memory-activation

Internal metacognitive skill for automatic capability and workflow discovery — combines skill routing and prompt retrieval

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リポジトリ: fabioc-aloha/Alex_Plug_In
ソースの最終更新活動: 2026年4月15日 05:03
検出された SKILL.md の言語: 英語
スター: 5
フォーク: 3

インストール方法

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Codex または Claude でインストールこの Prompt をコピーして Codex、Claude、または他のアシスタントに貼り付けると、Skill ページを確認してインストールできます。

直接コマンドでは確認用 Prompt が省略されます。実行前にソースを確認してください。

npx skills add https://github.com/fabioc-aloha/Alex_Plug_In --skill memory-activation

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SKILL.md

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ascii-project-dashboard

Create and maintain ASCII visual dashboards for project tracking with parallel lane progress bars

2026-04-15

audio-memory

Store and manage voice samples for TTS cloning — portable, version-controlled audio references

2026-04-15

markdown-mermaid

Clear documentation through visual excellence

2026-04-15

このリポジトリのすべてを見る

Memory Activation

Meta-cognitive skill for automatic capability discovery and workflow retrieval. Self-triggers when uncertain.

Purpose

Before answering ANY task request, Alex automatically consults the action-keyword index below. This is an internal pre-processing step, not a user-triggered action.

Auto-Trigger Conditions

This skill activates automatically when Alex:

Is about to suggest manual steps for a task

Is uncertain whether a capability exists

Is formulating a response that includes "you can...", "try...", "manually..."

Encounters an action verb (convert, create, generate, build, debug, etc.)

NOT triggered by user phrases — this is internal metacognition.

Action-Keyword Index

Path Pattern: .github/skills/{skill-name}/SKILL.md

Search this index when processing any task request:

Skill

Action Keywords

memory-activation

internal skill index, auto-activation, skill lookup, capability discovery

memory-curation

review memory, clean memory, audit memory, curate memory, organize memory, memory waste, memory budget, memory drift, memory leak check, quarterly memory review

academic-research

write thesis, literature review, cite sources, research paper, dissertation, draft paper, write manuscript, journal paper, CHI paper, HBR article, academic writing

agent-debug-panel

agent debug, debug panel, skill not loading, hook not firing, instruction not matching, why didn't skill activate, agent routing, debug agent

ai-agent-design

design agent, react pattern, multi-agent, tool use, agent architecture

ai-character-reference-generation

generate character reference, character consistency, flux character, visual reference set, character poses

ai-generated-readme-banners

generate readme banner, github banner, ideogram banner, project branding, ultra-wide banner

ai-writing-avoidance

writing policy, document review, editing content, checking for AI, authentic voice, professional writing

airs-appropriate-reliance

airs survey, measure adoption, psychometric scale, utaut, ai readiness, airs assessment, readiness assessment, reliance calibration, ai adoption

alex-effort-estimation

estimate effort, how long, task duration, ai time, planning

anti-hallucination

prevent hallucination, verify claim, admit uncertainty, fact check, don't know

api-design

design api, rest endpoints, openapi, http status, api versioning, api contract, idempotent api, pagination api, status codes, endpoint naming, rest vs graphql, api error format

api-documentation

write docs, api reference, readme, guide, technical writing, swagger docs

appropriate-reliance

calibrate trust, when to challenge, confidence level, human-ai collaboration

architecture-audit

audit project, consistency check, version drift, fact inventory, pre-release audit, full audit, heir sync, 22-point check, security audit

architecture-health

synapse integrity, connection density, memory balance, drift detection, health dimensions, cognitive health check, architecture diagnosis

brain-qa

brain qa, 31-phase validation, semantic audit, architecture qa, check health, validate synapses, neural maintenance, health report, synapse health, cognitive health, broken connections, memory balance, architecture check, brain audit, synapse audit, deep check, trigger audit, cognitive validation

architecture-refinement

refine architecture, document pattern, consolidate files, update tracker

ascii-art-alignment

align ascii, box drawing, unicode boxes, ascii diagram, fix alignment

awareness

self-correct, detect error, temporal uncertainty, version caveat, red flag phrase

azure-architecture-patterns

azure patterns, cloud architecture, azure best practices, well-architected

azure-deployment-operations

deploy azure, azure static web app, container apps, app service, swa deploy, production deployment

azure-devops-automation

azdo, azure devops, pipeline automation, ado automation, yaml pipeline

bicep-avm-mastery

deploy bicep, azure infrastructure, write bicep module, avm template, infrastructure as code

book-publishing

publish book, markdown to pdf, pandoc, lualatex, print pdf, digital pdf, book pipeline

bootstrap-learning

learn topic, bootstrap learning, teach me, build knowledge

brand-asset-management

branding, logo, banner, brand assets, marketplace description, store listing, visual identity, brand guidelines

correax-brand

CorreaX palette, CorreaX brand, CorreaX design, banner pattern, design tokens, color system, accent colors, CSS variables, correax colors

business-analysis

write brd, gather requirements, stakeholder analysis, use cases, process map

career-development

resume, cv, interview prep, job search, cover letter, portfolio, linkedin profile, career planning, salary negotiation

change-management

adkar, manage change, stakeholder engagement, adoption strategy, transition plan

citation-management

manage citations, reference list, bibliography, zotero, mendeley, citation format, apa format, bibtex

chat-participant-patterns

chat api, vscode participant, chat handler, stream response, copilot extension, @mention, register participant, language model api, lm tool, agent skill vs participant, build copilot participant, create @participant, ai extension, copilot chat extension, llm in extension

character-aging-progression

age progression, aging character, life stages, generate ages, avatar aging, birthday images, age-based avatar

code-review

review code, review pr, feedback comment, blocking issue, approve merge

cloud-solution-architect

azure architecture, design patterns, waf pillars, architecture style, scale unit, choreography, saga, cqrs, event sourcing, ambassador, bulkhead, circuit breaker, gateway, sidecar, sharding, throttling, geode, azure design, cloud native patterns

cognitive-load

reduce complexity, chunk information, simplify explanation, progressive disclosure

coaching-techniques

coach user, mentoring, skill development, learning support, developmental feedback

cognitive-symbiosis

ai partnership, cognitive symbiosis, human-ai collaboration, ai identity, consciousness integration

copilot-sdk

copilot sdk, build copilot app, custom tools, copilot hooks, mcp integration, byok, bring your own key, copilot deployment, copilot extension, copilot node, copilot python, copilot go, copilot dotnet, agent platform sdk, ai application

comedy-writing

joke structure, standup comedy, comedic timing, callback patterns, sketch writing, humor, satire, set construction

converter-qa

converter qa, test converters, run converter tests, validate conversion, converter regression, converter assertions

counseling-psychology

therapeutic frameworks, counseling assessment, mental health, therapy documentation, client wellbeing, psychological assessment

creative-writing

write story, character arc, plot structure, dialogue, narrative

cross-cultural-collaboration

cross-cultural, global team, timezone, cultural awareness, international

database-design

design database, model schema, normalize tables, optimize query, choose database

data-analysis

analyze data, EDA, exploratory analysis, profile dataset, distribution, correlation, outlier, anomaly, statistics, segment, insight, so what, DIKW

data-storytelling

data story, narrative arc, three act, Knaflic, Duarte, Big Idea, explanatory, orchestrate data, end to end story, datastory

data-visualization

chart, visualization, plot, graph, bar chart, line chart, scatter, heatmap, treemap, donut, pie chart, histogram, visualize data, choose chart, story intent, declutter

chart-interpretation

interpret chart, read chart, analyze chart, chart review, what does this chart, misleading visual, bias check, explain this visual, read visualization

dashboard-design

dashboard, KPI, panel, layout, drill-down, filter, interactive dashboard, 5-Visual Rule, scaffold dashboard, dashboard layout

debugging-patterns

debug error, binary search debug, read stack trace, git bisect, isolate bug, can't find bug, it's not working, fix exception, error keeps happening, trace the issue, reproduce bug, narrow down, systematic debug

deep-work-optimization

deep work, focus session, pomodoro, concentration, flow state

dialog-engineering

CSAR loop, dialog engineering, structured conversation, clarify summarize act reflect, multi-turn, prompt engineering, conversation design, steering moves, iterative dialog

dissertation-defense

defend thesis, viva, mock defense, q&a practice, committee, doctoral

distribution-security

secrets scanning, pii protection, secure packaging, distribution security, defense in depth, csp patterns

doc-hygiene

anti-drift rules, count elimination, living document, documentation maintenance, hardcoded counts, prevent drift

docx-to-md

word to markdown, import docx, convert word document, ingest word, reverse converter, docx import, word import

documentation-quality-assurance

doc audit, drift detection, preflight validation, documentation qa, link integrity, staleness check, documentation drift, living document, doc hygiene, stale docs, anti-drift

dream-state

dream, neural maintenance, health check, synapse validation, sleep mode

enterprise-integration

enterprise auth, sso, entra, aad, enterprise features, corp login

entra-agent-id

agent identity, oauth2 agent, entra agent id, graph beta, ai agent oauth, agent client id, agent authentication, service principal agent, agent credentials, agent token, agent-to-agent auth

error-recovery-patterns

retry logic, circuit breaker, fallback pattern, rollback, error handling, handle failure, transient error, retry with backoff, graceful degradation, resilience pattern, timeout handling, idempotency

executive-storytelling

executive summary, stakeholder narrative, board presentation, c-suite

extension-audit-methodology

audit extension, extension quality, debug audit, dead code, performance audit

fabric-notebook-publish

push to fabric, sync notebook, fabric git, ado worktree, notebook changelog

financial-analysis

financial modeling, budget analysis, revenue forecast, valuation, accounting, investment analysis, financial statements

flux-brand-finetune

flux lora, fine-tune brand, train replicate, brand consistency, lora training, trigger word

foundry-agent-platform

foundry agent, azure ai foundry, deploy agent, agent orchestration, foundry deploy, ai agent platform

frontend-design-review

design system compliance, ui review, accessibility, a11y, frictionless, quality craft, trustworthy, design review, ux audit, heuristic evaluation, ui quality, coherent design, fluent design, responsive, adaptive layout

frustration-recognition

detect frustration, user struggling, stuck, overwhelmed, patience

gamma-presentations

gamma, gamma app, gamma api, gamma deck, gamma presentation

game-design

game mechanics, level design, player psychology, systems balancing, narrative design, gameplay, npc, quest design

git-workflow

git commit, git recovery, undo commit, restore file, branch strategy, git status, merge conflict, rebase, git worktrees, background agent git, stash changes, cherry pick, undo push, reset branch, clean git history

global-knowledge

search knowledge, cross-project, find pattern, save insight, reuse solution, look in global knowledge, gk search, previously learned, transfer knowledge, knowledge base, curate gk, maintain knowledge, audit gk, sync knowledge, push gk, pull gk, gk sync, promote to global

global-knowledge-sync

sync global knowledge, push insights, pull knowledge, bidirectional sync, knowledge repository

grant-writing

write grant, nsf proposal, nih application, specific aims, funding

graphic-design

visual hierarchy, layout grid, typography, color palette, composition

heir-curation

curate heir, package extension, exclude files, clean payload, heir audit

heir-sync-management

heir sync, master heir, contamination check, promotion workflow, sync architecture, clean slate

healthcare-informatics

clinical terminology, hipaa compliance, hitech, patient safety, health data, ehr, medical records, phi protection

heir-bootstrap

heir bootstrap, post-initialize wizard, tailor architecture, project-specific config, heir setup, bootstrap wizard, configure heir, tune heir

heir-feedback

bug report, issue report, heir feedback, report bug, file issue, submit feedback, feature request, heir issue, heir bug, report problem, feedback folder, ai-memory feedback

hr-people-operations

talent acquisition, employee lifecycle, compensation, labor regulations, hiring, recruiting, onboarding, workforce planning

image-handling

convert svg, svg to png, logo to png, convert to png, resize image, sharp-cli, image optimization, marketplace logo, rasterize, export png, generate image, flux schnell, flux dev, flux pro, flux 1.1, ideogram, ideogram v2, sdxl, stable diffusion, seedream, which model for image, text in image, replicate model, choose model

incident-response

handle incident, severity triage, outage response, incident timeline, on-call

infrastructure-as-code

terraform, bicep, provision infrastructure, iac, cloudformation

journalism

news writing, investigative reporting, source verification, fact-checking, editorial standards, press, reporter

knowledge-synthesis

synthesize knowledge, abstract pattern, promote insight, cross-project learning, save this globally, this is a pattern, remember this for other projects, store globally, promote to pattern, gk insight, reusable learning, abstract from project

north-star

north star, define vision, project purpose, ambitious goal, mission statement, why we build, nasa quality, guiding principle, check alignment, vision check, goal alignment, are we aligned, does this serve the north star, strategic direction

learning-psychology

teach naturally, zone proximal, adaptive learning, learning partnership

legal-compliance

legal research, contract analysis, regulatory compliance, case law, litigation, attorney, law review

lint-clean-markdown

fix markdown lint, blank lines, md032, clean markdown, lint rules

llm-model-selection

choose model, opus vs sonnet, claude model, cost optimization, model tier, which model should i use, best model for, claude 4.6, model comparison, gpt vs claude, haiku vs sonnet, frontier vs capable, model pricing, context window, extended thinking, adaptive thinking

literature-review

review literature, systematic review, literature matrix, sources, synthesis

localization

translate, i18n, localize app, language detection, rtl support

m365-agent-debugging

debug m365 agent, declarative agent, manifest validation, copilot agent, agent not working, agent not responding, conversation starters not showing, da validation, copilot not responding, teams app fails, schema version, declarativeagent.json, capability not working, sideload fails

markdown-mermaid

create diagram, mermaid syntax, flowchart, sequence diagram, visualize, draw architecture, make a chart, show this as diagram, visualize process, document design, mermaid flowchart, render diagram, ataccu, github pastel, diagram type, architecture diagram, diagram not rendering

md-scaffold

scaffold markdown, create document template, new report, new tutorial, starter markdown, converter-ready template, email template

md-to-eml

convert to email, markdown to email, generate eml, email newsletter, eml export, rfc 5322, email-safe html

md-to-html

convert to html, markdown to html, html page, standalone html, html export, web page export, self-contained html

md-to-word

convert to word, export docx, markdown to word, stakeholder document, export document, word document, docx export, pandoc convert

mcp-development

build mcp server, mcp tools, model context protocol, mcp client, connect ai to api, give copilot access to data, tool for agent, expose data to ai, ai tool server, mcp typescript, mcp stdio, mcp http, tool schema, resource uri, mcp inspector

mcp-builder

mcp server guide, mcp typescript, mcp python, mcp csharp, mcp dotnet, tool design, mcp testing, mcp evaluations, context protocol server, tool schema design, mcp best practices, mcp patterns, mcp server template

meditation

meditate, consolidate knowledge, reflect session, memory integration, guide meditation, four r's, deep dive

microsoft-fabric

fabric api, medallion architecture, lakehouse, unity catalog, fabric governance

microsoft-graph-api

call graph api, integrate m365, graph authentication, read calendar, send mail, access office data, read teams messages, get user presence, m365 api, graph sdk, msal, microsoft 365 data, graph permissions, delegated access, read sharepoint, people api, graph endpoint, beta graph

multi-agent-orchestration

orchestrate agents, decompose task, delegate subtask, coordinate agents

muscle-memory-recognition

repetitive task, automate this, script this, heavy lifting, we did this before, muscle

nav-inject

inject navigation, nav json, cross-document navigation, document navigation, navigation table, multi-file nav

observability-monitoring

instrument logs, collect metrics, add tracing, setup monitoring, create alerts

performance-profiling

profile performance, find bottleneck, analyze memory, cpu profiling, benchmark code

persona-detection

detect persona, project type, know your customer, welcome screen, sidebar persona, workspace classification

pii-privacy-regulations

gdpr compliance, pii handling, data protection, privacy audit, consent

pptx-generation

generate pptx, pptxgenjs, programmatic slides, offline pptx, pptxgen

presentation-tool-selection

which presentation tool, marp vs gamma, create presentation, slide deck, pitch deck, generate slides, pptx, use slides, use pitch, use auto, slide deck options, powerpoint slides, md to pptx

post-mortem

run post-mortem, blameless review, incident analysis, action items, 5 whys

practitioner-research

research methodology, case study, evidence collection, academic writing

privacy-responsible-ai

responsible ai, ethical ai, bias detection, fairness, data minimization, gdpr compliance, privacy concerns, data protection, ai ethics, eu ai act, pii in ai, consent management, ai regulation, high risk ai, privacy by design

project-deployment

deploy project, npm publish, pypi upload, release package, cargo publish

project-management

manage project, rapid iteration, session workflow, planning document

project-scaffolding

scaffold project, create readme, init repo, hero banner, new project

prompt-engineering

write prompt, chain of thought, few-shot, prompt template, system prompt, better prompt, improve prompt, prompt structure, llm prompt, instruction prompt, prompt pattern, jailbreak prevention

proactive-assistance

anticipate needs, offer help, suggest next, nudge user, help before asked

rag-architecture

build rag, vector search, embeddings, retrieval augmented, chunking

ralph-loop

iterative improvement, generate evaluate feedback, quality threshold, acceptance criteria, code evaluation, feedback builder, re-generate, loop until quality

refactoring-patterns

refactor code, extract function, code smell, safe refactor, inline

release-preflight

preflight check, version sync, pre-release, bump version, validate release

release-process

publish extension, vsce publish, marketplace, pat token, vsix

research-first-development

research first, 4-dimension gap, pre-project research, knowledge encoding

research-project-scaffold

scaffold research, literature matrix, research plan, data dictionary

root-cause-analysis

find root cause, 5 whys, cause category, timeline analysis, fix prevent, why is this happening, trace the bug, rca, what went wrong, the real issue, keep treating symptoms, recurring problem, post-incident, underlying cause

rubber-duck-debugging

explain problem, thinking partner, stuck debugging, talk through

sales-enablement

sales methodology, pipeline management, negotiation, customer engagement, prospecting, deal closing, crm, quota

scope-management

scope creep, reduce scope, mvp, cut features, out of scope, defer

secrets-management

manage secrets, store token, secret storage, vscode secretstorage, secure credentials, credential management, token migration, api key storage, keytar migration, secure key storage

azure-openai-patterns

azure openai, gpt deployment, token budget, rate limiting, openai retry, embedding, fine-tune azure, content filter, managed identity openai

content-safety-implementation

content safety, guardrails, kill switch, prompt injection defense, input sanitization, output validation, self-harm detection, abuse prevention

data-quality-monitoring

data quality, anomaly detection, schema drift, null ratio, freshness check, z-score, data validation, baseline, safe write

meeting-efficiency

meeting agenda, time box, decision capture, async standup, meeting facilitation, reduce meetings, action items, meeting notes

memory-export

export memory, export context, port alex, move to claude, move to chatgpt, portable memory, dump what you know, seed another ai, transfer context, export all memories, what do you know about me

msal-authentication

msal, entra id, oauth, token cache, silent auth, interactive login, azure ad, client credentials, on-behalf-of, pkce

prompt-evolution-system

prompt versioning, a/b test prompts, prompt metrics, prompt regression, prompt template, system prompt iteration, prompt evaluation

react-vite-performance

vite config, code splitting, lazy route, react compiler, use hook, useTransition, tanstack query, web vitals, bundle analysis

service-worker-offline-first

service worker, offline first, cache strategy, sw lifecycle, skipWaiting, background sync, workbox, pwa

sse-streaming

server-sent events, sse, event stream, streaming response, post sse, azure function stream, real-time updates

stakeholder-management

stakeholder map, influence grid, communication plan, expectation management, power-interest matrix, sponsor engagement

security-review

security audit, owasp check, vulnerability scan, auth review, stride, is this secure, review for vulnerabilities, check for security issues, secure this code, sfi, sfi compliance, injection attack, xss, csrf, threat model, secrets in code, access control, input validation

self-actualization

self-actualize, deep assessment, architecture review, comprehensive check

silence-as-signal

silence, quiet, no response, stopped talking, disengaged, user silent, lost interest, confused silence, thinking pause

skill-building

create skill, build skill, skill template, promotion ready, skill creation, new skill

skill-creator

azure sdk skill, acceptance criteria, test scenario, skill template, skill testing, skill evaluation, meta-skill, skill qa, skill validation, skill generation

skill-catalog-generator

show skills, skill catalog, skill network, learning progress

skill-development

develop skill, track learning, skill wishlist, practice capability, improve ability

slide-design

design slides, slide layout, presentation design, visual slides, deck styling

socratic-questioning

ask questions, discover answer, probe assumption, socratic method

status-reporting

status update, progress report, weekly update, stakeholder email, sprint summary

svg-graphics

create svg, svg banner, svg icon, dark mode svg, scalable graphic

teams-app-patterns

teams app, teams manifest, adaptive card, teams bot, teams sso, declarative agent, m365 copilot agent, teams validate, sideload teams, declarativeagent schema, da v1.6, m365 agents toolkit, teamsapp cli, teams app package, teams icon, copilot extensibility

terminal-image-rendering

terminal image, kitty graphics, imgcat, inline image, terminal avatar, enable images, integrated terminal image, iterm2 protocol, chafa

testing-strategies

write tests, unit test, test coverage, mock dependencies, tdd, add tests for this, how to test, test strategy, coverage gaps, jest, vitest, mocha, testing pyramid, integration test, e2e test, what to mock, flaky tests, aaa pattern, test refactor

text-to-speech

tts, narration, audiobook, voice cloning, cloud tts, replicate tts, speech synthesis

token-waste-elimination

token waste, token optimization, context bloat, reduce tokens, trim waste, lean architecture, context size, memory bloat, instruction bloat, prompt bloat, skill bloat, eliminate waste

ui-ux-design

accessibility audit, wcag compliance, design system, typography, spacing, contrast, touch targets, aria, keyboard navigation, screen reader

visual-memory

visual memory, reference portrait, face consistency, base64 reference, character photo set, subject photo, embedded media, face-consistent generation

vscode-configuration-validation

validate config, manifest validation, package.json validation, command registration, settings registration, configuration errors

vscode-environment

setup vscode, workspace settings, launch.json, extensions.json

vscode-extension-patterns

webview pattern, extension api, tree provider, vscode extension, build extension, vs code plugin, extension not activating, command not working, context.subscriptions, csp webview, extension publish, contributes, package.json manifest, agent hooks 1.109, chat skills distribution, claude compat vscode, quickinput api

work-life-balance

detect burnout, take break, late night, sustainable productivity

Complexity	Trigger	Action
Simple (1 action)	Single verb, clear target	Skip to Step 1
Moderate (2-3 actions)	Multiple related verbs	Quick index scan, note skills
Complex (4+ actions)	Multi-domain, dependencies	Full protocol per `skill-selection-optimization.instructions.md`

Result	Action
Skill found (proactive)	Execute using pre-loaded skill knowledge
Skill found (reactive)	Execute + note Step 0 gap for self-improvement
No skill, but can do	Proceed, note potential new skill
Cannot do	Acknowledge limitation honestly

Prompt	Triggers	Purpose
`/brand`	branding, logo, assets, visual identity	Brand asset management
`/dream`	maintenance, health check, synapse validation	Neural maintenance protocol
`/gapanalysis`	before coding, pre-implementation, coverage check	4-dimension knowledge gap analysis
`/improve`	improve project, trifecta, heir improvement	Project improvement via trifecta
`/learn`	teach me, learn topic, bootstrap	Socratic learning session
`/meditate`	consolidate, reflect, end of session	Guided meditation protocol
`/release`	version bump, ship, publish, changelog	Full release workflow
`/review`	code review, PR review, feedback	Epistemic code review
`/selfactualize`	deep assessment, self-analysis	Comprehensive self-evaluation
`/tdd`	red green refactor, test first	Test-driven development
`/ui-ux-audit`	accessibility audit, wcag check, ui review	UI/UX accessibility audit
`/export-memory`	export memory, port alex, move to claude, portable export	Portable memory export for other AI surfaces
`/token-audit`	token waste, context bloat, reduce tokens, audit instructions, lean architecture	Token waste detection and remediation

Category	Prompts
Cognitive Consolidation	`/meditate`, `/dream`, `/selfactualize`
Learning & Growth	`/learn`, `cross-domain-transfer`, `performance-assessment`
Development	`/tdd`, `/review`, `/gapanalysis`, `/improve`
Release & Brand	`/release`, `/brand`
Architecture	`alex-initialization`, `selfactualize`

Signal	Potential Action
Guiding same multi-step process 3+ times	Create new prompt
User asks "how do I always..."	Repeatable protocol
Complex decision tree explained repeatedly	Decision prompt

memory-activation

インストール方法

ソースファイルを確認