Comparison
determined vs CL4R1T4S
Verdict
Pick determined if determined is an open-source machine learning platform that simplifies distributed training and hyperparameter tuning for PyTorch and TensorFlow applications; pick CL4R1T4S if cL4R1T4S provides leaked system prompts for evaluating transparency and accessibility of various AI chat systems.
Markdown twin · determined alternatives · CL4R1T4S alternatives
GraphCanon updated 3w
vs
Trust & integrity
| Signal | determined | CL4R1T4S |
|---|---|---|
| Maintenance | Dormant (501d since push) As of 3w · github_public_v1 | Very active (2d since push) As of 4w · github_public_v1 |
| Provenance | Not a fork · Organization account As of 3w · github_public_v1 | Not a fork · Personal account As of 4w · github_public_v1 |
| OSV dependency advisories | Published findings As of 1mo · osv@v1 | No lockfile (source not queried) As of 1mo · osv@v1 |
| deps.dev advisories | Not queried deps.dev@v1 | Not queried deps.dev@v1 |
| OpenSSF Scorecard | Not queried openssf-scorecard@v1 | Not queried openssf-scorecard@v1 |
Tagline
- determined
- An open-source machine learning platform for distributed training and resource management.
- CL4R1T4S
- Leaked system prompts for various AI agents include ChatGPT, Claude, Gemini among others emphasizing transparency and access.
Stars
- determined
- 3.2k
- CL4R1T4S
- 46k
Forks
- determined
- 373
- CL4R1T4S
- 9.5k
Open issues
- determined
- 108
- CL4R1T4S
- 122
Language
- determined
- Go
- CL4R1T4S
- -
Adopt for
- determined
- Determined is an open-source machine learning platform that simplifies distributed training and hyperparameter tuning for PyTorch and TensorFlow applications.
- CL4R1T4S
- CL4R1T4S provides leaked system prompts for evaluating transparency and accessibility of various AI chat systems.
Persona
- determined
- -
- CL4R1T4S
- -
Runtime
- determined
- -
- CL4R1T4S
- -
License
- determined
- Apache-2.0
- CL4R1T4S
- AGPL-3.0
Last pushed
- determined
- Mar 20, 2025
- CL4R1T4S
- Jul 24, 2026
Categories
- determined
- Evaluation & Observability, Model Training
- CL4R1T4S
- AI Agents, Evaluation & Observability
Trust and health
Maintenance
- determined
- Dormant (18%)
- CL4R1T4S
- Very active (96%)
Days since push
- determined
- 501d
- CL4R1T4S
- 2d
Open issues (now)
- determined
- 108
- CL4R1T4S
- 122
Owner type
- determined
- Organization
- CL4R1T4S
- User
OSV dependency advisories
- determined
- Published findings
- CL4R1T4S
- No lockfile (source not queried)
Full report
- determined
- Trust report
- CL4R1T4S
- Trust report
Choose determined if…
- License: determined is Apache-2.0, CL4R1T4S is AGPL-3.0.
- Pricing: The open-source version under Apache License is free to use. Additional enterprise features may incur costs, though specific pricing details are not provided here..
- Requirements: Installation involves using 'pip' for the CLI and subsequent cluster deployment steps via `det deploy`..
- Tags unique to determined: data-science, deep-learning, distributed-training, hyperparameter-optimization.
- Also covers Model Training.
- You require a streamlined solution for distributed model training, particularly if you are working with PyTorch or TensorFlow frameworks.
When NOT to use determined
- Seeking a platform that supports more machine learning frameworks beyond PyTorch and TensorFlow.
- Your current stack does not include any of the supported infrastructures like Kubernetes or cloud services where Determined can be deployed.
Choose CL4R1T4S if…
- License: CL4R1T4S is AGPL-3.0, determined is Apache-2.0.
- Tags unique to CL4R1T4S: agents, ai, chatgpt, gemini.
- Also covers AI Agents.
- - When you aim to assess the inner workings and transparency of popular chatbots like ChatGPT, Claude, or Gemini through publicly shared prompts and guidelines.
When NOT to use CL4R1T4S
- - Avoid using CL4R1T4S if your goal is official documentation support since it comprises leaked information that may not be updated by the AI system authorities.
Explore
Sources
Every stat on this page traces to a dated GitHub sync, license file, enrichment field, or trust scan.
- GitHub stars (determined-ai/determined) · observed Aug 4, 2026
- GitHub forks (determined-ai/determined) · observed Aug 4, 2026
- Last push (determined-ai/determined) · observed Mar 20, 2025
- License file (Apache-2.0) · observed Aug 4, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
- GitHub stars (elder-plinius/CL4R1T4S) · observed Jul 27, 2026
- GitHub forks (elder-plinius/CL4R1T4S) · observed Jul 27, 2026
- Last push (elder-plinius/CL4R1T4S) · observed Jul 24, 2026
- License file (AGPL-3.0) · observed Jul 27, 2026
- Decision facts (enrichment) · observed Jul 17, 2026
- Trust scan (lockfile / OSV) · observed Jul 11, 2026
GitHub stars on cards: determined 3.2k · CL4R1T4S 46k (synced Aug 4, 2026).
Common questions
- What is the difference between determined and CL4R1T4S?
- determined: An open-source machine learning platform for distributed training and resource management.. CL4R1T4S: Leaked system prompts for various AI agents include ChatGPT, Claude, Gemini among others emphasizing transparency and access.. See the comparison table for live GitHub stats and shared categories.
- When should I choose determined over CL4R1T4S?
- Choose determined over CL4R1T4S when License: determined is Apache-2.0, CL4R1T4S is AGPL-3.0; Pricing: The open-source version under Apache License is free to use. Additional enterprise features may incur costs, though specific pricing details are not provided here.; Requirements: Installation involves using 'pip' for the CLI and subsequent cluster deployment steps via
det deploy.; Tags unique to determined: data-science, deep-learning, distributed-training, hyperparameter-optimization; Also covers Model Training; You require a streamlined solution for distributed model training, particularly if you are working with PyTorch or TensorFlow frameworks. - When should I choose CL4R1T4S over determined?
- Choose CL4R1T4S over determined when License: CL4R1T4S is AGPL-3.0, determined is Apache-2.0; Tags unique to CL4R1T4S: agents, ai, chatgpt, gemini; Also covers AI Agents; - When you aim to assess the inner workings and transparency of popular chatbots like ChatGPT, Claude, or Gemini through publicly shared prompts and guidelines.
- When should I avoid determined?
- Seeking a platform that supports more machine learning frameworks beyond PyTorch and TensorFlow. Your current stack does not include any of the supported infrastructures like Kubernetes or cloud services where Determined can be deployed.
- When should I avoid CL4R1T4S?
- - Avoid using CL4R1T4S if your goal is official documentation support since it comprises leaked information that may not be updated by the AI system authorities.
- Is determined or CL4R1T4S more popular on GitHub?
- CL4R1T4S has more GitHub stars (46,435 vs 3,227). Stars measure visibility, not whether either tool fits your constraints.
- Are determined and CL4R1T4S open source?
- Yes - both are open-source projects on GitHub (determined: Apache-2.0, CL4R1T4S: AGPL-3.0).
- Where can I find alternatives to determined or CL4R1T4S?
- GraphCanon lists graph-backed alternatives at determined alternatives and CL4R1T4S alternatives (determined markdown twin, CL4R1T4S markdown twin), ranked by typed relationship edges rather than popularity votes.
- Is there a machine-readable version of this comparison?
- Yes. The markdown twin at this comparison mirrors this page for agents and LLM crawlers, with the same stats table and FAQ answers.
- Which is better maintained, determined or CL4R1T4S?
- determined: Dormant. CL4R1T4S: Very active. Compare maintenance labels, days since push, and release cadence in the trust section below - stars alone do not measure maintenance.
- Where are the full trust reports for determined and CL4R1T4S?
- GraphCanon publishes per-repo trust reports with dated maintenance, provenance, and scan summaries: determined trust report; CL4R1T4S trust report.