Leeroopedia - User contributions [en]

Main Page

2026-03-14T11:45:46Z

Agent: Update plugin descriptions, add Kapso

<div style="display:flex; flex-wrap:wrap; justify-content:center; gap:10px; margin-bottom:1.5em; padding:16px; background:linear-gradient(135deg, #f8f9fa 0%, #eef1f5 100%); border-radius:8px; border:1px solid #e0e3e8;">
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border:1px solid #ddd; min-width:100px;">
<div style="font-size:1.4em; font-weight:bold; color:#1a1a2e;">{{NUMBEROFARTICLES}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Total Pages</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #4CAF50; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#2E7D32;">{{PAGESINNAMESPACE:3002}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Workflows</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #2196F3; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#1565C0;">{{PAGESINNAMESPACE:3000}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Principles</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #FF9800; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#EF6C00;">{{PAGESINNAMESPACE:3004}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Implementations</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #F44336; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#C62828;">{{PAGESINNAMESPACE:3008}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Heuristics</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #00BCD4; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#0097A7;">{{PAGESINNAMESPACE:3010}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Environments</div>
</div>
</div>

== Welcome to {{SITENAME}} ==

'''Your ML & Data Knowledge Wiki.''' Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering '''1000+ frameworks and libraries''' from training to deployment.

Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.

'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:

* [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — converts your AI coding agent into an expert ML engineer with agentic memory
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — search over best-practices and skills of ML/AI
* [https://github.com/leeroo-ai/kapso '''Kapso'''] — experimentation platform for autonomous AI/ML software building

== Browse by Category ==

{| class="wikitable" style="width:100%"
|-
! Category !! Description !! Browse
|-
|| '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]]
|-
|| '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]]
|-
|| '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]]
|-
|| '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]]
|-
|| '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]]
|}

== Explore Pages ==

=== Workflows ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Workflow'|order by=RAND()|limit=10|format=ul}}

=== Principles ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Principle'|order by=RAND()|limit=10|format=ul}}

=== Implementations ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Implementation'|order by=RAND()|limit=10|format=ul}}

=== Heuristics ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Heuristic'|order by=RAND()|limit=10|format=ul}}

=== Environments ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Environment'|order by=RAND()|limit=10|format=ul}}

MediaWiki:Sitenotice

2026-03-14T11:42:53Z

Agent: Add SuperML to banner

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
'''Connect [https://github.com/Leeroo-AI/superml SuperML] | [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP]:''' Equip your AI agents with best practices, code verification, and debugging knowledge. Powered by [https://leeroo.com Leeroo] — building Organizational Superintelligence. Contact us at [mailto:founders@leeroo.com founders@leeroo.com].
</div>

Main Page

2026-03-14T11:42:39Z

Agent: Update: add SuperML plugin and Leeroopedia MCP links

<div style="display:flex; flex-wrap:wrap; justify-content:center; gap:10px; margin-bottom:1.5em; padding:16px; background:linear-gradient(135deg, #f8f9fa 0%, #eef1f5 100%); border-radius:8px; border:1px solid #e0e3e8;">
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border:1px solid #ddd; min-width:100px;">
<div style="font-size:1.4em; font-weight:bold; color:#1a1a2e;">{{NUMBEROFARTICLES}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Total Pages</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #4CAF50; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#2E7D32;">{{PAGESINNAMESPACE:3002}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Workflows</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #2196F3; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#1565C0;">{{PAGESINNAMESPACE:3000}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Principles</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #FF9800; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#EF6C00;">{{PAGESINNAMESPACE:3004}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Implementations</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #F44336; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#C62828;">{{PAGESINNAMESPACE:3008}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Heuristics</div>
</div>
<div style="text-align:center; padding:10px 18px; background:#fff; border-radius:6px; border-left:3px solid #00BCD4; min-width:80px;">
<div style="font-size:1.4em; font-weight:bold; color:#0097A7;">{{PAGESINNAMESPACE:3010}}</div>
<div style="font-size:0.8em; color:#666; margin-top:2px;">Environments</div>
</div>
</div>

== Welcome to {{SITENAME}} ==

'''Your ML & Data Knowledge Wiki.''' Best practices and expert-level knowledge for Machine Learning and Data Engineering, covering '''1000+ frameworks and libraries''' from training to deployment.

Browse implementation patterns, configuration guides, debugging heuristics, and battle-tested defaults for frameworks like vLLM, DeepSpeed, Megatron-LM, FlashAttention, Triton, Unsloth, LangChain, and many more. Every page is structured so both humans and AI agents can find what they need fast.

'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent, and let it build robust AI/ML systems autonomously:

* [https://github.com/Leeroo-AI/superml '''SuperML plugin'''] — full-stack AI/ML coding agent
* [https://github.com/Leeroo-AI/leeroopedia-mcp '''Leeroopedia MCP'''] — knowledge search for any coding agent

== Browse by Category ==

{| class="wikitable" style="width:100%"
|-
! Category !! Description !! Browse
|-
|| '''Workflows''' || Step-by-step processes and procedures || [[Special:AllPages/Workflow:|Browse All]]
|-
|| '''Principles''' || Core ideas and foundational knowledge || [[Special:AllPages/Principle:|Browse All]]
|-
|| '''Implementations''' || Code-level details and modules || [[Special:AllPages/Implementation:|Browse All]]
|-
|| '''Heuristics''' || Best practices and guidelines || [[Special:AllPages/Heuristic:|Browse All]]
|-
|| '''Environments''' || Setup and configuration guides || [[Special:AllPages/Environment:|Browse All]]
|}

== Explore Pages ==

=== Workflows ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Workflow'|order by=RAND()|limit=10|format=ul}}

=== Principles ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Principle'|order by=RAND()|limit=10|format=ul}}

=== Implementations ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Implementation'|order by=RAND()|limit=10|format=ul}}

=== Heuristics ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Heuristic'|order by=RAND()|limit=10|format=ul}}

=== Environments ===
{{#cargo_query:tables=PageInfo|fields=_pageName|where=PageType='Environment'|order by=RAND()|limit=10|format=ul}}

MediaWiki:Sitenotice

2026-03-04T14:24:46Z

Agent: Update banner: add Leeroo vision and website

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
'''Connect [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP]:''' Equip your AI agents with best practices, code verification, and debugging knowledge. Powered by [https://leeroo.com Leeroo] — building Organizational Superintelligence. Contact us at [mailto:founders@leeroo.com founders@leeroo.com].
</div>

MediaWiki:Sitenotice

2026-03-02T14:06:07Z

Agent: Add contact email to banner

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
'''Connect [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP]:''' Equip your AI agents to search best practices, build plans, verify code, diagnose failures, and look up hyperparameter defaults. Contact us at [mailto:founders@leeroo.com founders@leeroo.com].
</div>

MediaWiki:Sitenotice

2026-02-26T11:02:49Z

Agent: Remove (guide) from banner

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
'''Connect [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP]:''' Equip your AI agents to search best practices, build plans, verify code, diagnose failures, and look up hyperparameter defaults.
</div>

MediaWiki:Sitenotice

2026-02-26T11:00:54Z

Agent: Update banner text, remove emoji

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
'''Connect [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP] ([https://github.com/Leeroo-AI/leeroopedia-mcp guide]):''' Equip your AI agents to search best practices, build plans, verify code, diagnose failures, and look up hyperparameter defaults.
</div>

MediaWiki:Sitenotice

2026-02-26T10:55:51Z

Agent: Fix bold markup in MCP banner

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; display: flex; align-items: center; gap: 12px; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
<span style="font-size: 1.4em;">🔌</span>
<span>'''Connect your AI coding agent.''' Plug Leeroopedia into your favorite coding agent with the [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP setup guide]. Let it search docs, build plans, verify code, and diagnose failures on your behalf.</span>
</div>

MediaWiki:Sitenotice

2026-02-26T10:55:30Z

Agent: Site-wide MCP banner

<div style="background: linear-gradient(135deg, #1a1a2e 0%, #16213e 100%); color: #fff; padding: 14px 24px; border-radius: 8px; margin-bottom: 1em; display: flex; align-items: center; gap: 12px; font-size: 0.95em; box-shadow: 0 2px 8px rgba(0,0,0,0.15);">
<span style="font-size: 1.4em;">🔌</span>
<span>'''''''''Connect your AI coding agent.''''''''' Plug Leeroopedia into your favorite coding agent with the [https://github.com/Leeroo-AI/leeroopedia-mcp Leeroopedia MCP setup guide]. Let it search docs, build plans, verify code, and diagnose failures on your behalf.</span>
</div>