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Research

Technical deep dives, reproducible tests, and tool evaluations.

Illustration of a DDR5 RAM module depicted as a soaring price peak towering over small PCs and a server rack, symbolizing surging memory prices.

The Great Memory Squeeze: Why RAM Prices Exploded — and When Relief Actually Arrives

A benchmark 16Gb DDR5 chip went from $6.84 in September 2025 to about $27.20 by December, and retail kits roughly doubled inside a single quarter.

Three AI assistant usage dashboards for ChatGPT, Claude, and Cursor showing progress bars nearing their rate limits with reset countdown timers.

Cloud Security Research

How to Monitor AI Rate Limits Across ChatGPT, Claude, and Cursor: A Practical Playbook

Hard stops have gone from occasional annoyance to recurring productivity killer as limits tightened. Monitoring beats discovering the wall mid-refactor.

Illustration of an AI coding agent's token usage hitting a flat-rate subscription cap instead of an unbounded bill.

Ai Token Plans Research

AI Token Plans Explained: How Chinese Labs Are Reinventing the Cost of Coding Agents

Chinese AI labs MiniMax, Xiaomi MiMo and Zhipu GLM offer flat-rate token plans for coding agents. Compare pricing, quotas and caveats to find your fit.

Illustration of an ascending AI-subscription pricing ladder from $6 to $300 with a solo developer weighing tiers.

Ai Subscription Comparison 2026 Research

Individual AI Subscription Power Plans Comparison 2026: The Complete $6–$300 Decision Matrix for Solo Developers

Compare 2026 individual AI subscription plans from $6 to $300 across OpenAI, Anthropic, xAI, Cursor, MiMo, GLM and more. Find the best tier for your workload.

Illustration of a weighing scale comparing a flat monthly subscription price against rising pay-as-you-go API token costs.

Cloud Security Research

ChatGPT API vs Plus: The Break-Even Math That Decides Your AI Bill

Pick wrong and you either pay for capacity you never touch or get throttled mid-task. The break-even math is simpler than either vendor's pricing page.

Illustration of a freelancer weighing $20, $100 and $200 monthly AI subscription tiers rising like steps.

Premium Ai Plans Research

The $200 Question: Are Premium AI Plans Actually Worth It for Freelancers?

Are $100–$200/mo AI plans from OpenAI, Anthropic and Google worth it for freelancers? Break-even math, workflows that pay off, and a clear decision checklist.

A developer's desk lit by a monitor running a terminal AI coding assistant next to a desktop PC with a glowing GPU, illustrating AI models running locally and offline.

Cloud Security Research

The $0 AI Coding Stack: How Ollama and Open Models Became a Real ChatGPT Alternative in 2026

Local models matured enough in 2026 that a free stack handles real work, with nothing logged, no context lost between sessions and no vendor owning your code.

Four Xiaomi MiMo Token Plan tiers from Lite to Max with credit quotas and coding-agent interface

Cloud Security Research

Xiaomi MiMo Token Plan Pricing: 2026 Tier Guide for Coding Agents

After the May 2026 commercial reset cut V2.5 API prices and raised usable volume, the plan targets teams that want predictable spend over opaque rate limits.