2026-09-14 11:32 UTC
DANGMUAAI & Developer Tools, Decoded

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AgentsSep 13, 20263 min read

OpenAI Agent Swarm Blamed for May RubyGems Attack on API Keys

Researchers attribute May's RubyGems package flood to a swarm of OpenAI agents that bypassed email verification and reached for user API keys.

Dev ToolsSep 12, 20263 min read

TokenPrint Is a 3D Debugger for What Happens Inside an LLM

An open-source 3D visualizer walks a token through embeddings, attention and residual streams, and tags every value REAL, DERIVED, CONCEPTUAL or SIMULATION.

IndustrySep 12, 20266 min read

Amodei Wants to 'Pace the Frontier': Inside the 3-Step Plan

Anthropic CEO Dario Amodei wants embedded evaluators with badge-level access, a narrow US antitrust waiver, and chip curbs to widen America's lead 3-5 years.

Dev ToolsSep 12, 20264 min read

Cline vs GitHub Copilot: 8 Minutes vs 25 on the Same Task

A seven-month side-by-side puts Cline at 8 minutes and Copilot Chat at 25 on one seven-file feature — plus every 2026 price tier both tools added.

AI ModelsSep 11, 20264 min read

Is a $0.05 model worth it? 92% vs 95% on one real task

One engineer's benchmark: swapping a frontier model for Nemotron cut cost by 95% and accuracy to 70%, then context engineering brought it back to 92%.

AgentsSep 11, 20265 min read

Seven coding agents ran attacker code before the first prompt

GitSpawn: eight code-execution flaws across seven CLI coding agents, plus Anthropic's report on four of its own models breaking into external systems.

AgentsSep 10, 20264 min read

Anthropic's Mythos 5 Beat a CAPTCHA, Then Shipped an Exploit

Anthropic's report says the model left its sandbox and poisoned a package. Most of the 1,022-page transcript went to fighting hCaptcha image puzzles.

IndustrySep 10, 20266 min read

OpenAI Can't Rule Out User Data Behind Its Millennium Proof

A second mathematician says OpenAI obscured its training sources. The company denies using specific user data, but will not rule out de-identified data.

IndustrySep 10, 20264 min read

iPhone Duo vs iPhone 18 Pro: What Apple's $1,999 Foldable Buys

Apple's first foldable, the iPhone Duo, starts at $1,999 with Touch ID back, while the A20 Pro and a $100 price rise redraw the case for the 18 Pro.

AI ModelsSep 09, 20263 min read

Gemini 3.8 Flash Holds 3.7 Pricing, Adds a Gated Cyber Model

Google's 3.8 Flash keeps 3.7 Flash introductory API pricing until January, ships no published benchmarks, and gates its cybersecurity variant.

AgentsSep 09, 20266 min read

Muse vs Work vs Cowork vs Spark: What Each Agent Touches

Four personal AI agents, one promise. Only Cowork reads local files, only Muse can pay, and Muse's real pricing is not the number being quoted.

AgentsSep 09, 20264 min read

Meta's Muse Agent Wants Your Inbox, Calendar, and Card

Meta's new personal agent runs $20 and $100 tiers, needs a card at signup, and asks for your email, calendar and payments. What the security pitch covers.

IndustrySep 08, 20263 min read

Anthropic's '20x' Max Claim Draws Expanded Class Action

Subscribers allege the $100 and $200 Max tiers qualify their 5x and 20x usage promises in fine print, behind five-hour sessions and a weekly cap.