m

db/analytics/snowflake.txt

@@ -16,5 +16,7 @@ https://www.snowflake.com/en/product/features/streamlit-in-snowflake/
 https://www.snowflake.com/en/webinars/demo/
 https://www.snowflake.com/en/resources/
 
+https://github.com/Snowflake-Labs/mcp
+
 2025
 https://www.snowflake.com/en/news/press-releases/snowflake-acquires-crunchy-data-to-bring-enterprise-ready-postgres-offering-to-the-ai-data-cloud/

nontech/economy/people/hazin.txt

@@ -29,6 +29,8 @@ Petkus
 
 
 2025
+Perspective - Petkus - Hazin - They Broken of 38:28
+    https://www.youtube.com/watch?v=agVOZEJv3Uc
 LawAnOrder - Dudnik - Hazin - 10.07 - Trump and Hamas Deal 25:00 of 34:38
     https://www.youtube.com/watch?v=Ax9ymP-WX-E
 MoscowSpeaks - Hazin - EconomyRU 10.06 of 56:08

pages/epam.txt

@@ -26,8 +26,9 @@ opp-s, autostaffing
     https://engage.cloud.microsoft/main/org/epam.com/threads/eyJfdHlwZSI6IlRocmVhZCIsImlkIjoiMzI2NjUyMDk1MzI5MDc1MiJ9
 stay in demand 0:00 of 2:05
     https://videoportal.epam.com/video/67KLOgza
-learning week
 ai
+    https://wearecommunity.io/events/kickoff-ai-technology-solutions
+learning week
     https://wearecommunity.io/events/epam-ai-conference/recap-the-keynote
     https://wearecommunity.io/events/epam-ai-global-conference
 

pl/cross/methodologies/architecture/diagrams/sequence/mermaid-sequence.txt

@@ -0,0 +1,2 @@
+https://mermaid.js.org/syntax/sequenceDiagram.html
+https://github.com/mermaid-js/mermaid/blob/develop/packages/mermaid/src/docs/syntax/sequenceDiagram.md

pl/web/design/diagrams/mermaid/samples/samples.txt

@@ -1,6 +1,102 @@
+https://mermaid.live/
+https://mermaid.js.org/syntax/sequenceDiagram.html
+
 https://gist.github.com/martinwoodward/8ad6296118c975510766d80310db71fd
 https://github.com/ravitemer/mcphub.nvim
 
+```mermaid
+sequenceDiagram
+    participant CLI as CLI (MCP Tools)
+    participant KBBuild as KBBuildTool
+    participant Orch as KBOrchestrator
+    participant Chunk as ChunkPreparation
+    participant Analysis as KBAnalysisAgent (AI)
+    participant Structure as KBStructureBuilder
+    participant Agg as KBAggregationAgent (AI)
+    participant Stats as KBStatistics
+    participant Config as SourceConfigManager
+    
+    Note over CLI,Config: Knowledge Base Build Pipeline
+    
+    CLI->>KBBuild: kb_build(source, input_file, date_time, output_path)
+    KBBuild->>KBBuild: resolveOutputPath()
+    KBBuild->>Orch: run(KBOrchestratorParams)
+    
+    Note over Orch: 1. Load Context
+    Orch->>Config: loadConfig(outputPath)
+    Config-->>Orch: SourceConfig
+    Orch->>Orch: loadKBContext()
+    Note right of Orch: Load existing people,<br/>topics, max IDs
+    
+    Note over Orch: 2. Prepare Input
+    Orch->>Orch: readInputFile()
+    Orch->>Chunk: chunkText(content)
+    Chunk-->>Orch: List<Chunk>
+    
+    Note over Orch: 3. AI Analysis (Chunked)
+    loop For each chunk
+        Orch->>Analysis: run(AnalysisParams + chunk)
+        Analysis->>Analysis: chat(kb_analysis prompt)
+        Note right of Analysis: Extract themes,<br/>questions, answers,<br/>notes via AI
+        Analysis->>Analysis: transformAIResponse()
+        Analysis-->>Orch: AnalysisResult
+    end
+    Orch->>Orch: mergeAnalysisResults()
+    
+    Note over Orch: 4. Build Structure (Mechanical)
+    Orch->>Structure: buildTopicStructure(analysis)
+    Structure->>Structure: Create topics/[id]/[id].md
+    Structure->>Structure: Create themes/[id].md
+    Structure->>Structure: Create questions/q_XXXX.md
+    Structure->>Structure: Create answers/a_XXXX.md
+    Structure->>Structure: Create notes/n_XXXX.md
+    Structure-->>Orch: Structure built
+    
+    Orch->>Structure: buildPersonProfiles(analysis)
+    Structure->>Structure: Aggregate contributions
+    Structure->>Structure: Create people/[Name]/[Name].md
+    Structure-->>Orch: Profiles built
+    
+    Note over Orch: 5. AI Aggregation (One-by-one)
+    loop For each person
+        Orch->>Agg: run(AggregationParams person)
+        Agg->>Agg: chat(kb_aggregation prompt)
+        Note right of Agg: Generate narrative<br/>description
+        Agg-->>Orch: Description text
+        Orch->>Structure: updatePersonDescription()
+    end
+    
+    loop For each topic
+        Orch->>Agg: run(AggregationParams topic)
+        Agg->>Agg: chat(kb_aggregation prompt)
+        Agg-->>Orch: Description text
+        Orch->>Structure: updateTopicDescription()
+    end
+    
+    loop For each theme
+        Orch->>Agg: run(AggregationParams theme)
+        Agg->>Agg: chat(kb_aggregation prompt)
+        Agg-->>Orch: Description text
+        Orch->>Structure: updateThemeDescription()
+    end
+    
+    Note over Orch: 6. Generate Statistics (Mechanical)
+    Orch->>Stats: generateStatistics(kbPath)
+    Stats->>Stats: generateActivityTimeline()
+    Stats->>Stats: generateTopicOverview()
+    Stats->>Stats: generateIndex()
+    Stats-->>Orch: Statistics generated
+    
+    Note over Orch: 7. Update Configuration
+    Orch->>Config: updateLastSyncDate(source, dateTime)
+    Config->>Config: Save source_config.json
+    Config-->>Orch: Config saved
+    
+    Orch-->>KBBuild: KBResult
+    KBBuild-->>CLI: Success + stats
+```
+
+
 https://raw.githubusercontent.com/sparfenyuk/mcp-proxy/refs/heads/main/README.md
 ```mermaid
 graph LR

science/ai/code-assist/claude/agents.txt

@@ -0,0 +1,2 @@
+https://www.aitmpl.com/agents
+https://github.com/davila7/claude-code-templates

science/ai/docs/usecases.txt

@@ -0,0 +1 @@
+https://cloud.google.com/transform/101-real-world-generative-ai-use-cases-from-industry-leaders

science/ai/free/alibaba-qwen.txt

@@ -1,11 +1,13 @@
 https://qwenlm.github.io/
     alibaba
 
+https://chat.qwen.ai/?models=qwen3-vl-plus
 https://chat.qwenlm.ai/
 https://huggingface.co/spaces/Qwen/Qwen2.5-Max-Demo
     Qwen2.5-VL-72B-Instruct
 
 https://qwenlm.github.io/blog/qwen2.5-max/
+https://github.com/QwenLM/Qwen3-VL/tree/main/cookbooks
 
 https://huggingface.co/collections/Qwen/qwen25-vl-6795ffac22b334a837c0f9a5
 
@@ -13,6 +15,8 @@ https://qwen-ai.com/
 https://qwen-ai.com/chat/
 https://qwen-ai.com/requirements/
 
+https://www.alibabacloud.com/help/en/model-studio/vision
+
 browsers
 https://chromewebstore.google.com/detail/qwen-assistant-for-chrome/ocjmbofgejhpegeacnocabigaabhopco
 

science/ai/thematical/arithmetics.txt

@@ -0,0 +1 @@
+https://github.com/maxim-saplin/llm_arithmetic

science/ai/thematical/sql/pandas-ai.txt

@@ -0,0 +1,2 @@
+https://pandas-ai.com/
+https://github.com/sinaptik-ai/pandas-ai