Zavora
Show HN: Customer Reviews can be represented through Voice capture/generation
Let your customers leave voice reviews with their own voice or AI-generated from text. Respond with your own personalized voice replies. Display them proudly on your website.
The Audacious Roadmap for ADK-Rust
There’s been a lot of debate about whether Google’s AI Overviews and tools like ChatGPT are actually harming publishers. One publicly traded company’s timeline is worth looking at: Chegg.
What happened (with sources):
2021: Chegg launched Uversity, a platform for educators to share academic content. (Wikipedia)
2023: ChatGPT emerged as a serious competitor in homework help. Chegg responded by launching CheggMate, its own AI product built on OpenAI’s models. (Wikipedia)
Late 2024: Chegg reported accelerating subscriber declines, widely attributed to users shifting to free AI tools instead of paid study platforms. (WSJ, company filings)
Feb 2025: Chegg sued Google, alleging that AI Overviews reduced traffic to Chegg by answering questions directly in search results, harming acquisition and revenue. (Search Engine Land, Reuters)
May 2025: Chegg laid off ~22% of its workforce (≈248 employees), citing competitive pressure from AI and changes in search behavior. (Reuters)
Oct 2025: Chegg announced another round of layoffs (~45%, ≈388 employees), explicitly referencing “the new realities of AI” and reduced traffic from Google to content publishers. (Reuters / SF Chronicle)
What the data suggests (more broadly):
Independent studies show that when Google AI Overviews appear, users are significantly less likely to click through to external sites.
“Zero-click” searches (where users get answers directly on the results page) have increased, especially for informational and educational queries.
The impact isn’t uniform — some publishers report minimal effects — but content that answers how-to, homework, or factual queries appears most exposed.
Why this matters:
Chegg isn’t a small blog or SEO-driven site. It’s a public company with audited financials, legal disclosures, and incentives not to exaggerate under scrutiny. Its filings and lawsuit don’t claim AI is “bad” — they claim that traffic flows are structurally changing.
This doesn’t prove AI search is “killing the web,” but it does show:
AI answers are substituting clicks, not just competing for them.
Entire business models built on informational content are under pressure.
“Build better content” may not be sufficient when answers are synthesized upstream.
Curious how others here see it:
Is this a temporary transition problem?
Or are we watching the unbundling of the open web’s traffic economy in real time?
Show HN: ADK-Studio – a visual builder for creating AI agent workflows with Rust
Hi HN,I’ve been working on ADK-Rust, an open-source framework for building and deploying AI agents in Rust.The motivation came from building agent systems where performance, safety, and predictable behavior mattered more than rapid prototyping. Most agent frameworks and workflow tools today are Python- or JS-first and tend to be runtime-heavy when taken to production.Recently, I added...
Show HN: ADK-Rust: a Rust Implementation of Google Agent Dev Kit
Hey everyone!I'm excited to share ADK-Rust - a production-ready implementation of Google's Agent Development Kit in Rust.Why Rust? After working extensively with adk-python in developing an ai agent factory at zavora.ai, I wanted to bring the same powerful agent development patterns to the Rust ecosystem, targeting use cases where:Performance is critical - Rust's zero-cost abstractions and...
Show HN: Startup Raising capital through Book Sales
Hi HN, My name is James Karanja, founder of Zavora Technologies, an AI Agent platform startup. I’ve been working on a unique way to validate my startup idea and raise funds simultaneously, and it’s surprisingly working: writing books!Facing financial challenges and nearing bankruptcy, I decided to document my ideas in a book and sell it on Amazon KDP. The first book, "The Complete LangGraph...
People vs. AI" – A Must-Have Gift for Tech Leaders (Free for 2 Days)
Hey HN,If your boss or co-founder is into tech, AI Agents, or just loves a thought-provoking read, you’ve got to check out People vs AI on Amazon. It’s the ultimate Christmas gift – a deep dive into how AI is reshaping businesses, job roles, and decision-making.This book is perfect for anyone budgeting for AI Agents in 2025 or just curious about how AI will impact their industry. Whether...
Thank You HN, No 1 Best Seller on Amazon
After posting several times on HN and getting good feedback, I'm happy to announce that my book on programming AI Agents is No 1 new release under the Python->Programming category! Thank you so much for making an impossible dream happen. Grab your copy of "The Complete LangGraph Blueprint: Build 50+ AI Agents for Business Success"Grab the book: https://www.amazon.com/dp/B0DP69QV7K