🔥 BREAKTHROUGH IN GENETICS & OPEN SOURCE: WE'VE CRACKED THE HIDDEN SYNTAX INSIDE GENES! NOT A THEORETICAL SIMULATION - VALIDATED ON REAL GENOMES DIRECTLY FROM THE NCBI REFSEQ DATABASE! 🔥 Friends and colleagues! Jean-Claude Perez (@JCPEREZCODEX) and I are thrilled to announce the results of a monumental study that fundamentally shifts our understanding of the genetic code. Our new preprint: "From Form to Program: Medium-Range Conditional Codon Syntax Inside Real Genes". Simply put: we are used to thinking of DNA as just a passive "hard drive" storing protein blueprints. But our data proves that humans and all living organisms are literally biological computers. There is a unified operating system running inside our genes! 🧬 FROM FORM TO PROGRAM: WHAT DID PEREZ DISCOVER AND WHAT DID WE PROVE? In 2013, Jean-Claude Perez made a breakthrough by discovering the Form (Statics) of DNA-a hidden mathematical symmetry of 32 reverse-complement codon pairs. He proved the genome isn't a random soup of letters; it possesses perfect structural form. But today, we take the next massive step. We've discovered the Program (Dynamics). We found a hidden conditional syntax inside real genes-strict rules dictating how one codon mathematically predetermines the next. This cannot be explained by basic biochemistry or static symmetry alone. It is like reading the source code of an operating system. It is a unified, mathematically precise signature-metaphorically speaking, we've caught a glimpse of the "Creator's handwriting" coding life itself. And most importantly: THIS IS NOT A SIMULATION ON FAKE DATA. We analyzed the real thing! To prove the existence of this "Program," we ran an unprecedented dataset of real genomes from 13 species across the tree of cellular life: from mammals (human T2T, chimp, mouse) and vertebrates (zebrafish, chicken) to insects (drosophila), plants (arabidopsis), fungi (yeast), bacteria, and archaea. We subjected these genomes to uncompromising filtering (true reading frames only, strict alternate genetic code accounting) and tested them against a brutal ladder of 10 Null Models (from H0 to H7, including H2b and H3b). These involve highly complex tests for folded nucleotide dynamics, block-shuffling of local ties, and mirror symmetry preservation, which completely rule out any chance of statistical coincidence. 📊 OUR MAJOR DISCOVERIES (which we invite you to verify): Syntax exists in ALL of them: Hidden inside the real coding sequences of ALL 13 species is a strict conditional syntax that confidently survives after passing through all 10 mathematical filters. This syntax maintains its structure over a distance of about 30 codons (≈ 90 base pairs). This is not a random scale-it represents the exact size of a local working buffer (cache) within which the biological machine reads and executes the dynamic program of the genome. Macro-level (The Unified Vertebrate OS): We identified a conserved layer of syntax inherited across all tested vertebrates (20 out of 20 internal directed pairs among human, chimp, mouse, chicken, and zebrafish crossed the strict d2b > 0.02 threshold). Micro-level (The Exclusive Mammalian Code): At the level of fine codon choice, we found a unique core conserved exclusively among mammals (human/chimp/mouse). Notably, it exhibits directional asymmetry: mouse surrogate models cannot fully reproduce the complex syntax of humans and chimps. Evolution vs. "Hardware" Artifacts: Our algorithm (GC3/acidic control) learned to mathematically distinguish true evolutionary divergence from hardware incompatibility due to extreme genome composition (like in the haloarchaeon H. salinarum with its extreme GC3 = 0.863). 💻 WE ARE OPEN-SOURCING EVERYTHING! We don't ask you to just take our word for it. Science must be open, provable, and verifiable. We are releasing our entire pipeline (v13)! The process is completely autonomous. A single command python3 super_codon_autonomous_v13.py --full allows the script to download the necessary files directly from NCBI RefSeq, apply filters, train models, run bootstrap analyses, and generate final reports. No hidden data, full transparency! We are issuing a challenge to the entire scientific community. Bioinformaticians, geneticists, data scientists worldwide-download the code, run it on your machines, tweak the parameters, and test it on other living species. Verify our findings. Try to refute us! 🔗 Preprint, Data & Source Code: #GENOMES# #NCBI#

I think about this every single day at least once, especially recently when the whole town comes for my head whenever i post something AI related that I find enjoyable. "If it sounds good, it is good".

> spend 4 years studying motion design > learn After Effects, Premiere Pro, Blender, Cinema 4D > spend 2 years fighting keyframes > master easing, transitions, typography > watch 800 hours of YouTube tutorials > spend 3 days animating a 5-second clip > after few years you finally mastered it > gets replaced by Claude Motion

The people around me in the airpoirt are playing candy crush and i'm coding motion graphics engines with Opus 5.5 connected directly to After Effects building complex, repeatable and editable motion graphics templates. The duality of my current situation is staggering.

Learn how to make ultra-realistic scenes in Runway. A full walkthrough, from initial story to final edit. Watch below. 00:00 Intro 00:26 Tell a good story 01:42 Character development 03:08 Wardrobe 03:30 Location development 03:48 The Burst method 05:19 Character voice 06:10 The battle 07:12 Editing 08:55 Outro Full prompts and skill available at the link below.

This film (rough cut) cost 10k in credits (minus labor costs and updates) and took about 3 weeks to make. I am getting sick of these cost £9 and took 7 minutes to make videos. Even me posting that I took 3 weeks to create a 43 minute film I feel weird posting, but it was real for me, because I posted everyday and people saw what I was doing. I posted mistakes and told you what I was having issues with. Let's try not to lessen the industry further but putting weird expectations of price and cost on the internet when it comes to AI. Especially when it costs over £9 to generate a seedance video. You are hurting people in the industry that are professionally working in this field. That are trying to explain that taste, experience, and skills are not priced on AI credits.