Armen Bedrosian
Editorial byline
Armen Bedrosian is an editorial byline for The Bot Shelf, with a focus on Developer Tools, Hardware & Gadgets, Product Reviews. Biographical credentials and external profiles are published only after verification.
Learn more about our editorial process and use of automation in our AI & Automation disclosure.
Coverage Areas
Latest Articles
Choosing an AI Security Camera: Local Privacy or Cloud-Powered Features?
The most critical decision when buying an AI security camera is whether its artificial intelligence processes video locally for privacy and no fees, or in the cloud for advanced features and ecosystem integration, which often requires a subscription. Understanding this fundamental trade-off is key to navigating the market.
Oct 31, 2026 · 4 min read
Asana, ClickUp, Jira, or monday.com: Which AI Project Management Tool Fits Your Agile Team?
Selecting the right AI project management tool for your agile team hinges on matching its capabilities to your specific workflow challenges and operational focus. This guide compares Asana, ClickUp, Jira, and monday.com, detailing their strengths and ideal use cases to aid your decision.
Oct 29, 2026 · 5 min read
Why Edge AI Chips Are Built Around Heterogeneous SoCs and Specialized NPUs
Edge AI chips predominantly use heterogeneous System-on-Chip (SoC) architectures, combining general-purpose CPUs with specialized accelerators like Neural Processing Units (NPUs). This design is crucial for meeting strict power budgets by assigning AI inference and other tasks to the most efficient silicon available, with NPUs offering superior energy efficiency for AI workloads.
Oct 28, 2026 · 4 min read
Milvus, Weaviate, or Qdrant? Matching Your RAG Project to the Right Open-Source Vector Database
Choosing the right open-source vector database for RAG—Milvus, Weaviate, or Qdrant—depends on your project's scale, performance needs, and operational capacity. Milvus excels at massive scale, Weaviate offers integrated features and hybrid search, while Qdrant provides performance and efficiency for moderate deployments.
Oct 27, 2026 · 5 min read
How to Listen to Music in Bed Without Wearing Earbuds
This article explores various alternatives to earbuds for listening to music in bed, focusing on comfort for different sleeping styles and preferences. It discusses options like bedside speakers, sleep headphones, and under-pillow speakers, highlighting the Pillowsonic Symphony as a specific solution.
Sponsored by Pillowsonic Symphony · Oct 27, 2026 · 5 min read
Software Mods Reportedly Double AI Compute on RTX 20, 30, and 40 Series GPUs — Here's What the Numbers Actually Show
Community-developed software mods are reportedly unlocking up to twice the tensor throughput on NVIDIA RTX 20, 30, and 40 series GPUs for AI workloads. These mods target software limits on FP16/BF16 operations, showing real-world gains in LLM prompt processing and image generation, but do not affect gaming or token generation.
Oct 26, 2026 · 4 min read
Free AI Coding Agents Compared: Which Tool Fits Your IDE, Terminal, and Budget
This comparison of free AI coding agents focuses on how they integrate into your workflow (IDE vs. Terminal) and their cost structures (free tiers vs. open-source BYOK). It provides a framework to choose the right tool based on your development environment and budget.
Oct 24, 2026 · 5 min read
How AI Turns Data Center Cooling Into a Self-Correcting Feedback Loop
AI is transforming data center cooling into a self-correcting feedback loop, using real-time sensor data and predictive modeling to autonomously adjust cooling hardware. This shift from reactive to predictive management delivers significant energy savings and improved efficiency, especially for high-density AI environments.
Oct 21, 2026 · 5 min read
Milvus vs. Weaviate vs. Qdrant: A Decision Framework for Open-Source Vector Databases
This article presents a decision framework for selecting among open-source vector databases Milvus, Weaviate, and Qdrant for RAG and semantic search applications. It analyzes their distinct strengths in scalability, features, and operational simplicity to guide your choice.
Oct 19, 2026 · 5 min read
How AI Actually Optimizes Database Queries: Predictive Models, Reinforcement Learning, and NLP Mapped to Real Problems
AI optimizes database queries through predictive modeling, reinforcement learning, and NLP, addressing issues like execution plans, join orders, and SQL rewriting. These techniques offer performance gains but introduce trade-offs in interpretability, overhead, and the need for human oversight.
Oct 19, 2026 · 6 min read
Your Tech Bag Gets an Upgrade With Star Lite Tech Co. Travel Accessories
A dependable webcam and the right accessories are no longer just for a stationary desk; they are essential for anyone working, creating, or connecting on the go. For those looking to elevate their mobile setup, understan…
Sponsored by Star Lite Tech Co. · Oct 12, 2026 · 7 min read
The Blueprint for Automated Machine Learning: Understanding MLOps Architecture and Workflow
MLOps applies DevOps principles to machine learning, automating lifecycles through CI/CD/CT workflows and specific architectural components. This ensures reliable model development, deployment, and continuous retraining for evolving data.
Oct 11, 2026 · 5 min read
Beyond the Buy Button: Why Top DJs Trust The DJ Hookup Over Big Box Retailers
This article highlights why The DJ Hookup offers a superior experience for buying DJ equipment compared to big box retailers, emphasizing specialized expertise, genuine support, and community focus. It addresses the paralysis of choice faced by DJs and the importance of a true partnership over a simple transaction.
Sponsored by The DJ Hookup · Sep 23, 2026 · 4 min read
Specialized AI Code Assistants for Developer Productivity
Accuracy complaints appear in up to 23% of ChatGPT reviews and 20% of Gemini reviews, significantly higher than the 12% category average for AI code generation tools, according to G2 Learn Hub .
Sep 16, 2026 · 5 min read
Big Tech's Custom AI Chip Race Challenges Nvidia's Dominance
OpenAI's new Jalapeño chip recently outperformed Nvidia Corp.
Aug 28, 2026 · 4 min read
What Are Vector Databases and How Do They Power AI Applications?
Retrieval-Augmented Generation (RAG) is the primary use case driving vector database adoption in 2026.
Aug 27, 2026 · 5 min read
SWH Electrical Solutions Fits Solar PV Into New Build Planning From the Start
For housing developers in North East England and Teesside, integrating renewable energy is no longer an afterthought but a critical component of modern construction planning. SWH Electrical Solutions , a Newcastle-based …
Sponsored by SWH Electrical Solutions · Jul 30, 2026 · 6 min read
Pillowsonic Symphony Fits Bluetooth and AUX Listening Into One Bedtime Setup
Pillowsonic Symphony offers a versatile under-pillow audio system, integrating both wireless Bluetooth and a standard auxiliary input for diverse listening needs. This allows users to enjoy podcasts, music, or relaxation recordings from various devices without changing their comfortable setup.
Sponsored by Pillowsonic Symphony · Jul 29, 2026 · 4 min read
5 Ways Buy & Charter Removes Risk From Your Next Marine Purchase
Purchasing a boat is a significant investment, but the process is often filled with uncertainty and potential financial pitfalls. With the average age of the global ship fleet rising, buyers face increased risks of hidde…
Sponsored by Buy & Charter · Jul 27, 2026 · 5 min read
From Broken Pitch-Stage Storytelling to Solved: The Forward by Alf Approach
For filmmakers and creative agencies, the pitch stage is a high-stakes moment where a brilliant idea can stall due to broken storytelling. Traditional methods often fail to translate a complex vision into a compelling, t…
Sponsored by Forward by Alf · Jul 20, 2026 · 6 min read