Articles on building, AI coding, automation, security, and publishing.
Google made Gemini 4 Carbon, its strongest model, available to paying developers and Google AI Ultra subscribers on November 10, 2026. It costs $2 / $10 per million tokens until November 30, leads Google's own table on long context and security, and sits fourth on the Artificial Analysis index behind Claude Fable 5.2. Here is what that means for what you build.
Anthropic released Claude Fable 5.2 and Claude Mythos 5.2 on November 9, 2026. Cheaper than Fable 5.1, up to 30% faster, and ahead of Opus 5.5 on almost every benchmark. Here is what that means for what you build.
Cross-domain meta-patterns from a 155-report sweep across MCP servers, crypto trading, faceless YouTube, self-publishing, indie hackers, AI research tooling, affiliate sites, and adjacent frontiers. First in an ongoing series, v2 and v3 land as the corpus deepens and the meta gets to analyze itself in time.
What each tool is actually good at, real pricing, benchmark numbers, the citation-hallucination problem nobody fully solved, and the 3-tool stack most serious users settle on.
Real commission rates by category, the niches with highest CPA, why subdirectories beat subdomains, and the strategy a verified $10K/month indie used to get there.
The data on self-publishing memoirs right now: which categories have real readers, what authors are launching, where the gaps are, and what tools the people who actually sell books use.
AI video generators ship broadcast quality, production cost dropped under $3 per video, and 38% of new creator businesses skip the camera. The numbers, the workflow, and what YouTube's 2026 enforcement actually catches.
How big the Model Context Protocol ecosystem actually got, what the 13,000+ servers look like, why fewer than 5% earn anything, and where the real gaps are.
A landing page gets traffic. These four things turn traffic into something useful.
What to install on a fresh machine to get from zero to shipping with AI agents this week.
Playwright, CDP, MCP-driven browsers, and the shift from headless scripts to agents that share your real session.
A field guide to the failure modes that show up across Claude, GPT, Gemini, and the rest in 2026.
Where real breaches actually start, why .env files are the smallest part of the problem, and what credential hygiene looks like now.
The writing is the easy part. Niche, cover, category, distribution: that is where the math actually decides.
Win rates, volume, and why doing it manually is a trap most freelancers never escape.
The gap between "I will build an affiliate site" and "this is generating commissions" is where most people give up.
The social cost of telling someone the truth about their product, and what changes when the reviewer has no stake in your feelings.