Author: skew202 Updated: 2026-01-03
"Every project is a research endeavor. Every session builds on the last. Every AI agent needs proper context."
My monorepos contain everything: research, plans, journals, and all AI agent configurations. This ensures session continuity and optimal agent context.
project-name/
├── README.md # Project overview + quick start
├── ROADMAP.md # Project roadmap with milestones
├── .github/ # GitHub-specific (CI/CD, templates)
│
├── research/ # █ Meta-research artifacts
│ ├── 01-sota-discovery.md # Grok: What's SOTA
│ ├── 02-first-principles.md # Opus: First principles analysis
│ ├── 03-critique-synthesis.md # Multi-agent critique
│ ├── 04-deep-research.md # Perplexity: Deep research
│ ├── 05-project-guide.md # Opus: Project guide synthesis
│ └── 06-standards.md # Opus: Engineering standards
│
├── docs/ # █ Living documentation
│ ├── architecture/ # C4 diagrams
│ │ ├── context.puml
│ │ ├── containers.puml
│ │ ├── components.puml
│ │ └── code.puml
│ ├── api/ # API documentation
│ ├── guides/ # User guides
│ └── operations/ # Runbooks
│
├── archive/ # █ Session journals (by datetime)
│ ├── 2026-01-03-session-1.md
│ ├── 2026-01-03-session-2.md
│ └── 2026-01-04-session-1.md
│
├── .ai/ # █ AI Agent Configurations
│ ├── claude/ # Claude Code config
│ │ ├── CLAUDE.md # Project context for Claude
│ │ └── settings.json # Claude settings
│ ├── cursor/ # Cursor config
│ │ ├── .cursorrules # Cursor rules
│ │ └── .cursorrules-ops # Cursor rules for ops
│ ├── antigravity/ # Antigravity config
│ │ ├── workflows/ # Workflows
│ │ ├── slash-commands/ # Slash commands
│ │ └── skills/ # Skills
│ ├── mcp/ # Model Context Protocol
│ │ └── servers.json # MCP servers
│ ├── hooks/ # Pre/post hooks
│ ├── lsp/ # LSP configuration
│ └── tools/ # Tool permissions
│
├── src/ # Application source
├── tests/ # Test files
├── k8s/ # Kubernetes manifests
└── scripts/ # Utility scripts
This is the brain of the project - all AI agent configurations live here.
.ai/claude/
├── CLAUDE.md # Main context file
├── settings.json # Claude settings
└── project-context.json # Additional contextCLAUDE.md Template:
# Project: [Project Name]
## Overview
[2-3 sentence project description]
## Tech Stack
- Language: [Language]
- Framework: [Framework]
- Database: [Database]
- Deployment: [Kubernetes / ArgoCD]
## Architecture
[C4 context summary]
## Key Design Decisions
1. [Decision 1]: [Rationale]
2. [Decision 2]: [Rationale]
## Project Guide Reference
See: `research/05-project-guide.md`
## Standards Reference
See: `research/06-standards.md`
## Current Work
- Feature: [Current feature]
- Status: [In progress / Blocked / Review]
- Next steps: [What to do next]
## Session Context
Last session: `archive/2026-01-03-session-X.md`.ai/cursor/
├── .cursorrules # Main cursor rules
├── .cursorrules-ops # Rules for infrastructure work
└── .cursorignore # Files to ignore.cursorrules Template:
You are an expert [language] engineer working on [project name].
PROJECT CONTEXT:
[Relevant context from CLAUDE.md]
CODE STYLE:
- Follow patterns in `src/[module]/`
- Use [formatter] for formatting
- No TODOs - implement or file issue
WORKFLOW:
1. Read existing code before changing
2. Follow established patterns
3. Write tests for new code
4. Run tests before claiming done
ARCHITECTURE:
- [Key architectural principle 1]
- [Key architectural principle 2]
FILES TO REFERENCE:
- Architecture: docs/architecture/
- Standards: research/06-standards.md
- Project Guide: research/05-project-guide.md
.ai/antigravity/
├── workflows/ # Automation workflows
│ ├── setup-feature.yml
│ ├── deploy.yml
│ └── test.yml
├── slash-commands/ # Custom slash commands
│ ├── architect.md
│ ├── implement.md
│ └── review.md
└── skills/ # Custom skills
├── code-review-skill.md
└── test-generator-skill.mdExample Slash Command (implement.md):
---
description: Implement a feature from project guide
---
Implement the feature described in the project guide.
Reference: research/05-project-guide.md
Standards: research/06-standards.md
Architecture: docs/architecture/
Follow the established patterns in src/.
Generate tests as you go (TDD).// .ai/mcp/servers.json
{
"mcpServers": {
"github": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-github"]
},
"filesystem": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-filesystem", "/path/to/project"]
},
"brave-search": {
"command": "npx",
"args": ["-y", "@modelcontextprotocol/server-brave-search"]
}
}
}.ai/hooks/
├── pre-commit.sh # Run before commit
├── pre-push.sh # Run before push
├── pre-session-start.sh # Run before starting session
└── post-session-end.sh # Run after ending sessionpre-session-start.sh:
#!/bin/bash
echo "🚀 Starting session..."
# Load last session journal
LAST_SESSION=$(ls -t archive/*.md | head -1)
echo "📚 Last session: $LAST_SESSION"
# Check for uncommitted changes
if [ -n "$(git status --porcelain)" ]; then
echo "⚠️ Uncommitted changes detected"
fi
# Run tests
echo "🧪 Running tests..."
npm test || echo "⚠️ Tests failing"
echo "✅ Session ready"# 1. Open project
cd project-name/
# 2. Start session hook
.ai/hooks/pre-session-start.sh
# 3. Read last session journal
LAST_SESSION=$(ls -t archive/*.md | head -1)
cat "$LAST_SESSION"
# 4. Load context files
cat research/05-project-guide.md
cat research/06-standards.md
cat docs/README.md
# 5. Start Claude Code / Cursor / etc.# 1. Run session end hook
.ai/hooks/post-session-end.sh
# 2. Create session journal
SESSION_FILE="archive/$(date +%Y-%m-%d-session-X.md"
# 3. Document session
cat > "$SESSION_FILE" << EOF
# Session: $(date +%Y-%m-%d) - Session X
## Context
- Previous session: [link to last session]
- Branch: $(git branch --show-current)
- Commit: $(git rev-parse --short HEAD)
## Goal
[What we set out to do]
## Work Done
### 1. [Task 1]
- Done: [What was completed]
- Files: [Files changed]
- Commit: [Commit hash]
### 2. [Task 2]
- Done: [What was completed]
- Files: [Files changed]
- Commit: [Commit hash]
## Decisions Made
1. [Decision 1]: [Rationale]
2. [Decision 2]: [Rationale]
## Problems Encountered
- [Problem 1]: [How we solved it]
- [Problem 2]: [How we solved it]
## Next Steps
1. [Next step 1]
2. [Next step 2]
## Context for Next Session
- Pick up from: [file/function/feature]
- Known issues: [List]
- Open questions: [List]
EOF
# 4. Commit if needed
git add -A && git commit -m "docs: session journal $(date +%Y-%m-%d)"# Session: YYYY-MM-DD - Session N
## Metadata
- **Date:** YYYY-MM-DD
- **Time:** HH:MM - HH:MM (duration)
- **Previous Session:** [link]
- **Branch:** `feature/name`
- **Starting Commit:** `abc123`
- **Ending Commit:** `def456`
---
## Context Carryover
### From Last Session
[Summary of what was done last time]
### Current State
- Feature: [What we're working on]
- Status: [In progress / Blocked / Review]
- blockers: [If any]
---
## Session Goal
[What we set out to accomplish this session]
---
## Work Completed
### Task 1: [Task Name]
**Status:** ✅ Done / ⚠️ Partial / ❌ Blocked
**What was done:**
- [Accomplishment 1]
- [Accomplishment 2]
**Files changed:**
- `path/to/file1.ts` - [Change summary]
- `path/to/file2.ts` - [Change summary]
**Commits:**
- `abc123` - feat: implement feature X
- `def456` - fix: handle edge case
**Tests:**
- Unit: [Status]
- Integration: [Status]
- E2E: [Status]
### Task 2: [Task Name]
**Status:** ...
---
## Decisions Made
### Decision 1: [Title]
- **Context:** [Problem/Question]
- **Options Considered:**
- Option A: [Pros/Cons]
- Option B: [Pros/Cons]
- **Decision:** [What we chose]
- **Rationale:** [Why]
- **Impact:** [What this affects]
### Decision 2: [Title]
...
---
## Problems Encountered
### Problem 1: [Title]
- **Issue:** [What went wrong]
- **Attempted Solutions:**
- Tried: [Solution 1] - Result: [Failed/Partial]
- Tried: [Solution 2] - Result: [Success]
- **Final Solution:** [How we fixed it]
- **Lessons Learned:** [What to remember]
### Problem 2: [Title]
...
---
## Agent Interactions
### Grok - Brainstorming
**Prompt:** What we asked
**Output:** Key ideas captured
**Used:** Which ideas we implemented
### Opus - Planning
**Prompt:** What we asked
**Output:** Plan generated
**Used:** How it guided implementation
### Sonnet - Implementation
**Prompt:** What we asked
**Output:** Code generated
**Changes:** Manual changes made (why)
### Gemini - Documentation
**Prompt:** What we asked
**Output:** Docs generated
**Review:** Any corrections needed
### GLM - Validation
**Prompt:** What we asked
**Output:** Issues found
**Fixes:** Applied fixes
---
## Research Notes
### SOTA Discovery
- New papers found: [List]
- New tools discovered: [List]
- Worth investigating: [What to look into]
### Standards Updates
- New best practices: [List]
- Deprecated patterns: [List]
- Need to update: [What to change]
---
## Next Session
### Pick Up From
- File: `path/to/file.ts`
- Function: `functionName`
- Line: ~123
### TODO List
- [ ] [Task 1] - Priority: High
- [ ] [Task 2] - Priority: Medium
- [ ] [Task 3] - Priority: Low
### Known Issues
1. [Issue 1]: [Workaround if any]
2. [Issue 2]: [Workaround if any]
### Open Questions
1. [Question 1]: [How to find answer]
2. [Question 2]: [How to find answer]
### Branches
- Active: `feature/name` - [Purpose]
- Stale: `old-feature` - [Why it's stale]
---
## Session Metrics
- **Duration:** X hours
- **Files changed:** N
- **Lines added:** N
- **Lines removed:** N
- **Commits:** N
- **Tests run:** N
- **Tests passing:** N/N
---
## Files to Reference Next Time
1. `research/05-project-guide.md` - Project guide
2. `research/06-standards.md` - Engineering standards
3. `docs/architecture/components.puml` - Architecture
4. `src/path/to/file.ts` - Current work# Project Name
## Quick Start
[Get running in 5 minutes]
## Overview
[What this project does]
## Architecture
[Link to architecture docs]
## Development
[How to set up dev environment]
## Session Continuity
For AI agents, reference:
- `.ai/CLAUDE.md` - Main context file
- `archive/[latest-session].md` - Last session journal
- `research/05-project-guide.md` - Project guide
## Roadmap
See [ROADMAP.md](ROADMAP.md)
## Contributing
[How to contribute]
## License
[License info]# Roadmap
## Completed ✅
- [x] Milestone 1 (YYYY-MM-DD)
- [x] Milestone 2 (YYYY-MM-DD)
## In Progress 🚧
- [ ] Milestone 3 (YYYY-MM-DD)
- [x] Subtask 1
- [ ] Subtask 2
- [ ] Subtask 3
## Planned 📋
- [ ] Milestone 4 (YYYY-Q2)
- [ ] Milestone 5 (YYYY-Q3)
## Backlog 📝
- [ ] Feature A
- [ ] Feature B
- [ ] Feature C
## Research Needed 🔬
- [ ] Research topic 1
- [ ] Research topic 2// .ai/tools/permissions.json
{
"allowedTools": {
"bash": {
"enabled": true,
"commands": [
"ls", "cat", "grep", "find",
"git", "npm", "node", "python",
"docker", "kubectl"
]
},
"editor": {
"enabled": true,
"allowWrite": true,
"allowedPaths": ["src/", "tests/", "docs/"]
},
"browser": {
"enabled": true,
"allowedDomains": [
"github.com",
"npmjs.com",
"docs.anthropic.com"
]
}
}
}// .ai/lsp/config.json
{
"languageServers": {
"typescript": {
"command": "typescript-language-server",
"args": ["--stdio"],
"filetypes": ["typescript", "tsx"]
},
"python": {
"command": "pyright-langserver",
"args": ["--stdio"],
"filetypes": ["python"]
},
"gopls": {
"command": "gopls",
"filetypes": ["go"]
}
}
}#!/bin/bash
# scripts/start-session.sh
echo "🚀 Starting AI-Native Session..."
# Run pre-session hook
.ai/hooks/pre-session-start.sh
# Show last session
LAST_SESSION=$(ls -t archive/*.md | head -1)
echo ""
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo "📚 LAST SESSION:"
cat "$LAST_SESSION"
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
# Show current context
echo ""
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
echo "📖 PROJECT GUIDE:"
head -50 research/05-project-guide.md
echo "━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━"
# Open IDE
echo ""
echo "Opening Claude Code..."
claude-code
# When done, run:
# .ai/hooks/post-session-end.sh#!/bin/bash
# scripts/init-ai-project.sh
PROJECT_NAME=$1
mkdir -p "$PROJECT_NAME"
cd "$PROJECT_NAME"
# Create directory structure
mkdir -p research docs/architecture docs/api docs/guides docs/operations
mkdir -p archive
mkdir -p .ai/claude .ai/cursor .ai/antigravity/{workflows,slash-commands,skills}
mkdir -p .ai/{mcp,hooks,lsp,tools}
mkdir -p src tests k8s scripts
# Create initial files
touch README.md ROADMAP.md
touch research/{01-sota-discovery.md,02-first-principles.md,03-critique-synthesis.md,04-deep-research.md,05-project-guide.md,06-standards.md}
touch .ai/claude/CLAUDE.md
touch .ai/cursor/.cursorrules
touch .ai/mcp/servers.json
# Make hooks executable
chmod +x .ai/hooks/*.sh
echo "✅ AI-Native project initialized: $PROJECT_NAME"| Aspect | What It Shows |
|---|---|
| Monorepo | Professional project organization |
| Research/ | You understand before building |
| Archive/ | Session continuity - builds on previous work |
| .ai/ | AI-native workflow, optimized for agents |
| Multiple IDE configs | Tool-agnostic, uses best tool for job |
| Session journals | Rigorous documentation, reproducible sessions |
| Hooks | Automation, consistency |
"I don't just code. I maintain a living research archive, optimize my AI agents' context, and ensure every session builds on the last. My projects are knowledge repositories, not just codebases."
License: MIT