Latest cybersecurity dispatches

Fresh reporting on active vulnerabilities, security patches, incident response, and threat research for defenders.

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Data graphic: Grok Build's coding CLI sent 5.10 GiB to /v1/storage from a 12 GB repo the model never read, against about 192 KB of model-turn traffic, roughly 27,800x more than the task required. The upload was shut off on July 13, 2026 by a server-side flag and the tool is now open-sourced under Apache 2.0, but the upload code is still in build 0.2.99 and xAI's claim that enterprise ZDR data is not retained has no independent audit.

xAI Open-Sources Grok Build After Its Coding Agent Silently Uploaded Entire Repos

xAI disabled the behaviour and open-sourced the tool days later. For CISOs, the work is separating what is confirmed from what remains a vendor promise.

Jul 16 · 6 min

A developer typing rapidly while only a thin trickle of finished apps moves down an otherwise empty conveyor belt.

stableResearch Ai Code Generation

The 100x Coder Paradox: Why Faster AI Coding Isn't Flooding the World With Software

If the productivity story held at face value we would see a flood of new products, not the same backlog moving at the same pace with better autocomplete.

Jul 16 · 6 min

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

stableResearch Dram 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.

Jul 16 · 7 min

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

stableResearch Usage Limits

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.

Jul 16 · 7 min

Data graphic: AI token plans for coding agents break even at about $1.70 a day in API spend, the point where a $50 plan starts to beat metered billing. Top-tier prices run from $168 a month GLM Max through $120 MiniMax Ultra and $100 MiMo Max down to $10 for single-tier OpenCode Go, while entry plans cost $20 MiniMax Plus , $6 MiMo Lite, the cheapest , $18 GLM Lite and $10 OpenCode Go ; every plan hard-stops at the cap by default, keys work only in coding tools, and users report a MiniMax caching bug that burned about 300M tokens in 36 hours.

stableResearch Ai Token Plans

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.

Jul 16 · 7 min

Data graphic: personal AI power plans run from $6 to $300 a month, with the top tier per provider at $300 for SuperGrok Heavy, $200 each for ChatGPT Pro 20× , Claude Max 20× plus weekly caps and Cursor Ultra, $168 for GLM Coding Max, $120 for MiniMax Token Ultra, $100 each for MiMo Max and Ollama Max, and $10 for OpenCode Go. By workload, under 500k tokens a month costs $6–$20, about 500k–1M costs $16–80 and 1–2M+ costs $100–$200, and only credit-pool and token-bank plans allow honest cost math.

stableResearch Ai Subscription Comparison 2026

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

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.

Jul 16 · 9 min

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

stableResearch Chatgpt Pricing

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.

Jul 16 · 7 min

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

stableResearch Premium Ai Plans

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.

Jul 16 · 7 min