Author

Alex Kim

Threat intelligence editor

Focuses on cloud identity, incident response, and exploitation trends.

CloudIncident responseIdentity

Coverage by Alex Kim (121)

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

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.

Dossier-style infographic of OpenCode Go pricing: $5 first month then $10 monthly, with $12 five-hour, $30 weekly, and $60 monthly dollar caps, plus comparison nodes for free client, Zen, and frontier alternatives.

Opencode Go Research

OpenCode Go $10 Plan Review: Is the Budget Multi-Model Coding Sub Worth It?

Honest OpenCode Go $10 plan review: $5 first month, hard dollar caps, multi open models. See pricing, throughput, who should buy, and when to upgrade to Zen.

Illustration contrasting free unlimited local Ollama on a laptop with optional paid cloud GPU capacity tiers Pro and Max

Cloud Security Research

Ollama Pro vs Max Pricing: Local Free Forever, Cloud Capacity That Scales

Local and cloud Ollama share a CLI and an API but not a cost model. Knowing where that boundary sits decides whether you ever need to pay anything at all.

Developer workstation showing IDE and terminal agents as parts of a 2026 AI coding stack

Cloud Security Research

Best AI Coding Stack 2026: Jobs, Tools, and Three Budget Builds That Actually Work

Entry plans still cluster near $20 a month while daily agent use climbs to $60-$200 or more. The winning move is composition by job, not collecting brands.

Z.ai GLM Coding Plan Lite, Pro, and Max tiers compared for 2026 agent coding tools

Cloud Security Research

GLM Coding Plan Pricing 2026: Z.ai Lite vs Pro vs Max Explained

Conflating the subscription with the metered API produces Insufficient Balance errors, surprise charges, or a hard stop with no fallback mid-task.

Briefing poster comparing MiniMax Token Plan Plus $20, Max $50, and Ultra $120 with agent concurrency bands, rolling windows, Credits overflow, and Hailuo kept separate

Cloud Security Research

MiniMax Token Plan Plus vs Max vs Ultra: Which Subscription Fits Your Agents?

The useful comparison is not how many billions of tokens, but which key, which rolling window and which overflow path match your agents' real concurrency.

Desks covered

Operations Research

Latest

Sep 12, 2026, 12:37 PM EDT · Research · Mlx12 minMLX vs llama.cpp on Apple Silicon: Which Local LLM Runtime to Actually Use

One is a portable inference engine, the other an array framework that also trains — and that single difference settles almost every practical question.

Sep 12, 2026, 12:37 PM EDT · Operations · Llm Evaluation14 minHow to Build an LLM Evaluation Harness That Catches Real Regressions

Public benchmarks only shortlist a model; your own cases decide whether to ship it. Here is the dataset, the scorers and the CI gates that catch real drift.

Sep 12, 2026, 12:37 PM EDT · Research · Prompt Caching11 minPrompt Caching Explained: Cutting Agent Costs Without Touching the Model

Your agent re-sends the same long prefix on every step and pays to recompute it. Here is the KV mechanism, the ordering rule it forces, and the break-even math.

Sep 12, 2026, 12:37 PM EDT · Research · Speculative Decoding11 minSpeculative Decoding and Multi-Token Prediction: How LLMs Generate Faster

Decode is memory-bound, so checking several tokens in one pass is nearly free. Here is the mechanism, the arithmetic behind it, and why quality never moves.