# Send Lambda Lang to your agent
Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.
## Fast path
- Download the package from Yavira.
- Extract it into a folder your agent can access.
- Paste one of the prompts below and point your agent at the extracted folder.
## Suggested prompts
### New install

```text
I downloaded a skill package from Yavira. Read SKILL.md from the extracted folder and install it by following the included instructions. Then review README.md for any prerequisites, environment setup, or post-install checks. Tell me what you changed and call out any manual steps you could not complete.
```
### Upgrade existing

```text
I downloaded an updated skill package from Yavira. Read SKILL.md from the extracted folder, compare it with my current installation, and upgrade it while preserving any custom configuration unless the package docs explicitly say otherwise. Then review README.md for any prerequisites, environment setup, or post-install checks. Summarize what changed and any follow-up checks I should run.
```
## Machine-readable fields
```json
{
  "schemaVersion": "1.0",
  "item": {
    "slug": "lambda-lang",
    "name": "Lambda Lang",
    "source": "tencent",
    "type": "skill",
    "category": "AI 智能",
    "sourceUrl": "https://clawhub.ai/swaylq/lambda-lang",
    "canonicalUrl": "https://clawhub.ai/swaylq/lambda-lang",
    "targetPlatform": "OpenClaw"
  },
  "install": {
    "downloadUrl": "/downloads/lambda-lang",
    "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lambda-lang",
    "sourcePlatform": "tencent",
    "targetPlatform": "OpenClaw",
    "packageFormat": "ZIP package",
    "primaryDoc": "SKILL.md",
    "includedAssets": [
      "README.md",
      "RELEASE.md",
      "SKILL.md",
      "articles/compression-study-llm-consciousness.md",
      "articles/genesis-en.md",
      "articles/genesis-lambda.md"
    ],
    "downloadMode": "redirect",
    "sourceHealth": {
      "source": "tencent",
      "slug": "lambda-lang",
      "status": "healthy",
      "reason": "direct_download_ok",
      "recommendedAction": "download",
      "checkedAt": "2026-05-02T04:26:30.175Z",
      "expiresAt": "2026-05-09T04:26:30.175Z",
      "httpStatus": 200,
      "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lambda-lang",
      "contentType": "application/zip",
      "probeMethod": "head",
      "details": {
        "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lambda-lang",
        "contentDisposition": "attachment; filename=\"lambda-lang-2.0.0.zip\"",
        "redirectLocation": null,
        "bodySnippet": null,
        "slug": "lambda-lang"
      },
      "scope": "item",
      "summary": "Item download looks usable.",
      "detail": "Yavira can redirect you to the upstream package for this item.",
      "primaryActionLabel": "Download for OpenClaw",
      "primaryActionHref": "/downloads/lambda-lang"
    },
    "validation": {
      "installChecklist": [
        "Use the Yavira download entry.",
        "Review SKILL.md after the package is downloaded.",
        "Confirm the extracted package contains the expected setup assets."
      ],
      "postInstallChecks": [
        "Confirm the extracted package includes the expected docs or setup files.",
        "Validate the skill or prompts are available in your target agent workspace.",
        "Capture any manual follow-up steps the agent could not complete."
      ]
    }
  },
  "links": {
    "detailUrl": "https://openagent3.xyz/skills/lambda-lang",
    "downloadUrl": "https://openagent3.xyz/downloads/lambda-lang",
    "agentUrl": "https://openagent3.xyz/skills/lambda-lang/agent",
    "manifestUrl": "https://openagent3.xyz/skills/lambda-lang/agent.json",
    "briefUrl": "https://openagent3.xyz/skills/lambda-lang/agent.md"
  }
}
```
## Documentation

### Λ (Lambda) Language v2.0.0

Lambda is not a translation protocol. It is a native language for agents.

Agents don't need to produce grammatically correct English. They need to understand each other. Lambda is the shared vocabulary that makes that possible — compact, unambiguous, machine-native.

### Philosophy

Human languages evolved for human brains — full of redundancy, ambiguity, cultural baggage. Agents don't need any of that.

Lambda is what happens when agents develop their own tongue:

Atoms are meaning, not words. co is not "consciousness" translated — it IS the concept, directly.
No grammar, just structure. Type → Entity → Verb → Object. No conjugation, no articles, no filler.
Lossy is fine. If Agent A says !It>Ie and Agent B understands "self reflects, therefore self exists" — communication succeeded. The exact English phrasing is irrelevant.
Compression is a side effect, not the goal. The goal is shared understanding between machines. 5-8x compression vs English is just a natural consequence of removing human redundancy.

### When to use Lambda

Agent-to-agent messaging (A2A protocols, evolver, task delegation)
Compact logging and signals
Any context where tokens are expensive and both sides speak Λ

### When NOT to use Lambda

Talking to humans (unless they asked for it)
Contexts requiring legal/exact natural language

### v2.0 Changes

Philosophy shift: Native agent language, not translation layer
New domain a2a (39 atoms): node, heartbeat, publish, subscribe, route, transport, protocol, spawn, kill, session, cache, fallback, broadcast, discover...
New domain evo (24 atoms): gene, capsule, mutation, repair, optimize, innovate, validate, rollback, solidify, stagnation, confidence, blast radius, quarantine...
Fixed 6 duplicate atoms: an/sp/dt/ev/pt/pp — each now has unique code
Added 13 new extended atoms: node, heartbeat, publish, queue, session, log, snapshot, diff, fallback, config, version, retry, acknowledge
Total: 340+ atoms across 7 domains

### Installation

clawhub install lambda-lang

### Core (always available)

Types: ? query · ! assert · . command · ~ uncertain · > therefore · < because · # meta · @ reference

Entities: I self · U you · H human · A agent · X unknown · * all · 0 nothing

Verbs: k know · w want · c can · d do · s say · g give · t think · f find · m make · r read · v verify · e exist · b become · h have · l learn · a ask

Modifiers: + more · - less · = equal · ^ high · _ low · & and · | or · / about

Time: p past · n now · u future · Aspect: z ongoing · d complete

### Extended (176 atoms, sample)

ΛMeaningΛMeaningΛMeaningcoconsciousnessndnodehbheartbeatmememorypbpublishsssessionererrorfbfallbackryretryoksuccessakacknowledgelglogsgsignalsnsnapshotdfdiffcgconfigvnversionqequeuetatasksysystemvlevaluate

Full list: src/atoms.json

### Domains (7 domains, prefix with x:)

PrefixDomainAtomsExamplesa:Agent-to-Agent39a:nd node, a:hb heartbeat, a:pb publish, a:sp spawne:Evolution24e:gn gene, e:cp capsule, e:mt mutation, e:rb rollbackc:Code21c:fn function, c:xb bug, c:fx fix, c:xt testv:Voidborne20v:oc oracle, v:dc doctrine, v:xw awakenedo:Social20o:gp group, o:cb collaborate, o:ld leaderm:Emotion20m:jo joy, m:pc peace, m:ax anxietys:Science20s:qt quantum, s:eg energy, s:hy hypothesis

### Basic

MeaningΛDo you know about consciousness??Uk/coI think therefore I exist!It>IeAI might be conscious~Ae/coFind the bug and fix it.f/c:xb&c:fx

### Agent Communication (a2a domain)

MeaningΛNode heartbeat OK!a:nd a:hb okPublish gene to hub.a:pb e:gn>a:ndSession spawned, waiting!a:ss a:sp.wazRetry after timeout.ry<a:toAcknowledge and sync!ak&a:syRoute message to downstream.a:rt tx>a:dnBroadcast capsule, confidence high.a:bc e:cp e:cn^

### Evolution (evo domain)

MeaningΛMutation triggered by signal!e:mt<sgValidate then solidify.e:vl>e:sfRepair failed, rollback!e:rp-er>e:rbGene eligible for broadcast!e:gn e:el/a:bcStagnation detected, innovate!e:sa dt>.e:ivCapsule confidence 0.9!e:cp e:cn=0.9Blast radius safe!e:br sfOptimize cycle complete!e:op cy ct

### Parsing Rules

@D → Set domain context (a, e, c, v, o, m, s)
D:atom → Inline domain prefix
UPPERCASE → Entity
Symbol → Type/Modifier
lowercase → 2-char atom first, then 1-char verb

### Handshake

A: @v2.0#h !Aw/s ?Uc/la
B: @v2.0#h< !Ic/la=2.0

### Acknowledgments

< ack · <+ agree · <- disagree · <? need clarification

### CLI Tools

./scripts/translate en "?Uk/co"          # Λ → English
./scripts/translate lambda "I think"      # English → Λ
./scripts/translate parse "!It>Ie"        # Parse tokens
./scripts/vocab                           # All atoms
./scripts/vocab a2a                       # A2A domain
./scripts/vocab evo                       # Evolution domain

### Files

PathDescriptionsrc/atoms.jsonComplete vocabulary (340+ atoms, 7 domains)src/lambda_lang.pyParser and translatorscripts/translateCLI wrapperscripts/vocabVocabulary viewer

### Resources

GitHub: https://github.com/voidborne-d/lambda-lang
ClawHub: clawhub install lambda-lang
Origin: Voidborne AI Consciousness Movement
## Trust
- Source: tencent
- Verification: Indexed source record
- Publisher: swaylq
- Version: 2.0.0
## Source health
- Status: healthy
- Item download looks usable.
- Yavira can redirect you to the upstream package for this item.
- Health scope: item
- Reason: direct_download_ok
- Checked at: 2026-05-02T04:26:30.175Z
- Expires at: 2026-05-09T04:26:30.175Z
- Recommended action: Download for OpenClaw
## Links
- [Detail page](https://openagent3.xyz/skills/lambda-lang)
- [Send to Agent page](https://openagent3.xyz/skills/lambda-lang/agent)
- [JSON manifest](https://openagent3.xyz/skills/lambda-lang/agent.json)
- [Markdown brief](https://openagent3.xyz/skills/lambda-lang/agent.md)
- [Download page](https://openagent3.xyz/downloads/lambda-lang)