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  • RAGFlow benchmark on one GPU: RAPTOR beat the knowledge graph four to one, and neither is a retrieval mode
  • GraphRAG benchmark on one GPU: 268 communities, 12 hours, one answer in five
  • LightRAG benchmark on local hardware: 33 SEC filings, one knowledge graph
  • Running LLMs on Your Own Hardware: From “Will It Even Fit” to a Model That Does Your Work
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⚙️ AI Tools & Automation
23rd June 2026 8 min

Frame sampling with VLM: how a local AI model understands video frame by frame

Pipeline for video analysis by sampling frames and using a vision model. VLM describes what is happening in the video, tracks changes…
Read more #frame sampling
⚙️ AI Tools & Automation
16th June 2026 9 min

Dashboards, reports and bug triage: how well a local vision model reads what the team sees

Which VLM understands BI charts, report tables and error screenshots best? We test Qwen3-VL, Qwen2.5-VL, MiniCPM-V and Llama Vision on real dashboard…
Read more #AI analysis
⚙️ AI Tools & Automation
12th June 2026 10 min

Vision in practice: agentic screenshot analysis with Playwright and VLM models

We build a pipeline: Playwright takes screenshots of pages and UI, a VLM model (Qwen3-VL, LLaVA) analyses them and answers questions. Python…
Read more #LLaVA
🗄️ RAG & Vector Databases
8th May 2026 30 min

Describing PDF Charts with Vision Language Models

Use Vision Language Models (VLMs) to convert PDF charts into searchable text descriptions. Build complete pipelines for chart extraction, processing, and RAG…
Read more #chart description

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Recent Articles

  • RAGFlow benchmark on one GPU: RAPTOR beat the knowledge graph four to one, and neither is a retrieval mode
  • GraphRAG benchmark on one GPU: 268 communities, 12 hours, one answer in five
  • LightRAG benchmark on local hardware: 33 SEC filings, one knowledge graph
  • Running LLMs on Your Own Hardware: From “Will It Even Fit” to a Model That Does Your Work
  • Python for Data Work: From a Spreadsheet Somebody Sent You to a Report Somebody Reads
Bestin-it.com – IT services and analytics for entrepreneurs

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Categories

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Recent Articles

  • RAGFlow benchmark on one GPU: RAPTOR beat the knowledge graph four to one, and neither is a retrieval mode 18th August 2026
  • GraphRAG benchmark on one GPU: 268 communities, 12 hours, one answer in five 14th August 2026
  • LightRAG benchmark on local hardware: 33 SEC filings, one knowledge graph 11th August 2026
  • Running LLMs on Your Own Hardware: From “Will It Even Fit” to a Model That Does Your Work 5th August 2026
  • Python for Data Work: From a Spreadsheet Somebody Sent You to a Report Somebody Reads 5th August 2026
Artur Poniedziałek
Artur Poniedziałek IT Expert & Manager
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