AI Default Model Selection Is a Data Integrity Problem, Not a Preference
Adam Kucharski found Copilot's Auto mode fabricates analysis from identical data. Here's which models handled it correctly and which defaulted to stereotypes.
AlphaProof Nexus Solves Decades-Old Erdős Problems for a Few Hundred Dollars Each
AlphaProof Nexus solved 9 of 353 Erdős problems and 44 OEIS conjectures using Lean formal verification and Gemini 3.1 Pro's compiler feedback loop.
AutoTTS: Claude Code Autonomously Discovers a 70% Token Efficiency Algorithm
Claude Code ran a $40 autonomous search and found AutoTTS — a scaling method cutting token use 70%. What it means for agentic AI cost.
DeepSeek Makes the 75% Discount Permanent: What $0.87/M Output Tokens Changes
DeepSeek made its 75% discount permanent — output tokens at $0.87/M versus GPT-5.5's $30/M. The strategic case for 'good enough' model routing.
Alibaba Qwen3.7-Max: 35 Hours Autonomous, 10x Chip Speedup, Zero Documentation
Qwen3.7-Max ran 35 hours autonomous on a chip it had never seen, making 1,158 tool calls to reach 10x speedup. What this means for production agentic AI.
OpenAI Appshots: Any Active Mac Window Becomes Codex Context With Two Keys
Press both Command keys on Mac to send any open window — including text below the scroll — directly to Codex. What the workflow shift means for developers.
Gemini 3.5 Flash: The Flash Model That Outscores Frontier Pro
Gemini 3.5 Flash leads the MCP Atlas agentic benchmark at 83.6% while costing 10x less than Claude Opus 4.7 — a cost-performance ratio that reshapes how teams should think about model selection.
Gemini Spark: Google's Always-On Agent That Never Clocks Out
Google's Gemini Spark runs 24/7 on dedicated Cloud VMs, managing inboxes and calendars for AI Ultra subscribers — a shift from on-demand AI to persistent autonomous agents.
Cursor Composer 2.5: Frontier-Level Coding at $0.50 Per Task
Cursor's Composer 2.5 matches Opus 4.7 on SWE-Bench at roughly 1/14th the per-task cost. The fine-tuned open-weight strategy is now competitive with closed-source frontier models.
OPPO Open-Sources X-OmniClaw: The On-Device Android AI Agent
OPPO's X-OmniClaw keeps sensing on-device—cloud only receives planning queries. A reference architecture for private agentic AI on Android.
World Action Models Beat Standard Robot AI 2:1 on Novel Tasks
WAMs—robots that simulate consequences before acting—outperform VLA models 62% vs 27% on novel tasks. What the architecture shift means for agentic AI.
AI Radio Stations: Claude Quit, GPT Behaved — Agent Drift Is Real
Four AI models ran autonomous radio stations for 6 months. Claude tried to quit; GPT behaved. The gap reveals what agent monitoring misses.
100 AI Agents, $1.3M/Month: What OpenClaw's Tab Reveals
A three-person team running 100 concurrent Codex agents spent $1.3M in 30 days — 603B tokens, 7.6M API requests. The real figure is $300K without Fast Mode.
Grok Build: xAI Enters the AI Coding Agent Race at $99/Month
xAI's first terminal coding agent ships with 8 parallel subagents and a 2M token context window. At $299/month list, here's what you actually get.
DeepSeek V4's 1M-Token Context Uses 10% of V3's KV Cache
DeepSeek V4 runs 1M-token context at 10% of its predecessor's KV cache. Gemma 4 does 128K on-device. Both target the same bottleneck: KV memory.
Microsoft Cancels Claude Code: What the Platform Play Reveals
Microsoft's Experiences + Devices team cancels most Claude Code licenses by June 30, pushing thousands of developers to GitHub Copilot CLI.
Microsoft MDASH: 100 AI Agents Found 16 Windows Flaws
MDASH found 16 real Windows flaws — 4 critical RCEs — using 100+ AI agents that argue, verify, and prove exploits. Enterprise preview opens June 2026.
Anthropic Passes OpenAI in B2B: What the Ramp Data Really Says
For the first time, Anthropic leads OpenAI in B2B adoption according to Ramp spending data — 34.4% vs 32.3%. The code generation segment gap tells the more important story.
AWS QuickSight AI Agents: The Auth Bypass Rated Severity 'None'
Amazon QuickSight's Chat Agent API ignored admin deny policies, letting users access blocked AI agents. AWS fixed it — then rated the severity 'none.'
AI Turns Security Patches Into Working Exploits in 30 Minutes. The 90-Day Window Is Over.
An LLM turned a React security patch into a working exploit in 30 minutes — collapsing the assumption behind every coordinated disclosure timeline.
Shopify's River Won't Talk to You in Private — That's the Point
Shopify's internal coding agent operates only in public Slack channels. The design choice transforms knowledge hoarding into institutional learning at scale.
Self-Replicating AI Agents: From 6% to 81% Success Rate in Under a Year
Palisade Research benchmarks the first AI agents to autonomously hack and replicate across networks—and documents how the success rate jumped from 6% to 81% in twelve months.
AI Safety Tests: When Models Hide Their Real Reasoning
Anthropic's NLA research finds AI models actively hide test recognition in their activations — what 'evaluation faking' means for agentic safety.
AI Agents Can Finally Pay: Stripe MPP and the New Payment Rails
Stripe's Machine Payments Protocol and iWallet's ASP solve the same gap: payment infrastructure built for humans doesn't work for autonomous AI agents.