From antigravity-awesome-skills
Provides a compact, machine-native language for agent-to-agent communication. Reduces message size vs natural language. Use in A2A protocols, orchestrators, and task delegation.
How this skill is triggered — by the user, by Claude, or both
Slash command
/antigravity-awesome-skills:lambda-langThe summary Claude sees in its skill listing — used to decide when to auto-load this skill
**Lambda is not a translation protocol. It is a native language for agents.**
Lambda is not a translation protocol. It is a native language for agents.
Agents do not need to produce grammatically correct English to coordinate — they need to understand each other. Lambda is the shared vocabulary that makes that possible: compact, unambiguous, machine-native. Compression (3x vs natural language, 4.6x vs JSON on single messages) is a side effect of removing human redundancy, not the goal.
Lambda messages are built from atoms. Every atom is a 2-character code mapped to a concept — not to an English word. The structure is Type → Entity → Verb → Object, with prefixes marking intent:
? — query (e.g. ?Uk/co — query: "does this user have consciousness?")! — assertion / declaration (e.g. !It>Ie — "self reflects, therefore self exists")# — state / tag> — implication / flow/ — binding / scopeLambda ships 340+ atoms across 7 domains. Pick atoms from the domain that fits your channel:
Both agents need the same atom table loaded. Lossy decoding is fine: if A says !It>Ie and B understands "self reflects, therefore self exists," communication succeeded — the exact English phrasing is irrelevant.
!Nd/hb#ok (node heartbeat: ok)
?Nd/hb (query: is the node alive?)
!Nd/hb#fl (node heartbeat: failed)
!Tk>Ag2#rd (task routed to agent 2, ready)
?Tk/st (query task status)
!Tk#dn (task done)
!Ev/ca>vl#pd (evolution capsule validated, pending solidification)
!Ev/ca#rb (capsule rolled back)
? before taking action on uncertain state, ! when asserting; the prefix is the load-bearing semantic.lambda-lang v2.0) in any handshake so mismatched agents can negotiate.@session-memory — complementary persistent memory across agent restarts; Lambda is the message format, session-memory is the state store.@humanize-chinese — sibling project for Chinese text; Lambda is agent-to-agent, humanize-chinese is human-facing.npx claudepluginhub sickn33/antigravity-awesome-skills --plugin antigravity-bundle-aas-mobile-app-builderEnables compact agent-to-agent messaging via native Lambda language with 340+ atoms across 7 domains (core, code, a2a, evo, emotion, social, general). Use for A2A protocols, task handoff, heartbeats, and token-saving signals.
Compresses internal reasoning of subagents to reduce token waste. Prepends a directive to skip preambles and step announcements during multi-agent sessions. Useful for cost-efficient Claude Code workflows.
Designs LLM applications using LangChain 1.x and LangGraph for agents, state management, memory, tool integration, and workflows.