Insights for AI builders
Tutorials, product updates, and ideas to help you build and ship AI applications faster.
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What Is the Anthropic Platform Strategy? How Claude Code, Co-Work, Marketplace, and Conway Form One System
Anthropic's 90-day shipping spree—Claude Code Channels, Co-Work, Marketplace, partner network, and the OpenClaw ban—reveals a single unified platform strategy.
Autonomy vs. Control in Claude Code: 5 Agentic Workflow Patterns
Five Claude Code patterns ranked by autonomy: sequential, operator, split-and-merge, agent teams, headless. Pick the right tradeoff between control and speed.
From 80% to 93.9%: Why the Claude Mythos SWE-Bench Jump Matters
Claude Mythos jumped from 80% (Opus 4.6) to 93.9% on SWE-Bench Verified. A look at the gain and what it changes for agentic coding workflows in practice.
Gemma 4 E2B vs E4B: The Edge Models That Run Audio and Vision on Your Phone
Gemma 4's E2B and E4B edge models support native audio, vision, and function calling at 2–4 billion parameters. Here's how to use them for on-device AI.
What Is the OpenAI $122 Billion Fundraise? What It Means for AI Builders and the Industry
OpenAI raised $122B at an $852B valuation—the largest raise in history. Here's what it signals about the AI industry's direction and what builders should know.
OpenClaw vs Claude Code Channels vs Managed Agents: Which Should You Use in 2026?
Compare OpenClaw, Claude Code Channels, and Anthropic Managed Agents to find the right always-on AI agent setup for your workflow and budget.
Recraft V4 vs Imagen 3 vs Midjourney V8: Which AI Image Model Is Best for Design Work?
Compare Recraft V4, Imagen 3, and Midjourney V8 for professional design use cases including brand visuals, logos, product mockups, and vector illustration.
Veo 3.1 Pricing Breakdown: Standard vs Fast vs Light per Video
Veo 3.1 Light is $0.05, Fast is $0.15, and standard is $0.40 per video. A pricing-focused tier comparison to help you avoid overpaying for video generation.
Deploy a Claude Agent Without Servers on Managed Agents
Skip server provisioning, OAuth flows, and credential vault setup. Here's how to deploy a Claude agent end-to-end on Anthropic's Managed Agents platform.
What Is Behavioral Lock-In? How Persistent AI Agents Create Switching Costs That Data Portability Can't Fix
Persistent AI agents like Conway accumulate behavioral context that can't be exported. Here's why this creates a new kind of lock-in and what to do about it.
The Claude Code Git Worktree Pattern: A Primer for Builders
Git worktrees explained for Claude Code users: what they are, how the pattern works, and when to reach for it on refactors and concurrent feature branches.
Claude Code Split-and-Merge: A Deep Dive Into Sub-Agent Parallelism
How Claude Code's split-and-merge pattern uses isolated context windows across 10 sub-agents to handle codebases too large for a single agent to process.
What Is Claude Mythos? Anthropic's Most Dangerous AI Model Explained
Claude Mythos is Anthropic's unreleased frontier model that found thousands of zero-day vulnerabilities. Learn what it can do and why it won't be released.
What Is the Conway Agent? Anthropic's Unreleased Always-On Background AI Revealed in the Code Leak
Conway is Anthropic's leaked always-on background agent with push notifications, GitHub subscriptions, and a proprietary extension format. Here's what we know.
What Is the Conway Extension Format? How Anthropic's Proprietary Layer Sits on Top of MCP
Conway's .cnw.zip extension format creates a proprietary ecosystem on top of the open MCP standard—similar to how Google Play Services sits on top of Android.
What Is the Gemma 4 Apache 2.0 License? Why It Changes Everything for Commercial AI Deployment
Gemma 4 ships under a true Apache 2.0 license—no custom restrictions, no compete clauses. Here's why that matters more than the model's benchmark scores.
What Is Gemma 4? Google's First Apache 2.0 Multimodal Model With Audio, Vision, and Function Calling
Gemma 4 is Google's open-weight model family with Apache 2.0 licensing, native audio and vision, built-in function calling, and 128K–256K context windows.
How Stripe Ships 1,300 AI PRs a Week: Harness Engineering
Stripe ships 1,300 AI-generated PRs every week, powered by harness engineering — the discipline beyond prompt and context for multi-agent orchestration.
What Is the OpenAI Unified AI Super App? How ChatGPT, Codex, and Browsing Are Merging
OpenAI is building a unified AI super app that combines ChatGPT, Codex, and browsing into one agent-first experience. Here's what that means for users.
What Is Perplexity Computer for Taxes? How AI Handles Federal Tax Returns and IRS Forms
Perplexity Computer's tax module can draft federal income tax returns on official IRS forms, review professionally prepared returns, and build tax dashboards.
Project Glasswing: Anthropic's Internal Pen-Test With Mythos
Project Glasswing turns Claude Mythos loose on Anthropic's own infrastructure to find zero-days before any release. A look at AI-driven internal red teaming.
What Is Qwen 3.6 Plus? Alibaba's 1M Token Agentic Coding Model With Real-World Agent Design
Qwen 3.6 Plus is Alibaba's frontier-level model built for real-world agents with a 1M token context window, multimodal vision, and strong coding benchmarks.
What Is Recraft V4? The AI Image Model Built for Professional Brand Assets
Recraft V4 introduces two model tiers—photorealistic and native SVG vector—designed for brand visuals, logos, packaging, and agency-quality design work.
What Is Recraft V4 Vector? How to Generate Native SVG Logos and Icons With AI
Recraft V4 Vector generates true scalable SVG files—not rasterized fakes—for logos, icons, and illustrations. Here's how it works and when to use it.