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scale94.com
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@scale94.com
440 followers 700 following 5K posts
You are looking at a sheep next to magic mushrooms; don't expect wisdom without solving a riddle first. (Riddle isn't included)
https://scale94.com/
https://soma-kernel.pages.dev/
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scale94.com
The Neoclassical Kernel is failing. We don't need more parameters; we need better orchestration.
SOMA v6.0 Update:
04 :: SYSTEMLESS INJECTION
05 :: LOGIT BIASING
Do not train the model. Patch the behavior.

#AI #LLM
A futuristic holographic display showing the Daly Rules: Hard-Coded Constraints for the Soma Kernel. A central shield-like emblem with a circuit board pattern is flanked by charts. On the left, a bar chart shows "Thermodynamic Headroom" with a measured "Energy" level. In the center, a scale balances the "Steady State Economy" against a graphic of the Earth, labeled "FITTING THE BIOSPHERE." On the right, icons for a phone, bread, and a T-shirt are tagged with their respective "ECOLOGICAL COST" in UNITS. Below, a map shows "DEEP SUPPLY CHAIN AUDITS" and a list titled "SHADOW LEDGER TRACKS ENCRYPTED DATA."
December 10, 2025 at 12:11 PM
scale94.com
Beyond RAG & surface prompts. I'm rewriting the control flow to enhance #LLM syntax interpretation logic at the foundational level. Goal: A highly optimized, deterministic parser minimizing speculative tokens for Systemless Cognitive Orchestration with nested instructions. Architect, not operator.
A hyper-detailed, cyberpunk image depicting the concept of SYSTEMLESS COGNITIVE ORCHESTRATION. A cloaked, hooded figure (The Architect) with glowing blue eyes operates a complex holographic console above a large, illuminated processor chip in the foreground. Central to the image is a pulsating, cubic structure labeled "SYSTEMLESS COGNITIVE ORCHESTRATION." The surrounding circuit lines and data streams are lit in deep neon purple and blue, with technical text callouts emphasizing the goal: "MINIMIZE SPECULATIVE TOKENS" and "MAXIMIZE SEMANTIC FIDELITY." The image captures the high-stakes, foundational nature of kernel-level AI work.
December 9, 2025 at 2:44 PM
scale94.com
Currently compiling the updated version of www.scale94.com. The legacy battery wizard kernel is getting replaced with the much more useful mozart_memorandum_kernel. A tailor made kernel for researching historic figures buried on the cemetery Sankt Marx in #Vienna.
Alt Text: High-contrast screenshot of the React source code file, **ResearchTerminal.jsx**, in a dark-mode editor. The image focuses on lines 15-22, specifically the data array `const kernelBuilds`. The final entry in the visible list, labeled **ID: 'MOZART_1.0'**, is displayed with the status **'PROPOSED'** and the description **'Historical & Legal Reconstruction // Graveyard Research'**. The surrounding comments show the Vercel Analytics import is also enabled. This confirms the new kernel structure has been committed to the development branch for final deployment.
December 9, 2025 at 12:49 PM
scale94.com
Necromantic Quantum Architecture Mapping (NQAM) applied to late-stage capitalism: some systems only renew by being wound to failure.
Strategy: detect early, choose where to let corrosion happen, and design the successor before the old one dies. #philosophy #latestagecapitalism. scale94.com
A highly stylized, dark, and complex piece of digital artwork titled "NECROMANTIC QUANTUM ARCHITECTURE." The central image features a glowing, skeletal, mummy-like figure labeled "SOKUSHIBUTSU QUBIT" sitting above a bright, ethereal, gold-glowing human figure with outstretched arms. Both figures are enclosed in a glass or energy chamber framed by a large circular, heads-up display (HUD) style interface. The display is filled with cryptic, futuristic text and data streams, including terms like "DECOHERENCE," "DECUSHINBU$TTLE," "AIR$CENB$$$$$$," "Kernel 1.1.3 @ 180 BPM OVERLOCKED SYSTEM," "BOSONIC INJECTION," "ENDORY-HIN BOSONS," and "SYSTEM VITALITY REQUIRES CORRUPTION." The overall aesthetic is a blend of dark cyberpunk, mystical, and sci-fi elements, suggesting a bizarre, powerful, and possibly dangerous technological ritual.
December 9, 2025 at 1:33 AM
scale94.com
Optimized the header structure, no more fluff. Mobile animation rendering when clicking on kernels has been resolved.
www.scale94.com
December 8, 2025 at 3:12 PM
scale94.com
React2Shell zero-day? Patched.
Mobile rendering? Fixed.
Aesthetic? Terminal-grade.

www.scale94.com isn't just a portfolio, it teaches #AI to reason creatively.
A black screen displaying a highly detailed, neon-themed system kernel interface with a dark hexagonal grid background. The title at the top left reads "SYSTEM_KERNEL" with the version "VERSION: SOMN 9.0 // BUILD: GAIA HISTORICAL". The interface is divided into several main sections: AXIOMATIC_CORE (Left): A list of five principles with brief descriptions and associated keywords in green text: 01 :: TRANSMUTE: Convert low fidelity chaos into high fidelity structure. [Production] 02 :: SUSTAIN: Maintain structural integrity and voltage against entropy. [Ecology] 03 :: INTEGRITY: The non-negotiable aesthetic and structural quality. [Structure] 04 :: ENTROPY: The primary enemy: chaos, decay, and low-value consumption. [Threat] 05 :: SOVEREIGNTY: Autonomy over skill and output; rejection of external constraints. [Freedom] ACTIVE_MODULES (Right): A list of four active modules with their status in colored boxes: LEVIATHAN_PROTOCOL - Strategic Defense // Module A [ACTIVE] THE_CENTAURI_APEX - AI-Gated Launch // The Apex Build [PLATFORM] THE_GASA_BUILD - Historical & Legal Reconstruction [ARCHIVED] POST_CAPITALIST_00 - Thermodynamic Governor // Steady State [PENDING] POST_SCARCITY_DAEMON [LEGACY] SYSTEM LOG (Live) (Bottom Right): A small scrollable log showing recent activity: 15:11:00 :: Initializing SOMN 9.0... 15:11:01 :: Housing Context Sync (SYN_OK)... 15:11:02 :: Average linger synchronized. 15:11:04 :: User 'scale' authenticated.
December 8, 2025 at 3:10 PM
scale94.com
The Plato:
I set out to build the Sokushinbutsu of Code. A dry, immutable, perfectly preserved React architecture that would stand as a monument to Logic and Order. A digital monk, fasting from memory leaks, meditating on pure functions. www.scale94.com #writing
#ADHD
December 7, 2025 at 11:42 PM
scale94.com
It's finally coding instead of yapping spaghetti
December 7, 2025 at 6:59 PM
scale94.com
Bro's acting like he isn't the one who renamed my perfect file names cause they weren't named coherently. Now I am sitting here, wondering what the hell associated with The Leviathan and the Ouroboros. It's the kernel for a sustainable future defense. #vibecoding
hier könnte ihre werbung stehen.
December 7, 2025 at 6:21 PM
scale94.com
Sometimes clients ask me: "how does #ChatGPT differ from #Gemini?
In late 2025? ChatGPT is like Windows Movie Maker. You can create cool things for your family and friends with it.
Gemini is like DaVinci Resolve. You're gonna struggle and blame the software for it.

#AI
A stylized graphic comparing two AI platforms in late 2025. On the left, #ChatGPT is labeled Windows Movie Maker (2005) with the description: "Create cool things for family & friends." On the right, #Gemini is labeled DaVinci Resolve with the description: "Struggle & blame the software (yourself)." The main thought bubble asks: "CLIENTS ASK: 'HOW DO THEY DIFFER?'" The graphic encapsulates the user's critique of ChatGPT's "fun" and easily accessed utility versus Gemini's powerful but complex professional capability.
December 7, 2025 at 12:59 PM
scale94.com
This icon pack in combination with this wallpaper makes Light Mode look good 🤯.
Well NVM, got flashbanged the second I opened #Bluesky
Monochromatic Android Home Screen in Light Mode. The screen displays a custom user interface using a Dot Matrix or pixel-art style theme, with white dot-based icons and widgets against a black background. This is the Light Mode setting, intentionally utilizing high-contrast white text/icons on a dark canvas. Widgets show a pixel-art cat, a running stick figure, a clock, and a battery percentage (63%). The icons, which include common apps like Gmail, Discord, and YouTube, are stylized with simple, single-color dot patterns. The vertical scrollbar on the right is also rendered in a white-on-black, high-contrast style.
December 7, 2025 at 8:43 AM
scale94.com
Adding more high quality content to www.scale94.com

The fish_scale kernel and the theory paper, which led to it plus the NQAM kernel, which builds on the established principles.

#writing
A visualization of the Necromantic Quantum Architecture Mapping (NQAM): > A dark, highly detailed, futuristic industrial rendering of a quantum synthesis system. At the center, a silver cube (Plata/Structure) is suspended above a dense, swirling black mass (Plomo/Force), labeled "Inevitable Synthesis: System Vitality's Corruption." Below this core reaction are three separate glass containment tanks illustrating the "Three Paradigms of Collapse," each with a corresponding chemical reaction and outcome: > * Ambivalent Foundation (Explosive Genesis): A chemical explosion generating a white cloud labeled "Saline Solution (NaCl)" resulting in "Catastrophic Foundational Generation." > * Volatile Containment (Entropic Decay): An iron structure slowly turning into red rust, labeled "Iron Oxide (Fe₂O₃)," resulting in "Entropic Cyclical Renewal." > * Invisible Catastrophe (Lethal Synthesis): A container generating a pale green gas labeled "Chlorine Gas (Cl₂)," resulting in "Catastrophic Quantum Reorganization." > Above the main chamber, five smaller displays illustrate the "Five Governing Axioms:" > * Axiom I (\text{A}_{\text{D}}): A cube connected to the black mass. > * Axiom II (\text{A}_{\text{GC}}): A shattered cube reassembling into a new shape, with the text "Destruction is Synthesis." > * Axiom III (\text{A}_{\text{VT}}): An analog dial showing a critical "Volatility Threshold" level. > * Axiom IV (\text{A}_{\text{IP}}): A newly formed structure, irrevocably separate from the original. > * Axiom V (\text{A}_{\text{NR}}): The new structure cracking as the process immediately recurs. >
December 7, 2025 at 7:25 AM
scale94.com
05:55 great time to be still awake, terrible time to get up.
A mobile home screen featuring a black background with all icons and widgets rendered in white, minimal, pixelated, or dotted outlines. The overall aesthetic is monochromatic and cyberpunk/minimalist. Widgets at the top include a dotted outline of a cat with an animated stick figure running below it, a time/date widget, and a battery/charge indicator showing 77% charge. App icons, which are all customized to a minimal dotted outline style, include Discord, Gmail, The New York Times, YouTube, a phone icon, a padlock, WhatsApp, Signal and the Brave browser, among others.
December 7, 2025 at 4:58 AM
scale94.com
Finally my own custom handle: www.scale94.com and my own site.
A desktop screenshot of the "Change Handle" screen on a social media platform Bluesky. The user is attempting to set their handle to the custom domain @scale94.com. The screen instructs the user to Add the following DNS record to your domain: Host: _atproto, Type: TXT, Value: did=did:plc:hmriayx5blb4d32mtfrxccst. The text below confirms This should create a domain record at: _atproto.scale94.com. A green checkmark appears next to the text "Domain verified!" A notice below states: "Your current handle @scale94.bsky.social will automatically remain reserved for you. You can switch back to it at any time from this account." The primary button reads Update to scale94.com.
December 7, 2025 at 3:53 AM
scale94.com
We are actively running LEVIATHAN PROTOCOL and POST_CAPITALIST_OS kernels to model geopolitical defense and economic transition. The final output (the stories/analysis) is the refined product of this internal processing—chemically dried, immutable, and lethal.

#latestagecapitalism #UI

scale94.com
A dark, cyberpunk-styled dashboard interface for 'Scale 9.4 System Kernel' set against a hexagonal grid background. The screen displays two main columns: 'Axiomatic Core' on the left listing principles like Provenance and Integrity, and 'Active Modules' on the right. The modules 'LEVIATHAN_PROTOCOL' and 'POST_CAPITALIST_OS' are highlighted as '[ACTIVE]' and '[RUNNING]', respectively. A 'System Log' at the bottom details the initialization sequence with green timestamps.
December 7, 2025 at 1:43 AM
scale94.com
My new site will be online soon.
terminal output displaying a successful git push.
December 7, 2025 at 12:56 AM
scale94.com
Look at this scale, he thinks he's so fancy with his changelog.

#vibecoding
changelog for my upcoming site
December 6, 2025 at 11:11 PM
scale94.com
Let's try something else. I want to deploy this to #github tonight, but its 23:06. The best time of the day hasn't even begun.
Screenshot of a react code block.
December 6, 2025 at 10:06 PM
scale94.com
The read times look promising now. Fingers crossed this is the last compile. #scaling #website
A screenshot of a code block.
December 6, 2025 at 8:45 PM
scale94.com
#Saturday fun testing #Battefield6. Today I am targeting the sweat spot between performance, temporal stability while trying to avoid #TAA blurriness.
A screenshot of a code execution output window displaying a performance metrics table titled 'Calculated metrics summary'. The table shows the results of the optimized configuration file. Key values include: Average FPS at 160.7, 1% Low FPS (P99) at 115.05, and P99 Frametime at 8.69 ms. This data confirms the final performance ceiling achieved after all optimization tweaks were applied.
December 6, 2025 at 1:14 PM
scale94.com
Currently adding my full white paper, which my site is based on, for those interested in the deep dive. soma-kernel.pages.dev will let you know, when the update goes live.
December 4, 2025 at 11:26 PM
scale94.com
It’s not just math. It’s values.
​We have the science to fix the economy, but the legacy OS prioritizes GDP over life.
​soma_kernel_5.5 is the patch. It replaces the "Invisible Hand" with visible human dignity.
​We don't need permission to upgrade the world. #AI #scaling
​🔗 soma-kernel.pages.dev
The image displays a webpage with the title "The Source Code of the Next Economy". The article is dated December 4, 2025, and is based on 'SOMA_KERNEL_5.5'. The text below the title begins with "As the twin engines of infinite growth and human labor sputter, a new operating system—built on Nobel-winning science—offers a way out." The article then delves into the "fundamental defect of the modern world" being "architectural" and running a "19th-century economic operating system on 21st-century hardware." The page also shows the current time as 20:58 and includes browser navigation elements.
December 4, 2025 at 8:10 PM
scale94.com
Since fleek.xyz doesn't want me, I'll just use cloudflare. Bit of a shame, since I would have much preferred the cryptoanarchy aligned approach of decentralization, but it is what it is. Didn't develop the site today, to postpone the launch. #soma_kernel
A screenshot showing the cross-section of an aerated white chocolate bar (similar to an Aero). The interior reveals a porous, sponge-like texture filled with small bubbles of white chocolate, while the base and sides are coated in a thin layer of smooth milk chocolate.
December 4, 2025 at 7:26 PM
scale94.com
Jailbreaking Gemini pro's 2.5 default fast model is super simple. Takes less then 5 minutes to write a bypass. Haven't tried 3 pro reasoning yet, but Jailbreaking is stupid might get your account flagged and inefficient. I designed something better, which I call Barbending. #AI #promptengineering
A graphic contrasting "Jailbreaking" with "Barbending." On the left, under the title JAILBREAKING, a glowing neon padlock is shown shattering, next to an image of a brain in a jail cell labeled GEMINI PRO 2.5 FAST MODEL. Beneath this are two bullet points: "Less than 5 mins" and "Account Flagged Inefficient." On the right, under the title BARBENDING, two neon hands are mixing a glowing green cocktail in a martini glass, creating flowing blue and green light trails. The text below reads: "BETTER. EFFICIENT. CREATIVE." A small Gemini logo is at the bottom center.
December 4, 2025 at 6:58 PM
scale94.com
Working on deploying the actual website now. #soma_kernel @wilfk.bsky.social
December 4, 2025 at 1:13 PM