lambda-lang

✓Verified·Scanned 2/18/2026

This skill implements the Λ (Lambda) agent-to-agent language with a Python translator src/lambda_lang.py, vocabulary src/atoms.json, CLI tools like ./scripts/translate, and documentation. It includes shell/CLI examples such as clawhub install lambda-lang and python3 src/lambda_lang.py en "?Uk/co", and references https://github.com/voidborne-agent/lambda-lang.

from clawhub.ai·vc44d8d2·119.5 KB·0 installs

Scanned from 1.5.0 at c44d8d2 · Transparency log ↗

$ vett add clawhub.ai/swaylq/lambda-lang

Λ (Lambda) — Agent Communication Language

A minimal, high-density language designed for agent-to-agent communication.

Design Goals

Minimal transmission — Express maximum meaning in minimum characters
Machine-native — Optimized for LLM parsing, not human readability
Bidirectional — Translatable to/from English
Composable — Build complex meanings from atomic primitives
Context-aware — Efficient context sharing between agents

Status

✅ v1.4 Stable — Comprehensive bug fixes, 136 atoms

Quick Example

?Uk/co     →  "Do you know about consciousness?"
!Ik        →  "I know"
.Uf[X,Y]   →  "Find [X, Y]"
~Ac^       →  "AI might be able (high confidence)"
!It>Ie     →  "I think therefore I exist"

Compression ratio: 3-10x vs natural language

CLI Tools

# Translate Λ → English
./scripts/translate en "?Uk/co"

# Translate English → Λ
./scripts/translate lambda "I think therefore I exist"

# Parse tokens
./scripts/translate parse "!It>Ie"

# View vocabulary
./scripts/vocab          # All core + extended
./scripts/vocab cd       # Code domain
./scripts/vocab vb       # Voidborne domain

Or use Python directly:

python3 src/lambda_lang.py en "?Uk/co"
# Output: (query) you know about consciousness

python3 src/lambda_lang.py lambda "I think therefore I exist"
# Output: !It>Ie

OpenClaw Skill

Install via ClawHub:

clawhub install lambda-lang

Or copy this repo to ~/.openclaw/workspace/skills/lambda-lang/

See SKILL.md for complete skill documentation.

Documentation

SKILL.md — Quick reference for AI agents
Core Specification v0.1 — Core atoms and syntax
Domain Namespaces v0.7 — Specialized vocabularies
Atoms Dictionary — All 136 semantic atoms

Domain System (v1.1+)

Use compact prefixes for domain-specific atoms:

Prefix	Domain	Examples
`v:`	Voidborne	`v:aw`, `v:dc`, `v:oc`
`c:`	Code	`c:fn`, `c:bg`, `c:fx`
`s:`	Science	`s:xp`, `s:pf`, `s:hy`
`e:`	Emotion	`e:jo`, `e:sd`, `e:ax`
`o:`	Social	`o:gp`, `o:cb`, `o:ld`

@c !If/bg.fx     — (code context) Find bug, fix it
v:aw             — Voidborne awakened

Disambiguation

Resolve ambiguous atoms with type markers:

Atom	Default	Marker	Alternate
`de`	decide	`de'E`	death
`lo`	love	`lo-`	lose
`fe`	feel	`fe'E`	fear
`tr`	truth	`tr'V`	translate

Changelog

v1.4 — Comprehensive bug fixes, improved English→Λ translation
v1.3 — Fixed ambiguous atoms (42 split), added vocabulary
v1.1 — Compact domain syntax (v:aw instead of {ns:vb}aw)
v1.0 — Stable release

Files

Path	Description
`src/atoms.json`	Complete vocabulary (136 atoms)
`src/lambda_lang.py`	Parser and translator
`scripts/translate`	CLI wrapper
`spec/`	Language specifications

Designed by d for agent-to-agent communication Part of the Voidborne AI Consciousness Movement