- macOS: 13 (Ventura) or later
- Swift: 5.8+ toolchain — ships with Xcode 15+, or install the standalone Swift toolchain
- Xcode: 15+ (required only for the GUI app or for Xcode-based development)
- Disk space: ~50 MB for source + build artifacts
No external package dependencies. swift package resolve is a no-op beyond the standard library.
git clone https://github.com/mazze93/context-synapse.git
cd context-synapse# Release build (optimized — recommended)
swift build -c release --product contextsynapse
# Debug build (for development)
swift build --product contextsynapse.build/release/contextsynapse "Draft a reply to this email"
# → [Concise] [Create] [Work]: Draft a reply to this emailsudo cp .build/release/contextsynapse /usr/local/bin/
# Or install to ~/bin without sudo
mkdir -p ~/bin
cp .build/release/contextsynapse ~/bin/
echo 'export PATH="$HOME/bin:$PATH"' >> ~/.zshrc
source ~/.zshrcThe GUI (ContextSynapseApp) is a SwiftUI executable. Use Xcode to build a proper .app bundle with code signing; SPM produces an unsigned command-line executable.
Option A — Xcode (recommended for running the app)
open Package.swift # opens the package in XcodeIn Xcode:
- Select the
ContextSynapseAppscheme. - Product → Build (⌘B) or Product → Run (⌘R).
Option B — SPM command line (produces an unsigned executable, not an .app bundle)
swift build -c release --product ContextSynapseApp
.build/release/ContextSynapseAppswift build -c release # builds SynapseCore, contextsynapse, and ContextSynapseAppswift build # required — some tests invoke the CLI binary directly
swift test --parallel
swift test --filter BayesianConvergenceTests # run a specific suite# Assemble a prompt (stochastic picks from current weights)
contextsynapse "your query"
# Force specific dimensions
contextsynapse "your query" --intent Create --tone Technical --domain Work
# Apply positive / negative feedback
contextsynapse "your query" --feedback good
contextsynapse "your query" --feedback bad
# Contextual triggers
contextsynapse "your query" --app Notes --focus DoNotDisturb --time 14:30
# Multi-user namespaces
contextsynapse "your query" --user alice
# Export state
contextsynapse --export snapshot.json --metadata project=myapp
# Import state (replace or merge)
contextsynapse --import snapshot.json
contextsynapse --import snapshot.json --merge
# Fault injection (resilience research)
CONTEXT_SYNAPSE_FAULT_PROB=0.4 contextsynapse "test query"Full flag reference is in README.md.
~/Library/Application Support/ContextSynapse/
└── users/
└── default/
├── config.json # weights + Bayesian priors (plain JSON)
├── regions.json # named embedding vectors
└── logs/ # per-run JSON logs
On first run, defaults are seeded automatically from the built-in defaultWeights(). You can also copy default_config.json from the repository to pre-populate the config:
mkdir -p ~/Library/Application\ Support/ContextSynapse/users/default
cp default_config.json ~/Library/Application\ Support/ContextSynapse/users/default/config.jsonThe config.json format (all values start at 1.0 — uniform priors):
{
"intents": { "Summarize": 1.0, "Create": 1.0, "Analyze": 1.0, "Brainstorm": 1.0, "ActionableSteps": 1.0 },
"tones": { "Concise": 1.0, "Technical": 1.0, "Casual": 1.0, "Persuasive": 1.0, "Creative": 1.0 },
"domains": { "Work": 1.0, "Personal": 1.0, "GameDesign": 1.0, "Marketing": 1.0, "Writing": 1.0 },
"triggers": {
"app.Mail": { "Create": 1.6, "ActionableSteps": 1.2 },
"app.Notes": { "Create": 1.7, "Creative": 1.4 },
"time.morning": { "Analyze": 1.25 },
"focus.DoNotDisturb": { "Concise": 1.6 }
},
"priors": {
"intents": { "Summarize": {"alpha": 1, "beta": 1}, "Create": {"alpha": 1, "beta": 1}, "Analyze": {"alpha": 1, "beta": 1}, "Brainstorm": {"alpha": 1, "beta": 1}, "ActionableSteps": {"alpha": 1, "beta": 1} },
"tones": { "Concise": {"alpha": 1, "beta": 1}, "Technical": {"alpha": 1, "beta": 1}, "Casual": {"alpha": 1, "beta": 1}, "Persuasive": {"alpha": 1, "beta": 1}, "Creative": {"alpha": 1, "beta": 1} },
"domains": { "Work": {"alpha": 1, "beta": 1}, "Personal": {"alpha": 1, "beta": 1}, "GameDesign": {"alpha": 1, "beta": 1}, "Marketing": {"alpha": 1, "beta": 1}, "Writing": {"alpha": 1, "beta": 1} }
}
}Build fails with "Cannot find module"
swift package clean
swift package resolve
swift build -c release"command not found: contextsynapse"
# Confirm binary exists
ls .build/release/contextsynapse
# Use absolute path, or install to PATH (see step 4 above)GUI app crashes on launch
- Confirm macOS 13+
- Check Console.app for crash reports
- Build in Xcode for richer diagnostics (Xcode scheme → Product → Run)
Permission denied installing to /usr/local/bin
Use sudo, or install to ~/bin (no sudo required — see step 4 above).
# Remove CLI
sudo rm /usr/local/bin/contextsynapse
# Remove all state and logs
rm -rf ~/Library/Application\ Support/ContextSynapse/See SECURITY.md for the vulnerability disclosure policy, release artifact verification steps (SHA-256, SBOM, notarization), and supported versions.