HumanLayer VS Clusy
HumanLayer VS Clusy 对比，HumanLayer 和 Clusy 有什麼區別？
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總結
HumanLayer 總結
HumanLayer is an API and SDK that enables tool-calling AI Agents to contact humans for help, feedback, and approvals.
HumanLayer 著陸頁
Clusy 總結
Clusy is an agent-native notebook platform for researchers and data teams to build, branch, run, and evaluate ML and data science workflows in the cloud. Describe a goal in natural language, and Clusy plans the workflow, sources datasets, preprocesses data, runs parallel experiments in replicated kernels, compares model architectures, and helps produce optimal models through a human-in-the-loop notebook experience.
Clusy 著陸頁
比較詳情
HumanLayer 詳細信息
| 類別 | AI 代理, AI API, AI 開發者工具, AI 工作流程, 大型語言模型 LLMs |
| HumanLayer 網站 | https://humanlayer.dev?utm_source=toolify |
| 添加時間 | 2024年12月7日 |
| HumanLayer 定價 | -- |
Clusy 詳細信息
| 類別 | AI 代理, AI助理, AI 數據分析應用, AI 程式碼助理 |
| Clusy 網站 | https://www.clusy.io?utm_source=toolify |
| 添加時間 | 2026年7月7日 |
| Clusy 定價 | -- |
使用對比
如何使用HumanLayer？
Integrate the HumanLayer SDK into your AI agent workflow. Use the @hl.require_approval() decorator to block function calls requiring human oversight. Contact humans through various channels and route approvals to specific teams or individuals.
如何使用Clusy？
Start by describing your goal in plain language, then attach a dataset or connect your data source. Clusy turns the request into a workflow plan, writes and runs notebook cells on cloud CPU or GPU sandboxes, and lets you inspect, edit, branch, and re-run the results. You can also queue follow-up tasks while experiments are running and compare model versions side by side.
比較 HumanLayer 和 Clusy 的優點
HumanLayer 的核心功能
- Require Human Approval for Function Calls
- OmniChannel Contact (Slack, Email, Discord)
- Advanced Approval Workflows with Escalations and Timeouts
- Human as Tool (hl.human_as_tool())
- Granular Routing of Approvals
- LLM and Framework Agnostic
Clusy 的核心功能
- Natural-language workflow planning for ML and data science
- Dataset sourcing, inspection, preprocessing, and feature engineering
- Parallel experiments in replicated notebook kernels
- Branching notebooks to compare model architectures side by side
- Cloud CPU and GPU execution with managed sandboxes
- Human-in-the-loop notebook editing, inspection, and re-running
- Support for fine-tuning and model evaluation
比較用例
HumanLayer 的用例
- AI agents requiring human approval for critical decisions.
- Workflows needing human feedback to improve agent performance.
- Agentic AI workflows that need human oversight for production-grade reliability.
- Automated lead generation with human feedback on lead quality.
Clusy 的用例
- Fine-tune a model on an attached dataset and compare results across multiple experiments
- Build and run an end-to-end data preprocessing and feature engineering workflow from a single prompt
- Connect to Databricks or Snowflake tables and work directly on live data in a notebook
- Test different model architectures in parallel and choose the best performing one
HumanLayer 和 Clusy 之間的計劃不同
HumanLayer
$0/month
Free forever for Hackers and Tinkerers. Works with all popular frameworks. 100 operations/month. Pay as you go ($20/200 addt'l). Send to Slack, Email, Discord. Up to 10 active users. Limited Data Retention.
$500/month
Collaborate and scale. Remove HumanLayer Branding (BYO app/keys). Includes 2000 operations/month ($18/200 add'l). Advanced Approval Workflows w/ Escalations and Timeouts. Learning and Auto Approvals. Channels for MSTeams, SMS, RCS. Priority Support. 180-day retention on feedback datasets export.
Custom
Deploy into your Private VPC or on-prem. RBAC and SSO support. Volume discounts. Custom notification channels. Expert Advice on custom-built agents for sales, marketing, hiring, and more.
Clusy
$0/month
Auto model on a CPU sandbox with 8 vCPU and 8 GB RAM; no credit card required.
$30/month
Open models and a GPU sandbox for heavier work; includes a monthly usage allowance and optional pay-as-you-go. Entry GPUs include T4, L4, and A10 up to 24 GB VRAM; up to 32 GB sandbox RAM.
$90/month
Every model, including Claude and GPT, plus mid-tier GPUs such as L40S and A100 up to 80 GB VRAM; up to 64 GB sandbox RAM; at least 4× the Plus monthly usage allowance.
$200/month
All models and every GPU at the highest limits; top-end GPUs including H100 and H200 up to 141 GB VRAM; up to 128 GB sandbox RAM; at least 12× the Plus monthly usage allowance.
Contact for pricing
Higher limits, dedicated capacity, SSO, and custom billing for teams.
HumanLayer 的流量
HumanLayer 是月访问量為 139.2K 且平均訪問時長為 00:00:30 的工具。 HumanLayer 的每次訪問頁數為 1.62，跳出率為 46.40%。
最新網站流量
| 月訪問量 | 139.2K |
| 平均訪問時長 | 00:00:30 |
| 每次訪問頁數 | 1.62 |
| 跳出率 | 46.40% |
Clusy 的流量
Clusy 是月访问量為 0 且平均訪問時長為 00:00:00 的工具。 Clusy 的每次訪問頁數為 0.00，跳出率為 0.00%。
最新網站流量
| 月訪問量 | 0 |
| 平均訪問時長 | 00:00:00 |
| 每次訪問頁數 | 0.00 |
| 跳出率 | 0.00% |
地理流量
The top 5 countries/regions for HumanLayer are:United States 21.29%, Vietnam 12.86%, India 3.96%, Germany 3.78%, South Korea 3.72%
Top 5 Countries/regions
 | 21.29% |
 | 12.86% |
 | 3.96% |
 | 3.78% |
 | 3.72% |
地理流量
對不起，沒有數據
網站流量來源
HumanLayer 的 6 個主要流量來源是：vs_sourcesSearchOrganic 38.03%, 直接 32.60%, 引薦 14.67%, vs_sourcesSocialOrganic 9.43%, vs_sourcesGenAi 4.53%, 郵件 0.74%, vs_sourcesAffiliate 0.00%, vs_sourcesDisplayAds 0.00%, vs_sourcesSearchPaid 0.00%, vs_sourcesSocialPaid 0.00%
vs_sourcesSearchOrganic | 38.03% |
直接 | 32.60% |
引薦 | 14.67% |
vs_sourcesSocialOrganic | 9.43% |
vs_sourcesGenAi | 4.53% |
郵件 | 0.74% |
vs_sourcesAffiliate | 0.00% |
vs_sourcesDisplayAds | 0.00% |
vs_sourcesSearchPaid | 0.00% |
vs_sourcesSocialPaid | 0.00% |
網站流量來源
Clusy 的 6 個主要流量來源是：郵件 0, vs_sourcesGenAi 0, 直接 0, vs_sourcesAffiliate 0, 引薦 0, vs_sourcesDisplayAds 0, vs_sourcesSearchPaid 0, vs_sourcesSocialPaid 0, vs_sourcesSearchOrganic 0, vs_sourcesSocialOrganic 0
郵件 | 0 |
vs_sourcesGenAi | 0 |
直接 | 0 |
vs_sourcesAffiliate | 0 |
引薦 | 0 |
vs_sourcesDisplayAds | 0 |
vs_sourcesSearchPaid | 0 |
vs_sourcesSocialPaid | 0 |
vs_sourcesSearchOrganic | 0 |
vs_sourcesSocialOrganic | 0 |
HumanLayer 或 Clusy哪個更好？
HumanLayer 可能比 Clusy 更受歡迎。如您所見，HumanLayer 每月有 139.2K 次訪問，而 Clusy 每月有 0 次訪問。 所以更多的人選擇HumanLayer。 因此，人們很可能會在社交平台上更多地推薦 HumanLayer。
HumanLayer 的平均訪問持續時間為 00:00:30，而 Clusy 的平均訪問持續時間為 00:00:00。 此外，HumanLayer 的每次訪問頁面為 1.62，跳出率為 46.40%。 Clusy 的每次訪問頁面為 0.00，跳出率為 0.00%。
HumanLayer 的主要用戶是United States, Vietnam, India, Germany, South Korea，分佈如下：21.29%, 12.86%, 3.96%, 3.78%, 3.72%。
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