Metastability

To review over 26,000 contracts in a cyber incident response, Dinsmore & Shohl combined search, @Everlaw AI #CodingSuggestions, and #PredictiveCoding - improving performance at each step. That layered approach pushed recall from 92% to 98.2%! More > everlaw.com/blog/case-studie…

Gördüğün her an aslında çoktan oldu. Retinadan çıkan sinyal optik sinir ve görsel yolaklardan geçer. Ama sinir iletimi sinaptik aktarım kortikal işlemleme milisaniyeler alır. Dünya akıcı görünsün diye beynin öngörü (predictive coding) yapar. Hareketi ekstrapole eder, gecikmeyi telafi eder, boşlukları doldurur. Şimdi dediğin şey, duyusal iletim gecikmelerine rağmen kortikal hiyerarşide zamanın hizalanmasıdır. Gerçek zaman sandığın deneyim, nöral iletim gecikmelerine karşı fizyolojik bir düzeltme/simülasyondur. #PredictiveCoding #Neuroscience #TemporalAlignment #VisualSystem #Neurophysiology #Sinirİletimi

Yesterday I gave a talk at the Developing Minds Global Lecture Series titled: “Developing Collective Minds: Symbol Emergence and Co-creative Learning via Collective Predictive Coding.” 🎥 YouTube recording: youtube.com/watch?v=mCsk-4_B… 🌐 Developing Minds series: sites.google.com/view/develo… In the talk, I introduced Collective Predictive Coding (CPC) as a computational theory that extends the Free Energy Principle to the societal level. CPC frames human–AI interaction as a process of decentralized Bayesian inference, where multiple agents—human and artificial—integrate their partial and heterogeneous observations through continuous interaction. This framework enables: • Symbol emergence as an interaction-driven inferential process • Co-creative learning, where humans and AI learn with one another instead of one-sidedly • Bilateral human–AI alignment, emerging organically through ongoing prediction-error minimization • The formation of collective minds whose shared understanding exceeds that of any individual agent If you're interested in emergent communication, collective intelligence, decentralized inference, or new paradigms for human–AI symbiosis, I hope the talk provides useful insights. #AI #PredictiveCoding #FreeEnergyPrinciple #BayesianInference #SymbolEmergence #CollectiveIntelligence #CoCreativeLearning #AIALignment #EmergentCommunication

うーん。難しいな。直感的には予測誤差の最適化でもないと思う。BPはBPであって、DAG制約もあるし、BPは美しいのだが、予測誤差最適化と断言できるかは分からない。PredictiveCodingも条件を加えるとBPと同等だが。むしろ広い。 私は更に口出し出来るような立場どころかレベルにさえ無いのだが。

Generalised Filtering bridges inference and predictive coding, handling stochastic systems via gradient descent in generalized coordinates. It minimizes free energy dynamically, mirroring cortical message passing and linking to control theories like PID #PredictiveCoding #FreeEnergy

🧠 How does the brain detect “surprise”? New blog by our research team explores how prediction errors are evaluated in the brain using a Laminar Neural Mass Model (LaNMM) & cross-frequency coupling 🔗 Read more: neuroelectrics.com/blog/deco… #Neuroscience #PredictiveCoding #Neurotech

The Alena Tensor: A Cognitive Phase-Transition Operator What if contradictions in internal models don’t just break cognition but are the very condition for cognitive emergence? 【CORE PREMISE FOR COGNITIVE SCIENTISTS】 In classical predictive coding and Bayesian brain models, we assume that error signals (prediction vs. input) drive updates within the model. But what if \Sigma_{i=1}^{n} X_i = \text{All internal priors updates} \Delta = \text{Model-breaking inconsistencies (trauma, paradox, overload)}  Then f(\Sigma, \Delta) = Y, \quad \text{where } Y \notin \text{span}(X) Y is not just a revised belief. It’s a new cognitive frame—emergent through inconsistency. 【FOR COGNITIVE MODELERS】 The Alena Tensor encodes non-Bayesian phase transitions It represents meta-structural learning under unsolvable contradiction Could explain sudden insight, schema collapse, trauma-induced rewiring, or radical belief formation 【APPLICATION ZONES】 Predictive coding and Free Energy Principle Theory of Mind paradox handling Nonlinear decision-making under contradiction Meta-learning and frame-shifting in AGI architectures 【THE COGNITIVE IGNITION SWITCH】 Error is not noise. Contradiction is not failure. Both are phase gates. The Alena Tensor formalizes the moment when the mind stops updating, and instead rewrites its model space entirely. #CognitivePhaseTransition #PredictiveCoding #BayesianBrainBreakdown #MetaCognitionStructures #NeuroEmergence

✨️New Publication 🧠📘 My commentary, “Beyond individuals: Collective predictive coding for memory, attention, and the emergence of language,” is now published in Cognitive Neuroscience! 🔗 tandfonline.com/doi/full/10.… It comments on the insightful article by Parr , Pezzulo @GiovanniPezzulo , and Friston @KarlFristonNews : “Beyond Markov: Transformers, memory, and attention” ✍️ If you're interested in symbol emergence and collective predictive coding, take a look! #CognitiveNeuroscience #PredictiveCoding #CollectiveIntelligence #LanguageEmergence #NeuroAI

"CPC is NOW a model of science" 🚀 New Publication Alert! I am honored to share our latest paper published in Royal Society Open Science: "Collective Predictive Coding as a Model of Science: Formalizing Scientific Activities Towards Generative Science" 📄 Tadahiro Taniguchi, Shiro Takagi, Jun Otsuka, Yusuke Hayashi, and Hiro Taiyo Hamada 📍 Kyoto University, Unktok.com, AI Alignment Network, Araya Inc. 🔗 royalsocietypublishing.org/d… In this work, we propose a new framework for understanding science not merely as a method, but as a collective intelligence—a decentralized predictive system akin to a global brain. By formalizing scientific practice using decentralized Bayesian inference and insights from predictive coding, we aim to open up new pathways for AI-assisted, collaborative, and generative science. Collective Predictive Coding (CPC) is the universal theory that I have been promoting for a few years. It explains the dynamics of symbol systems in our society and our cognitive systems. We hope this model contributes to both the philosophy and practice of science in an age of accelerating complexity and automation. 🧠 Let’s reimagine science—as a collective mind. #Science #AI #Epistemology #PredictiveCoding #CollectiveCognition #BayesianInference #PhilosophyOfScience #Emergence #OpenScience #RoyalSociety #GenerativeScience The writing process was very exciting and stimulating. Thank you very much for my great co-authors. @takagi_shiro @junotk_jp @hayashiyus @HiroTHamadaJP

🧠 To understand #AI’s #Learning #Process, we need to take a deep dive into neuroscience / neurotech… a passion of mine ever since coming onto this platform to influence for “good” back in 2020. #AI #mimics the human #Brain 🧠 While most complex (I.e., neuro-plasticity and agility of the human brain to constantly adapt to new situations and its environment), the miracle of the human brain may never be copied, but we can massively learn from its magic! #Brain #Neuroscience #Neurotech #NeuralNetworks #ANNs #CNNs #VisualCortex #RNNs #PredictiveCoding #Bayesian #neuralnets #selfsupervisedlearning #LLMs #GPT4 #Transformers #NeuromorphicComputing #Consciousness #AGI #ASI

Wonderful Mohammed @engmlubbad 🙏 Here is my humble view: We need to take a deep dive into neuroscience / neurotech… a passion of mine ever since coming onto this platform to influence for “good” back in 2020. AI mimics the human 🧠 While most complex (I.e., neuro-plasticity and agility of the human brain to constantly adapt to new situations and its environment, the miracle of the human brain may never be copied, but we can massively learn from its magic! #Brain #Neuroscience #Neurotech #NeuralNetworks #ANNs #CNNs #VisualCortex #RNNs #PredictiveCoding #Bayesian #neuralnets #selfsupervisedlearning #LLMs #GPT4 #Transformers #NeuromorphicComputing #Consciousness #AGI #ASI

👀Can knowing someone’s goal change how you see their actions? Three studies reveal how goal-driven expectations subtly bias action perception — but when the goal is negated, the effect disappears! 🔎see: sciencedirect.com/science/ar… #TheoryOfMind #SocialPerception #PredictiveCoding

🚀 New preprint alert! 🚀 We introduce System 0/1/2/3, a quad-process theory for multi-timescale cognition! 🤯 🔹 Extends dual-process theory (fast System 1 & slow System 2) 🔹 Adds System 0 (pre-cognitive embodied processes) & System 3 (collective intelligence & symbol emergence) 🔹 Bridges morphological computation, predictive coding, and social cognition 🔹 Inspired by Bergson's philosophy of multi-scale time Read it here: 🔗 arxiv.org/abs/2503.06138 With @hiraiyasushi1, Masa, @keio_crl, @takato1414, @sports_robots #AI #CognitiveScience #Robotics #PredictiveCoding #EmergentCommunication

What is the "blank page problem" in #ediscovery? And how can you solve the problem in your case? Dean Athanasopoulos, CEDS identifies some solutions to the problem in this guest blog post! ediscoverytoday.com/2025/03/… #clustering #predictivecoding #searchterms

#Predictivecoding: a more cognitive process than we thought? 🧠🧠🧠 sciencedirect.com/science/ar… #neuroscience #brain

Very pleased to share our new review on #predictiveCoding accounts of typical and autistic neurocognitive development in Neuroscience and Biobehavioral Reviews. With thanks to @paul_sowman Free to download before Nov 20 🧠 authors.elsevier.com/a/1jsWc…

🔎Research in Focus "The Bayesian brain: world models and conscious dimensions of auditory phantom perception" by Achim Schilling and Patrick Krauss ow.ly/GcqE50TA6VA #tinnitus #PredictiveCoding #PhantomPerception