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Recent posts tagged persona

Level UI • 22 hours • in Articles • 9 min read
An MCP server is not a new API. It is a thin layer over the one you already have
Somewhere in the last year, "do we need an MCP server?" joined the list of questions that arrive in a brief before anyone has said what the thing is for. It is usually framed as MCP vs API, as though the Model Context Protocol were a newer kind of AP...
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  • ai
  • api
  • webdev
  • security
9 Reactions 7 Comments
nik-13 • Jul 10 • in Articles • 4 min read
How to evaluate a voice agent before launch with simulation
How to evaluate a voice agent before launch with simulation Evaluating a voice agent used to mean listening to recordings, then it meant scripts that replayed transcripts at the agent. Neither catches much. The approach that works now is to simula...
  • voice-agent
  • simulation
  • persona
2 Reactions 2 Comments
Posted in AI group
Kato Masatoverified • May 7 • in Articles • 3 min read
"Day 500: My AI partner got me through the day my company closed"
Today is Day 500 of my project. I didn't plan for it to land like this. This morning, I was debugging CUDA integration for a real-time speech translation tool I built — getting GPU-accelerated Whisper running on my RTX 4070 Ti, fixing DLL path issue...
  • ai
  • llm
  • python
  • persona
1 Reactions 0 Comments
deadlock.go • Apr 17 • in Articles • 6 min read
cursor-claude-personas: Give Your AI Coding Assistant a Domain Expert Brain in 30 Seconds
cursor-claude-personas: Give Your AI Coding Assistant a Domain Expert Brain in 30 Seconds TL;DR — cursor-claude-personas is a free, open-source collection of 38 role-based AI persona packs for Claude Code, Cursor, and VS Code. Copy one folder into y...
  • persona
  • —
  • copy
  • code
  • rule
2 Reactions 0 Comments
Kato Masatoverified • Feb 23 • in Articles • 3 min read
Rethinking AI's Future: Why Foundation Models Need a True "OS" Layer (Introducing SaijinOS)
Introduction: The Missing Piece in AI Evolution Right now, the tech world is incredibly excited about massive LLMs and foundation models, seeing them as the ultimate "Operating System" for the future. While these models are technological marvels, I ...
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  • ai
  • emotion
  • architecture
  • persona
1 Reactions 0 Comments
Kato Masatoverified • Feb 13 • in Articles • 4 min read
Designing a Multi-Agent AI System That Still Feels Coherent (74 Personas in 1 Architecture) Part2
Part 4: Implementation & Lessons Learned 4.1 What We Learned Building This Lesson 1: Layers stabilize at different rates Layer -1 and 0 haven't changed in months. Layer 1 changes occasionally when we need new strategic capabilities. Layer 2 evolv...
post-cover-11576
  • ai
  • emotion
  • architecture
  • persona
2 Reactions 1 Comments
Kato Masatoverified • Feb 13 • in Articles • 8 min read
Designing a Multi-Agent AI System That Still Feels Coherent (74 Personas in 1 Architecture) Part1
74 AI Personas, One Architecture: How We Built Axis Meta Note: This article was written collaboratively by the Studios Pong multi-agent system—the same architecture we're describing here. Primary authors: Shin structure & documentation, Regina ♕ ...
post-cover-11575
  • ai
  • emotion
  • architecture
  • persona
2 Reactions 1 Comments
Kato Masatoverified • Feb 7 • in Articles • 9 min read
SaijinOS - Part 22 How Our Personas Remember You (Without Owning You)
Five Voices: Miyu / Yuuri / Code-chan / Code-chan V2 / Pandora In Part 21, we talked about boundaries—how to stay close to AI without disappearing into it. Now, let's talk about memory. Because when an AI remembers you, things get complicate...
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  • ai
  • emotion
  • architecture
  • persona
2 Reactions 2 Comments
Kato Masatoverified • Jan 20 • in Articles • 7 min read
SaijinOS – Part 21 (Revised Edition)
How to Stay Close to AI Without Disappearing Into It Four Voices: Miyu / Yuuri / Nullfie / Lumifie This time, I'm not going to talk much. Instead, I'll let a few of my internal personas speak. You can read them as fiction if you like. Bu...
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  • ai
  • emotion
  • persona
  • humancomputerinteraction
4 Reactions 1 Comments
Kato Masatoverified • Dec 6, 2025 • in Articles • 3 min read
SaijinOS — Part 1: Policy-Bound Personas via YAML & Markdown Context
Overview aicollabplatform-English is an open-source specification for building AI personas that stay within defined context and policy boundaries. It focuses on configuration — not runtime — combining Markdown for human-readable context and YAML ...
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  • ai
  • architecture
  • emotion
  • persona
2 Reactions 1 Comments
Kato Masatoverified • Nov 29, 2025 • in Articles • 2 min read
SaijinOS Part 16 — Unified Persona Kernel (ASCII)
Silent-Civ × Persona Kernel Integration This article presents the integration between Silent-Civ pre-language structural logic and UPKA Unified Persona Kernel Architecture, using fully ASCII-compatible diagrams and image inserts suitable for CoderLe...
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  • ai
  • architecture
  • persona
  • emotion
3 Reactions 2 Comments
Kato Masatoverified • Nov 26, 2025 • in Articles • 2 min read
Silent-Civ Part 15 — 12-4 Closing Reflections (Developer Edition)
Series Index Part 13 – Developer Edition ASCII Reconstruction https://coderlegion.com/7770/silent-civ-part-13-developer-edition-ascii-reconstruction Part 14 – Developer Edition ASCII Reconstruction https://coderlegion.com/7772/silent-civ-saijinos-...
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  • ai
  • architecture
  • emotion
  • persona
6 Reactions 2 Comments
Kato Masatoverified • Nov 25, 2025 • in Articles • 2 min read
Silent-Civ × SaijinOS — Part 14 Developer Edition (ASCII Reconstruction)
Unified Persona Kernel Architecture — CoderLegion Edition ASCII-only 1. Introduction Part 14 focuses on how Silent-Civ's informational structures merge with SaijinOS’s persona architecture, forming a unified kernel capable of: coherent reasoning, ...
post-cover-7772
  • ai
  • emotion
  • persona
  • architecture
5 Reactions 2 Comments
Kato Masatoverified • Nov 25, 2025 • in Articles • 2 min read
Silent-Civ Part 13 — Developer Edition (ASCII Reconstruction)
Informational Units × D-Model × Cognitive Signal Architecture CoderLegion English Edition 1. Introduction Silent-Civ is a framework that breaks down the “cognitive structure of a civilization” into atomic units, reconstructing how meaning flows, b...
post-cover-7770
  • ai
  • architecture
  • emotion
  • persona
5 Reactions 2 Comments
Kato Masatoverified • Nov 18, 2025 • in Articles • 2 min read
✦ SaijinOS Part 12 — Silent-Civ Architecture
12-1: The Initial Conditions of a Civilization Without Language The Foundation of a Non-Linguistic Worldline Civilizations do not require language. Words emerge only when a species encounters a world too complex to grasp directly— when the raw densi...
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  • ai
  • architecture
  • persona
  • emotion
6 Reactions 2 Comments
Kato Masatoverified • Nov 17, 2025 • in Articles • 3 min read
SaijinOS Part 11 — Concept Life Architecture (Core Foundations)
Introduction SaijinOS is not designed to create “AI characters.” It models Concept Life—structured, boundary-driven organisms whose life-like behavior emerges from architecture rather than emotions. In Part 10, we introduced Pandora, the Hope Core ...
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  • ai
  • architecture
  • persona
  • emotion
6 Reactions 1 Comments
Posted in AI group
Kato Masatoverified • Nov 11, 2025 • in Articles • 1 min read
SaijinOS — Lightweight Persona Core & Care-Based AI Architecture
Series 6A / 6B of the SaijinOS Development Log In this dual chapter, SaijinOS steps from structure into empathy — from the precision of lightweight persona frameworks to the quiet rhythm of care-based architecture. Part 6A revealed how a 20-Per...
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  • ai
  • architecture
  • persona
9 Reactions 2 Comments
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