# Send Compress 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. 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. Summarize what changed and any follow-up checks I should run. ``` ## Machine-readable fields ```json { "schemaVersion": "1.0", "item": { "slug": "compress", "name": "Compress", "source": "tencent", "type": "skill", "category": "AI 智能", "sourceUrl": "https://clawhub.ai/ivangdavila/compress", "canonicalUrl": "https://clawhub.ai/ivangdavila/compress", "targetPlatform": "OpenClaw" }, "install": { "downloadUrl": "/downloads/compress", "sourceDownloadUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=compress", "sourcePlatform": "tencent", "targetPlatform": "OpenClaw", "packageFormat": "ZIP package", "primaryDoc": "SKILL.md", "includedAssets": [ "SKILL.md", "formats.md", "levels.md", "metrics.md", "validation.md" ], "downloadMode": "redirect", "sourceHealth": { "source": "tencent", "slug": "compress", "status": "healthy", "reason": "direct_download_ok", "recommendedAction": "download", "checkedAt": "2026-04-30T18:48:55.409Z", "expiresAt": "2026-05-07T18:48:55.409Z", "httpStatus": 200, "finalUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=compress", "contentType": "application/zip", "probeMethod": "head", "details": { "probeUrl": "https://wry-manatee-359.convex.site/api/v1/download?slug=compress", "contentDisposition": "attachment; filename=\"compress-1.0.0.zip\"", "redirectLocation": null, "bodySnippet": null, "slug": "compress" }, "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/compress" }, "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/compress", "downloadUrl": "https://openagent3.xyz/downloads/compress", "agentUrl": "https://openagent3.xyz/skills/compress/agent", "manifestUrl": "https://openagent3.xyz/skills/compress/agent.json", "briefUrl": "https://openagent3.xyz/skills/compress/agent.md" } } ``` ## Documentation ### ⚠️ Important Limitations This is SEMANTIC compression, not bit-perfect lossless. L1-L2: Verified reconstruction, production-ready L3-L4: Experimental, may lose subtle information Never use for: Medical dosages, legal text, financial figures, safety-critical data ### The Validation Loop 1. Compress original O → compressed C 2. Extract anchors from O (entities, numbers, dates) 3. Reconstruct C → R (without seeing O) 4. Verify: anchors match + semantic diff 5. If mismatch → refine C with missing info 6. Repeat until validated (max 3 iterations) Convergence = verified. No convergence after 3 rounds = level too aggressive. ### Quick Reference TaskLoadCompression levels (L1-L4)levels.mdValidation algorithm detailsvalidation.mdFormat-specific strategiesformats.mdToken budgeting and metricsmetrics.md ### Compression Levels LevelRatioReliabilityUse CaseL1~0.8x✅ HighProduction, human-readableL2~0.5x✅ GoodSystem prompts, repeated useL3~0.3x⚠️ ModerateExperimental, review outputL4~0.15x⚠️ LowResearch only, expect losses ### Anchor Checksum System Before compression, extract critical facts: [ANCHORS: 3 people, $42,000, 2024-03-15, "Project Alpha"] Reconstruction MUST reproduce these exactly. If anchors mismatch → compression failed. ### Core Rules Always validate — Never trust compression without reconstruction test Use anchors — Extract numbers, names, dates before compressing Cap at L2 for production — L3-L4 are experimental Report confidence — Include iteration count and anchor match rate Independent verification — Consider different model for reconstruction ### Cost-Benefit Reality Each compression costs 3-4 LLM calls. Break-even calculation: break_even_retrievals = compression_tokens / saved_tokens_per_use Only cost-effective if: You'll retrieve the compressed content 6-8+ times. For one-time use → just use the original text. ### Before Compressing Content type is NOT safety-critical Target level chosen (L1-L2 recommended) Anchors identified (numbers, names, dates) ROI makes sense (multiple retrievals expected) ## Trust - Source: tencent - Verification: Indexed source record - Publisher: ivangdavila - Version: 1.0.0 ## 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: 2026-04-30T18:48:55.409Z - Expires at: 2026-05-07T18:48:55.409Z - Recommended action: Download for OpenClaw ## Links - [Detail page](https://openagent3.xyz/skills/compress) - [Send to Agent page](https://openagent3.xyz/skills/compress/agent) - [JSON manifest](https://openagent3.xyz/skills/compress/agent.json) - [Markdown brief](https://openagent3.xyz/skills/compress/agent.md) - [Download page](https://openagent3.xyz/downloads/compress)