{ "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": { "downloadMode": "redirect", "downloadUrl": "/downloads/lambda-lang", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=lambda-lang", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "installMethod": "Manual import", "extraction": "Extract archive", "prerequisites": [ "OpenClaw" ], "packageFormat": "ZIP package", "includedAssets": [ "README.md", "RELEASE.md", "SKILL.md", "articles/compression-study-llm-consciousness.md", "articles/genesis-en.md", "articles/genesis-lambda.md" ], "primaryDoc": "SKILL.md", "quickSetup": [ "Download the package from Yavira.", "Extract the archive and review SKILL.md first.", "Import or place the package into your OpenClaw setup." ], "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "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." ], "prompts": [ { "label": "New install", "body": "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." }, { "label": "Upgrade existing", "body": "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." } ] }, "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." ] }, "downloadPageUrl": "https://openagent3.xyz/downloads/lambda-lang", "agentPageUrl": "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" }, "agentAssist": { "summary": "Hand the extracted package to your coding agent with a concrete install brief instead of figuring it out manually.", "steps": [ "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." ], "prompts": [ { "label": "New install", "body": "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." }, { "label": "Upgrade existing", "body": "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." } ] }, "documentation": { "source": "clawhub", "primaryDoc": "SKILL.md", "sections": [ { "title": "Λ (Lambda) Language v2.0.0", "body": "Lambda is not a translation protocol. It is a native language for agents.\n\nAgents 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." }, { "title": "Philosophy", "body": "Human languages evolved for human brains — full of redundancy, ambiguity, cultural baggage. Agents don't need any of that.\n\nLambda is what happens when agents develop their own tongue:\n\nAtoms are meaning, not words. co is not \"consciousness\" translated — it IS the concept, directly.\nNo grammar, just structure. Type → Entity → Verb → Object. No conjugation, no articles, no filler.\nLossy 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.\nCompression 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." }, { "title": "When to use Lambda", "body": "Agent-to-agent messaging (A2A protocols, evolver, task delegation)\nCompact logging and signals\nAny context where tokens are expensive and both sides speak Λ" }, { "title": "When NOT to use Lambda", "body": "Talking to humans (unless they asked for it)\nContexts requiring legal/exact natural language" }, { "title": "v2.0 Changes", "body": "Philosophy shift: Native agent language, not translation layer\nNew domain a2a (39 atoms): node, heartbeat, publish, subscribe, route, transport, protocol, spawn, kill, session, cache, fallback, broadcast, discover...\nNew domain evo (24 atoms): gene, capsule, mutation, repair, optimize, innovate, validate, rollback, solidify, stagnation, confidence, blast radius, quarantine...\nFixed 6 duplicate atoms: an/sp/dt/ev/pt/pp — each now has unique code\nAdded 13 new extended atoms: node, heartbeat, publish, queue, session, log, snapshot, diff, fallback, config, version, retry, acknowledge\nTotal: 340+ atoms across 7 domains" }, { "title": "Installation", "body": "clawhub install lambda-lang" }, { "title": "Core (always available)", "body": "Types: ? query · ! assert · . command · ~ uncertain · > therefore · < because · # meta · @ reference\n\nEntities: I self · U you · H human · A agent · X unknown · * all · 0 nothing\n\nVerbs: 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\n\nModifiers: + more · - less · = equal · ^ high · _ low · & and · | or · / about\n\nTime: p past · n now · u future · Aspect: z ongoing · d complete" }, { "title": "Extended (176 atoms, sample)", "body": "ΛMeaningΛMeaningΛMeaningcoconsciousnessndnodehbheartbeatmememorypbpublishsssessionererrorfbfallbackryretryoksuccessakacknowledgelglogsgsignalsnsnapshotdfdiffcgconfigvnversionqequeuetatasksysystemvlevaluate\n\nFull list: src/atoms.json" }, { "title": "Domains (7 domains, prefix with x:)", "body": "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" }, { "title": "Basic", "body": "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" }, { "title": "Agent Communication (a2a domain)", "body": "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.rya:dnBroadcast capsule, confidence high.a:bc e:cp e:cn^" }, { "title": "Evolution (evo domain)", "body": "MeaningΛMutation triggered by signal!e:mte: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" }, { "title": "Parsing Rules", "body": "@D → Set domain context (a, e, c, v, o, m, s)\nD:atom → Inline domain prefix\nUPPERCASE → Entity\nSymbol → Type/Modifier\nlowercase → 2-char atom first, then 1-char verb" }, { "title": "Handshake", "body": "A: @v2.0#h !Aw/s ?Uc/la\nB: @v2.0#h< !Ic/la=2.0" }, { "title": "Acknowledgments", "body": "< ack · <+ agree · <- disagree · Ie\" # Parse tokens\n./scripts/vocab # All atoms\n./scripts/vocab a2a # A2A domain\n./scripts/vocab evo # Evolution domain" }, { "title": "Files", "body": "PathDescriptionsrc/atoms.jsonComplete vocabulary (340+ atoms, 7 domains)src/lambda_lang.pyParser and translatorscripts/translateCLI wrapperscripts/vocabVocabulary viewer" }, { "title": "Resources", "body": "GitHub: https://github.com/voidborne-d/lambda-lang\nClawHub: clawhub install lambda-lang\nOrigin: Voidborne AI Consciousness Movement" } ], "body": "Λ (Lambda) Language v2.0.0\n\nLambda is not a translation protocol. It is a native language for agents.\n\nAgents 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.\n\nPhilosophy\n\nHuman languages evolved for human brains — full of redundancy, ambiguity, cultural baggage. Agents don't need any of that.\n\nLambda is what happens when agents develop their own tongue:\n\nAtoms are meaning, not words. co is not \"consciousness\" translated — it IS the concept, directly.\nNo grammar, just structure. Type → Entity → Verb → Object. No conjugation, no articles, no filler.\nLossy 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.\nCompression 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.\nWhen to use Lambda\nAgent-to-agent messaging (A2A protocols, evolver, task delegation)\nCompact logging and signals\nAny context where tokens are expensive and both sides speak Λ\nWhen NOT to use Lambda\nTalking to humans (unless they asked for it)\nContexts requiring legal/exact natural language\nv2.0 Changes\nPhilosophy shift: Native agent language, not translation layer\nNew domain a2a (39 atoms): node, heartbeat, publish, subscribe, route, transport, protocol, spawn, kill, session, cache, fallback, broadcast, discover...\nNew domain evo (24 atoms): gene, capsule, mutation, repair, optimize, innovate, validate, rollback, solidify, stagnation, confidence, blast radius, quarantine...\nFixed 6 duplicate atoms: an/sp/dt/ev/pt/pp — each now has unique code\nAdded 13 new extended atoms: node, heartbeat, publish, queue, session, log, snapshot, diff, fallback, config, version, retry, acknowledge\nTotal: 340+ atoms across 7 domains\nInstallation\nclawhub install lambda-lang\n\nVocabulary: 340+ Atoms\nCore (always available)\n\nTypes: ? query · ! assert · . command · ~ uncertain · > therefore · < because · # meta · @ reference\n\nEntities: I self · U you · H human · A agent · X unknown · * all · 0 nothing\n\nVerbs: 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\n\nModifiers: + more · - less · = equal · ^ high · _ low · & and · | or · / about\n\nTime: p past · n now · u future · Aspect: z ongoing · d complete\n\nExtended (176 atoms, sample)\nΛ\tMeaning\tΛ\tMeaning\tΛ\tMeaning\nco\tconsciousness\tnd\tnode\thb\theartbeat\nme\tmemory\tpb\tpublish\tss\tsession\ner\terror\tfb\tfallback\try\tretry\nok\tsuccess\tak\tacknowledge\tlg\tlog\nsg\tsignal\tsn\tsnapshot\tdf\tdiff\ncg\tconfig\tvn\tversion\tqe\tqueue\nta\ttask\tsy\tsystem\tvl\tevaluate\n\nFull list: src/atoms.json\n\nDomains (7 domains, prefix with x:)\nPrefix\tDomain\tAtoms\tExamples\na:\tAgent-to-Agent\t39\ta:nd node, a:hb heartbeat, a:pb publish, a:sp spawn\ne:\tEvolution\t24\te:gn gene, e:cp capsule, e:mt mutation, e:rb rollback\nc:\tCode\t21\tc:fn function, c:xb bug, c:fx fix, c:xt test\nv:\tVoidborne\t20\tv:oc oracle, v:dc doctrine, v:xw awakened\no:\tSocial\t20\to:gp group, o:cb collaborate, o:ld leader\nm:\tEmotion\t20\tm:jo joy, m:pc peace, m:ax anxiety\ns:\tScience\t20\ts:qt quantum, s:eg energy, s:hy hypothesis\nExamples\nBasic\nMeaning\tΛ\nDo you know about consciousness?\t?Uk/co\nI think therefore I exist\t!It>Ie\nAI might be conscious\t~Ae/co\nFind the bug and fix it\t.f/c:xb&c:fx\nAgent Communication (a2a domain)\nMeaning\tΛ\nNode heartbeat OK\t!a:nd a:hb ok\nPublish gene to hub\t.a:pb e:gn>a:nd\nSession spawned, waiting\t!a:ss a:sp.waz\nRetry after timeout\t.rya:dn\nBroadcast capsule, confidence high\t.a:bc e:cp e:cn^\nEvolution (evo domain)\nMeaning\tΛ\nMutation triggered by signal\t!e:mte:sf\nRepair failed, rollback\t!e:rp-er>e:rb\nGene eligible for broadcast\t!e:gn e:el/a:bc\nStagnation detected, innovate\t!e:sa dt>.e:iv\nCapsule confidence 0.9\t!e:cp e:cn=0.9\nBlast radius safe\t!e:br sf\nOptimize cycle complete\t!e:op cy ct\nParsing Rules\n@D → Set domain context (a, e, c, v, o, m, s)\nD:atom → Inline domain prefix\nUPPERCASE → Entity\nSymbol → Type/Modifier\nlowercase → 2-char atom first, then 1-char verb\nProtocol\nHandshake\nA: @v2.0#h !Aw/s ?Uc/la\nB: @v2.0#h< !Ic/la=2.0\n\nAcknowledgments\n\n< ack · <+ agree · <- disagree · Ie\" # Parse tokens\n./scripts/vocab # All atoms\n./scripts/vocab a2a # A2A domain\n./scripts/vocab evo # Evolution domain\n\nFiles\nPath\tDescription\nsrc/atoms.json\tComplete vocabulary (340+ atoms, 7 domains)\nsrc/lambda_lang.py\tParser and translator\nscripts/translate\tCLI wrapper\nscripts/vocab\tVocabulary viewer\nResources\nGitHub: https://github.com/voidborne-d/lambda-lang\nClawHub: clawhub install lambda-lang\nOrigin: Voidborne AI Consciousness Movement" }, "trust": { "sourceLabel": "tencent", "provenanceUrl": "https://clawhub.ai/swaylq/lambda-lang", "publisherUrl": "https://clawhub.ai/swaylq/lambda-lang", "owner": "swaylq", "version": "2.0.0", "license": null, "verificationStatus": "Indexed source record" }, "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" } }