Born from a refusal to accept a world flooded with 80-point generic AI answers ("AI Slop").
How do you connect 20 years of essays (1,386 articles) with daily cooking, biometrics, uncompromising structural thinking engines, 24/7 autonomous bilingual media, and a hybrid human-AI DTP craft pipeline? This report synthesizes the full architectural blueprint uncovered by Argon.
Four foundational pillars designed to reject shallow one-click shortcuts and cultivate human contemplation and craft.
Rather than ending inquiry with an instant answer, Kamos preserves cognitive margin. Through KCL (Kamos Constitutional Linter), ideas are diffracted across systems thinking, sustainability, and aesthetics.
Connects 1,386 long-form essays (LIP / Kosuke Vault) with 30 days of live Threads, Jots, Scribe notes, home cooking (Foodie), biometrics, and academic papers in a 126K-token live context cache.
Never flattens complex structures into linear questionnaires. Matrices, multi-stage funnels, real-time branching decision trees, and system-dynamics causal loops are computed as true graph and tree structures.
Decompiles generated visuals into 4 editable Adobe Illustrator / Photoshop layers for human typographic craft, paired with 23 autonomous cloud schedules publishing bilingual media daily.
When workplace conversations turn into "Just ask AI," we lose the muscle to think and the courage to stay in productive doubt.
Tools that promise instant completion rob practitioners of foundational struggle. Kamos is built to walk alongside the user—clarifying where to pause, what to question, and how to move one's own hands.
Instead of acting as a sycophantic yes-man, KCL refracts user prompts through system dynamics, SDGs / B-Corp ethics, and structural aesthetics to surface blind spots.
Eliminates hollow corporate buzzwords. From landing page essays to non-blocking toast notifications, every sentence is written in plain, tactile language rooted in lived adult experience.
A living personal knowledge graph uniting philosophy, biometrics, daily meals, code commits, and academic papers.
Fuses 30 days of multi-domain life telemetry with a 20-year intellectual archive.
Human cognition does not happen in a vacuum. Sleep quality, HRV, daily home-cooked meals (Foodie), casual musings, Git commits, and financial telemetry are linked in Firestore to map causal loops across life and work.
Powered by gemini-embedding-2-preview, a design or business dilemma today immediately retrieves essays written 10 or 20 years ago—enabling a rigorous dialogue with one's past self.
When underlying telemetry is absent, the system is strictly forbidden from fabricating plausible dummy numbers—reporting only verified facts backed by over 240 synchronization and build utilities.
"Expand on a Surface, Distill in a Funnel, Branch on a Tree, and Trace the Loop"—100% alignment between concept and data structure.
Maps problems across orthogonal axes and 80+ analytical frameworks. Multiple AI personas debate across quadrants (matrixDiscussion) to expose overlooked territory before any conclusion is drawn.
Filters divergent ideas through explicit criteria—feasibility, originality, and aesthetic integrity—recording transparent reasoning for both what survives and what is discarded.
Generates genuine multi-node branching Decision Trees where each choice reshapes downstream options in real time, alongside Causal Loop Diagrams mapping reinforcing and balancing feedback loops.
Starting from the "Definer," Kamos assembles a 2-to-6 specialist team across five expert studios for multi-angle critique.
Dynamically routes between fast Solo execution and a 2-to-6 expert roundtable consensus.
Single prompts miss cross-disciplinary trade-offs ("visually striking but unmaintainable," "logically sound but uninspiring"). Roundtable debate forces Designer, Engineer, Planner, Analyst, and Researcher perspectives to collide and synthesize.
Agents don't just chat—they invoke 96 SSOT-defined MCP tools spanning graphic recording, kamishibai storyboards, budget modeling, persona UI testing, accounting telemetry, and web analytics.
Every strategic proposal can automatically pull relevant peer-reviewed and arXiv papers, pairing theoretical rigor with immediate production code or DTP layouts.
A back-and-forth craft pipeline between AI generation and human typographic mastery in Adobe Illustrator & Photoshop.
Rather than accepting baked-in AI text, Kamos separates visuals into 01_Background, 02_Artwork, 03_Accents_and_Shapes, and 04_Typography inside Adobe Illustrator and Photoshop—producing a text-free clean master ready for professional kerning and layout.
Combines token-driven styling (data-accent), zero-dependency motion (kamos-motion), DOM self-healing (kamos-harness), and Visual RAG brand generation—extending all the way to automated 20-page bilingual picture-book typesetting.
Out of 241 Cloud Functions, 23 scheduled cron jobs and 8 event triggers circulate knowledge and life telemetry 24/7.
Crawls and curates new arXiv papers every morning, publishing bilingual editions and synthesized audio podcasts.
Pairs yesterday's real engineering logs with academic papers, illustrated with hand-drawn graphic recordings and everyday analogies.
Weaves daily Threads posts into a tactile weekly zine on home cooking, living, and handcrafted code (full JA/EN & RSS sync).
Discovers, screenshots, and critiques exemplary AI-era websites in Japanese and English.
Generates personalized morning audio briefings (gemini-3.8-flash-tts) and daily/weekly/monthly thought digests.
Automatically tags new Jots, analyzes nutritional and cost balance on meal uploads, and recomputes health trends on write.
Synthesizes long-horizon weak signals and rebuilds the personal command dashboard every morning.
Maintains 100% synchronization across web apps, desktop hardware, mobile interfaces, specifications, and bilingual catalogs.
Purpose-tuned multi-tier Gemini routing paired with AST-verified and prototype-level Zero-Trust defense.
While gemini-3.8-flash serves as the universal reasoning backbone, specialized workloads route to gemini-nano-banana-2.1 for accurate Japanese typography in graphics, gemini-3.5-flash-lite for sub-second routing, and resilient fallbacks.
Combines a browser-level Element.prototype.innerHTML setter guard with AST-verified sanitization across 979 dynamic assignments, 443 .textContent conversions, and universal DOMPurify markdown sanitization.
Enforces strict default-deny authentication, verified email/claim checks, and DNS-resolved private-IP blocking (assertSafeOutboundUrl) across all external fetches.
280,000 lines of code and 241 cloud functions exist not to make humans obsolete, but to free us for deeper thought and handcraft.
Refuse to settle for plausible 80-point instant answers. Use 20 years of personal writings and structural frameworks as a whetstone to wrestle with questions that have no easy answer.
Never stop at raw AI output. Decompile visuals into layers, tune every kerning pair and pixel of margin, and choose plain, honest words with your own hands.
Don't stay trapped inside screen abstractions. From morning cooking and physical health to daily publishing and product building, move reality through embodied action.