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Reviews & Platform Comparisons

Articles about reviews & platform comparisons, written from real client work and hands-on builds.

AI & Automation

Jev Lowered One Workflow's API Cost. Caching Reversed the Result.

Jev cut one classification workflow's modeled API cost by 35%. Turning on prompt caching for the direct model reversed the result. Here is what to measure before adding a decision model.

Sep 26, 20266 min read
AI & Automation

I Replaced mem0 With a Self-Built Shared Memory System, and Measured It

Six months after calling Claude Code memory and mem0 complementary, I run neither. One human-reviewed vault now serves every AI tool I use, and adding local embeddings to keyword search moved the top-8 hit rate from 89% to 97%.

Sep 16, 20268 min read
Reviews & Platform Comparisons

NemoClaw to DigitalOcean: My OpenClaw Deployment Reality Check

I deployed OpenClaw via NemoClaw and DigitalOcean back to back. NVIDIA’s $130/mo sandbox and DO’s $24/mo droplet hit the same walls.

Mar 27, 20266 min read
Reviews & Platform Comparisons

GPT-5.4 vs Gemini 3.1 vs Claude Opus 4.6: I Stopped Caring Which Is Smartest

I gave all three frontier models the same real tasks. They all passed. Here’s what actually matters when choosing between them in 2026.

Mar 19, 20265 min read
AI & Automation

Agent Builder Was Supposed to Make This Easy. It Didn’t.

Three bugs killed my agent build. The visual workflow builder did not stop any of them. Here is my honest review of OpenAI Agent Builder.

Oct 8, 202514 min read
Reviews & Platform Comparisons

I Spent 2 Days with AWS AgentCore and Finally Understood Their Agent Strategy

I spent 2 days with AWS AgentCore after its NY Summit launch. Bedrock Agents is just the surface. AgentCore is the real infrastructure layer.

Jul 18, 202511 min read
AI & Automation

I Almost Left AWS for Shinier Platforms. Then I Found Generative AI Application Builder.

I almost left AWS for Azure and GCP. Then Generative AI Application Builder changed my mind. Here is what it does that other platforms do not.

Jun 21, 20257 min read
AI & Automation

My Deep Dive into Azure AI Foundry: The Good, The Bad, and The Reality Check

I tested Azure AI Foundry for agent development. Streaming issues, model selection quirks, and some genuine strengths. Here is the honest review.

May 30, 20255 min read

Running an AI workflow that costs too much?

The AI Workflow Review finds the one change that makes it cheaper and better, in one week at a fixed price. Start with a 30-minute call.