Bio
Casimir is a seasoned tech journalist and content creator specializing in AI implementation and new technologies. His expertise lies in LLM orchestration, chatbots, generative AI applications, and computer vision.
Writing for V7 since
Articles
Document processing
Mar 30, 2026
Management Equity in PE-Backed Companies: What the Data Actually Shows
Management equity pools typically represent 15-20% of common equity in PE deals. Here is how MIPs are structured, what drives the numbers, and where they fail.

Document processing
Mar 30, 2026
Management Equity in PE-Backed Companies: What the Data Actually Shows
Management equity pools typically represent 15-20% of common equity in PE deals. Here is how MIPs are structured, what drives the numbers, and where they fail.

AI implementation
Mar 27, 2026
The Buy-and-Build Trap: Why Add-On Integration Fails More Than GPs Admit
Add-ons now make up over 70% of PE deals. But most integrations fail to capture synergies. Here is why execution breaks down and what GPs can do about it.

AI implementation
Mar 27, 2026
The Buy-and-Build Trap: Why Add-On Integration Fails More Than GPs Admit
Add-ons now make up over 70% of PE deals. But most integrations fail to capture synergies. Here is why execution breaks down and what GPs can do about it.

AI implementation
Mar 26, 2026
What LP Due Diligence on GPs Actually Looks Like in 2026
LPs do not allocate based on pitch decks. Here is the reference check process, track record scrutiny, and operational review that decide most fund commitments.

AI implementation
Mar 26, 2026
What LP Due Diligence on GPs Actually Looks Like in 2026
LPs do not allocate based on pitch decks. Here is the reference check process, track record scrutiny, and operational review that decide most fund commitments.

Knowledge work automation
Mar 25, 2026
10 Hard Truths About Private Equity and Private Markets
The private markets challenges GPs and LPs recognize but rarely discuss: from data fragmentation and performance opacity to where AI is making real progress.

Knowledge work automation
Mar 25, 2026
10 Hard Truths About Private Equity and Private Markets
The private markets challenges GPs and LPs recognize but rarely discuss: from data fragmentation and performance opacity to where AI is making real progress.

A Short Introduction to Video Annotation for AI [2024]
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A Short Introduction to Video Annotation for AI [2024]
Data labeling

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Enhance Your ML Workflows with Logic Stage: Use Cases & Examples
Playbooks

Enhance Your ML Workflows with Logic Stage: Use Cases & Examples
Playbooks

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Changelog Updates
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Feature improvement
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Spreadsheet Generation Skill
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Spreadsheet Generation Skill
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Spreadsheet Generation Skill
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Edit slides in V7 Go [Alpha]