Author

Alex Kim

Threat intelligence editor

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

CloudIncident responseIdentity

Coverage by Alex Kim (121)

Illustration comparing SuperGrok at $30 with SuperGrok Heavy at $300, highlighting multi-agent compute as the premium differentiator

SuperGrok Heavy $300 vs SuperGrok: Is the 10× Jump Worth It?

Readers routinely confuse Heavy with the $30 plan, with X Premium+, and with the metered API. The price gap is real; the feature gap is narrower than it looks.

Briefing poster comparing Cursor Pro, Pro+, Ultra, and Teams pricing for agent coding, with credit multiples and upgrade thresholds

Cursor Ultra Vs Pro Research

Cursor Ultra vs Pro Pricing for Agent Coding: Pro+, Credits, and When to Upgrade

Compare Cursor Pro, Pro+, and Ultra pricing for agent coding. Learn credit pools, overage math, when Ultra beats overages, and when Teams seats win.

Hub-and-spoke briefing poster comparing three $200 AI setups: ChatGPT Pro 20×, Claude Max 20×, and a Pro 5× plus Max 5× split, with illustrative rate-window ranges and depth-versus-failover tradeoffs.

Chatgpt Pro Vs Claude Max Research

ChatGPT Pro vs Claude Max at $200: Depth, Diversity, or a $100+$100 Split?

Compare ChatGPT Pro 20×, Claude Max 20×, and a $100+$100 split: capacity, rate limits, coding agents, and when depth beats failover for power users.

Diagram comparing Claude Max 5× at $100 and Max 20× at $200 as the same feature set with different usage capacity.

Claude Max Research

Claude Max 100 vs 200: Same Features, 5× vs 20× Usage

Claude Max 100 vs 200 compared: both plans share the same features—only 5× vs 20× Pro usage differs. Choose the right tier for heavy coding without overpaying.

Briefing poster comparing Claude Max 5× at $100 and Max 20× at $200, showing shared session multipliers, dual weekly caps, and the common usage pool across chat and Claude Code.

Claude Code Max Plan Research

Claude Code Max Plan Limits $100 vs $200: 5× vs 20× Shared Caps Explained

Claude Code Max 5× ($100) vs 20× ($200) explained: shared session & weekly caps with chat, agent burn rates, hygiene tips, and when each plan fits developers.

Briefing poster comparing ChatGPT Pro 5× ($100) and 20× ($200) for Codex agentic coding, with plan multipliers, five-hour window, and Plus vs Pro vs API choice nodes.

Chatgpt Pro 5x Vs 20x Research

ChatGPT Pro 5x vs 20x for Codex Coding: Which Tier Actually Fits Agentic Work

ChatGPT Pro 5x vs 20x for Codex: compare rate limits, token burn, and when Plus + API or $100/$200 Pro fits agentic coding, monorepos, and parallel agents.

Briefing poster comparing ChatGPT Plus at $20 (1×), Pro 5× at $100 (5×), and Pro 20× at $200 (20×), with shared Pro features and five-hour plus weekly limit windows

Chatgpt Pro Research

ChatGPT Pro $100 vs $200: 5× vs 20× Usage Explained (2026)

ChatGPT Pro $100 vs $200 explained: same Pro features, 5× vs 20× usage vs Plus. Compare rate limits, Codex headroom, and which tier fits you.

Illustration of a malicious PyPI package installing via pip and planting a Python startup hook that can steal developer credentials and reach CI.

Cloud Security Research

Python PyPI Malicious Packages Talos Report Maps Full Attack Lifecycle Against Developer Machines

From index hosting through source and wheel formats to virtual-environment install, the report reframes how teams should treat everyday Python dependency risk.

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.