{"id":"9b02eb93-45b9-49a7-9cef-f407f4cc4fbe","kind":"products","code":"UB-D6995","name":"PenguinHarness","nameBasis":"original-brand","summary":"PenguinHarness lets AI algorithm engineers generate near-production RAG apps from a short brief in minutes at tiny cost versus hand-building agents in LangChain. An open skill set encodes half a year of practice for data, eval, and harness self-iteration; local deploy supports a huge model catalog; on complex analytics it paired with DeepSeek for top accuracy at a small fraction of Claude Code plus Opus cost. [refs: 0.2 1 100 1000 3 3.8 70] [ccy: yuan]","description":"PenguinHarness lets AI algorithm engineers generate near-production RAG apps from a short brief in minutes at tiny cost versus hand-building agents in LangChain. An open skill set encodes half a year of practice for data, eval, and harness self-iteration; local deploy supports a huge model catalog; on complex analytics it paired with DeepSeek for top accuracy at a small fraction of Claude Code plus Opus cost. [refs: 0.2 1 100 1000 3 3.8 70] [ccy: yuan]","country":null,"category":"General-purpose agents","originalName":"PenguinHarness","eventDate":null,"website":null,"sourceUpdatedAt":"2026-10-27T21:00:21.104Z","englishUpdatedAt":"2026-11-01T02:51:02.699Z","reviewedAt":"2026-11-01T02:51:02.699Z","snapshotAt":"2026-10-29T00:45:28.937Z","sourceHash":"ef2234ac8a28293de9b5742ea9118b8e47c561339e09899bf216f2b4480aebb0","companyId":"6b93fe70-7f6b-4def-95e4-a1d71b526f58","foundedYear":null,"logoUrl":null,"originalText":"AI 算法工程师只需 0.2 元 + 一句话，Agent 就能在几分钟内生成接近生产可用的完整 RAG 应用。过去用 LangChain 手动开发 Agent，现在用 PenguinHarness，让 Agent 以 100 倍速度开发 Agent。\tAgent 自进化引擎我们将半年实践沉淀为开源 Skills，帮助你搭建从数据、评估到 Harness 自迭代的完整进化 Loop，让 Agent 在垂直领域越用越强。开源版 Codex，支持 1000+ 模型可本地部署，已支持 Kimi K3、Qwen 3.8 Max Token Plan 等模型。在复杂数据分析任务中，PenguinHarness + DeepSeek 取得最高准确率，成本仅为 Claude Code + Opus 的 1/70。","sources":[],"related":[{"id":"6b93fe70-7f6b-4def-95e4-a1d71b526f58","kind":"companies","code":"UB-C12721","name":"PenguinHarness","nameBasis":"source-english","summary":"Free and Stable RSI Framework","description":"PenguinHarness is the open-source Free and Stable RSI Framework. One sentence builds an AI app that thinks and runs; one sentence starts an agent","country":null,"category":null,"originalName":"PenguinHarness","eventDate":null,"website":"https://penguin.ooo/","sourceUpdatedAt":"2026-10-26T00:00:00.000Z","englishUpdatedAt":"2026-11-01T02:03:53.345Z","reviewedAt":"2026-11-01T02:03:53.345Z","snapshotAt":"2026-11-01T00:40:31.077Z","sourceHash":"b147167826a915fad5559b296bffb7ee38f4c8861d2c0145a5a47bfe65ce60a5","companyId":null,"foundedYear":null,"logoUrl":null,"path":"/companies/penguinharness"}],"path":"/products/penguinharness","structured":{"city":null,"country":null,"location":null,"role":null,"category":"General-purpose agents","company":{"name":"PenguinHarness","path":"/companies/penguinharness"}},"definition":"PenguinHarness is a product in the General-purpose agents category from PenguinHarness.","summaryBasis":"translated","thin":false,"canonical":"https://uniquebase.ai/products/penguinharness"}