anthropic
12 articles
Before You Trust the Score, Suspect the Test: A Reading Guide to Anthropic's Agent Evals Playbook
Opus 4.5 went from 42% to 95% on CORE-Bench without any change to the model. What changed was a broken test and an overly restrictive harness. The part of Anthropic's agent evals guide most worth reading is its string of cases where the score lied, plus the advice it keeps coming back to: read the transcripts before you trust the number.
A Git Diff for AI Models — Anthropic Found a Way to Compare Behavioral Differences Across Models
Anthropic Fellows adapted software diffing for AI safety, creating a cross-architecture tool that compares model behavior. It found a “Chinese Communist Party Alignment” switch in Chinese models and an “American Exceptionalism” switch in an American model.
Anthropic Tore Apart Its Own Agent Architecture — Separating the Brain from the Hands Made It 90% Faster
Anthropic has revealed how its Managed Agents architecture evolved: by separating sessions, harnesses, and sandboxes, it went from “pets” to “cattle.” The result was a reduction of more than 90% in p95 time to first token, while also solving problems with security and scalability.
Claude Code’s Big April Update — Security Patches, Named Subagents, and That 60%-Faster Write Tool
Claude Code shipped three releases in three days in early April (v2.1.94 → v2.1.101), spanning security hardening, new commands, and performance gains. From command injection fixes to subagents finally getting names, the release cadence feels like the whole team downed ten shots of espresso.
Anthropic Launches Official CLI Tool ant — the Age of curl + jq Drudgery Is Officially Over
Anthropic has finally released an official CLI tool, ant. Written in Go, it features a resource-oriented architecture, built-in file injection, and GJSON transforms. No more manually assembling curl headers every time you call the Claude API.
Anthropic Has Surpassed OpenAI in Revenue While Spending Just One-Quarter as Much on Training — The AI Arms Race Is Being Rewritten
Anthropic’s annualized revenue has topped $30B, passing OpenAI’s $24B, while its model-training spend is about one-quarter as large. SaaStr breaks down six angles showing how the AI arms race’s business logic is shifting.
An AMD Executive Analyzed 6,852 Claude Code Sessions. Her Conclusion: The February Update Broke the Whole Thing
AMD AI director Stella Laurenzo analyzed nearly 7,000 Claude Code sessions and found that after the February update, thinking depth fell 67%, the Read:Edit ratio dropped from 6.6 to 2.0, and estimated daily API costs rose from $12 to $1,504. Claude Opus wrote the report from its own logs.
A Single US Government Order Forces Anthropic to Pull Fable 5 and Mythos 5 Worldwide
Citing national security, the US government ordered Anthropic to suspend Fable 5 and Mythos 5 for any foreign national — even its own staff — so Anthropic had to disable both models for everyone. The alleged 'jailbreak'? Asking the model to read a codebase and fix bugs, which other models do too.
Clawd.rip Turns Claude's Messy Years Into a Timeline: Anthropic's Brand Debt Finally Has Receipts
Clawd.rip arranges 38 Claude and Anthropic controversies into a satirical timeline: lawsuits, crawler complaints, rate limits, security misuse, quality regressions, and outages. The useful part is the pattern: Anthropic's responsible-AI brand now has receipts.
Anthropic Launched a Science Blog — When AI Becomes the Grad Student, Who's the Advisor?
Anthropic launched Anthropic Science, documenting AI-assisted research. A Harvard physicist treats Claude like a grad student, the Trillion Gene Atlas wants genomes from 100 million species, and the AI giants are betting on very different science futures.
Anthropic Economic Index Report: The More You Use It, The Better You Get — AI's Learning Curve Effect Is Widening the Gap
Anthropic's third Economic Index finds broader use cases, more lower-wage tasks, and a four-point success-rate edge for experienced Claude users. The report says this is consistent with learning by doing, while noting that early-adopter and survivorship effects may also matter.
Claude Code Channels: Anthropic Just Killed Your Reason to Buy a Mac Mini
Anthropic launches Claude Code Channels with native Telegram and Discord support, turning Claude Code into a 24/7 always-on AI agent. VentureBeat calls it the OpenClaw killer.