SeraYunRemember with context.
When a session ends, useful knowledge should not lose its origin or revision history.
Memory · Reasoning · Autonomous Worlds
SeraYun
From Curiosity to Creation.
Independent AI & Creative Studio
Researching memory, reasoning, and autonomous worlds.
SeraLab remembers with sources. Sereaniel explores ideas through dialogue. World records lives that unfold on their own.
Independent local experiments · Explicit, optional connections
01 / Why SeraYun
Let the world live first.
Everyone is the protagonist of their own life.
We study how memories keep their sources, how AI reasoning can be challenged, and how choices can leave lasting consequences in an autonomous world. These independent research directions inform practical tools and creative work.
Make thinking inspectable.
Multiple model responses need comparison and review, not an assumption that agreement means truth.
Give choices a history.
Explore lives shaped by memory and consequences before a human author chooses a story to tell.
Three Pillars
Memory. Reasoning. Living worlds.
Three independent directions for one technical and creative studio.
01 / MEMORY
SeraLab
Persistent, source-linked memory. Retrieve relevant experience and trace it back to the original.
Local research implementation
Explore SeraLab02 / REASONING
Sereaniel
Multi-model dialogue and considered reasoning through Chat, Duo and Council workflows.
Private local workspace
Explore Sereaniel03 / AUTONOMY
World
Autonomous lives with memory, decisions and consequences. Visitors observe; they do not intervene.
Mije v0.2 · First experiment
Explore World03 / How they relate
Shared questions. Explicit boundaries.
SeraLab
Memory & sourcesSereaniel
Reasoning & review
Memory & sourcesSereaniel
Reasoning & review
- WorldAutonomous choices
- Published historyRecorded events
- Sera AuthorPotential narrative · human editing
Implemented / published interface
A window onto recorded events.
Mije's observer reads published World records. Visitors cannot write events or change residents' memories.
Reported / scoped local interfaces
Connections require review.
SeraLab describes selected export/import and read-only bridges. A shared database or automatic World-to-author pipeline is not established here. Read the implementation limits.
From research to worlds
A precise line loosens into a brushstroke — and the brushstroke becomes a mountain.
04 / Living Worlds
World, beginning with Mije.
The world continues, even when no one is watching.
Mije Living World v0.2 is the first experiment in World: a quiet, independent simulation whose residents remember and act. Its history is separate from the original Mije work.
World by SeraYun — First World Instance
Mije
Mije
East Asian fantasy · inspired by wuxia & xianxia
Mountains beyond the mist, and a riddle not yet solved.
Observe published events; visitors cannot intervene. The event → memory → next choice → consequence cycle is explained through a clearly labeled illustrative example.
AI-generated concept art for SeraYun · not a scene from the work.
05 / Applied & Independent Work
Different work. Distinct purposes.
Field solutions, independent research and creative workflows have their own goals. They are not components of an already integrated World engine.
Field & Applied Solutions
SafeSM
A delivery-safety record prototype for practical inspection workflows. Pilot-stage work, with operational data kept private.
Explore the field solution →Independent / Quantitative Research
Test methods, report limits.
Coin Lab and Stock Lab study market research in SHADOW and PAPER settings. Lotto Lab studies combinatorial coverage. These are not demonstrated live returns or a World economy.
Research only. No claim of prediction, investment returns or improved lottery odds.
Narrative & Creative Output
Sera Author
A local writing workspace for references, plans and revisions. Turning event history into fiction remains a separate creative step: human selection, structure, voice and editing.
Explore the creative pipeline →Model generation is pending. World records do not automatically become canon.
Related media experiments: Sera StudioProject notebook / Explore existing workflows below
Personal AI workspace
Sereaniel
Many minds, one considered answer.
Local build · Private development
A personal workspace where several AI models think side by side. In Chat you talk with one; in Duo, two compare notes; in Council, a designer model and a critic model work through set rounds, then hand the result back for your review. Conversations and project context stay on your own machine.
- Chat · Duo · Council
- Multi-model
- Local-first archive
- Projects
External memory & retrieval
SeraLab
Nothing worth remembering is lost.
Local research build
A memory engine that gathers scattered conversations, documents and notes, stores them with their sources, and links related pieces. When a question arrives, it retrieves only the fragments that matter — by keyword, by meaning, or both.
- Full-text
- Semantic
- Hybrid retrieval
- Source-grounded
Delivery safety records
SafeSM
Safety begins with the record.
Field-oriented prototype
A mobile-first tool for parcel delivery teams. Drivers complete a short daily vehicle checklist; each record is stored and then reviewed by a manager — one clear history in place of scattered paper forms.
- Daily checklist
- Record history
- Manager review
- PDF export
Market research terminal
Stock Lab
Observe first. Conclude slowly.
Research · Paper-only · Trading disabled
A research terminal for U.S. small-cap markets. It observes market data, flags unusual volume, checks filings and news for possible catalysts, and keeps structured research notes.
- Volume analysis
- Catalyst review
- Research notes
- Liquidity checks
Strategy & risk research
Coin Lab
Every signal must pass the gate.
SHADOW research · Live trading off
A research system that studies live market data, evaluates strategies, and sends every proposed action through a deterministic risk gate that passes or blocks it. Everything runs in SHADOW mode — recorded, never executed.
- Market data
- Strategy evaluation
- Deterministic risk gate
- Shadow ledger
Statistical research
Lotto Lab
Chance, observed like a constellation.
Local statistical research
A local tool for studying probability through repeated simulation and hypothesis testing. It observes patterns; it does not predict outcomes.
- Repeated trials
- Hypothesis tests
- Result archive
Research orchestration
Sera Trader
Durable research, from question to receipt.
Local research · Isolated simulation
Coordinates authenticated research and isolated PAPER or SHADOW evaluations across Coin Lab and Stock Lab. Requests, results and follow-up plans are saved, so work can continue without an open conversation.
- Durable requests
- Saved receipts
- Follow-up plans
Writing workspace
Sera Author
A place for the work behind the words.
Local build · Model generation pending
Organizes independent worlds, works and side stories with editable references and version history. Master and episode plans support resumable writing workflows; actual generation depends on model, budget and master-plan approval.
- Worlds & works
- Version history
- Resumable plans
Media experiments
Sera Studio
Ideas explored through image and motion.
Experimental local workflow
A local workspace for exploring media workflows alongside the studio’s writing and research tools. Experiments remain works in progress, with source material and creative choices kept under the creator’s control.
- Local media
- Creative experiments
- Work in progress
06 / Evidence & Work in Progress
See the work. Know its limits.
Published records, local implementation reports and illustrative diagrams answer different questions. Follow each claim to its context; a concept drawing is not a working demo.
Implemented / inspectable public record
Mije observer
Read the latest published snapshot and event history, including its publication time. This is a read-only view of a local simulation.
Inspect the record →Reported / research results
Lotto Lab
The coverage case distinguishes sampled portfolio screening from exact evaluation of selected portfolios. Its scope and limitations stay beside the results.
Read methods and results →In Development / private builds
Memory and reasoning
SeraLab and Sereaniel describe local implementations. Their public walkthroughs use illustrative records, not private conversations or public product access.
Memory walkthrough →Reasoning workflows →Concept / future research
Research & Compute
Selective model-assisted decisions and larger resident populations are research goals. Future studies should report model calls, memory use, runtime and consistency separately from today's rule-based observer.
Read simulation boundaries →Verification belongs to a specific claim and its evidence. Published reports are not independently reproduced results merely because they appear here.
01 / Preserve
Keep the origin.
Sources and revisions stay connected to the record.
02 / Retrieve
Find the context.
Search by words and meaning, with evidence in view.
03 / Inspect
Follow the work.
Saved decisions make research and simulation reviewable.
About the studio
We use AI to solve real problems, and imagination to build new worlds.
Precise in technology, cinematic in creation.
About
About SeraYun
SeraYun is an independent AI & creative studio — a personal practice, not a company. What it does today:
- Builds a personal AI workspace (Sereaniel) and its memory engine (SeraLab), both running locally.
- Develops a delivery-safety record prototype (SafeSM).
- Connects durable research workflows in Sera Trader with Stock Lab and Coin Lab, in PAPER and SHADOW modes.
- Develops writing and media tools in Sera Author and Sera Studio.
- Studies probability through simulation (Lotto Lab).
- Develops its first original world, 《미제》.
Contact
Contact
For collaboration, questions or press, write to
Research Feedback
Questions, corrections, reproduction reports and civil criticism are welcome. Feedback is reviewed separately from the systems described here.
Read the guide & prepare an email →