Maria Filippova

Head of Community at The Top Voices

Head of Community at The Top Voices | Startup ecosystem enthusiast | Love building communities, bringing conversations to social media, and helping entrepreneurs connect and grow.

Startups Growth

April 10, 2026

2 min

How Startups Can Build Observability Without Excessive Cost

Startups need simple, focused observability to track key signals, react faster, and make decisions without costly, complex systems.

AI Startups

March 31, 2026

3 min

Fuzz Testing in the Age of AI: How Startups Find Bugs Faster

Fuzz testing helps teams find hidden bugs in AI-generated code faster, improving reliability without slowing development.

Startups Awards

March 30, 2026

3 min

The Ventures Awards 2026 Beyond the Startup Pitch

The Ventures 2026 expands globally, turning pitches into funding through ongoing investor-founder engagement and structured follow-ups.

Development AI

March 24, 2026

Best Practices in Using AI Models for Coding

AI speeds up coding, but real results come from structured workflows, clear problem definition, constraints, and continuous feedback loops.

AI Startups

March 23, 2026

3 min

How a Startup Can Add AI to a Product and Validate the Hypothesis in 2–4 Weeks

A 4-step framework to quickly test AI features, focusing on real user behavior and measurable impact instead of building first.

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