Posts

Two A/B experiments. Same model (Claude) generated the audits, an independent model (Gemini 3.1 Pro) graded them.

An AI agent shipped a merge conflict to tabiji.ai's production HTML for four hours. Google cut our search traffic by 95% within four days.

Hermes + Codex 5.5 matched Opus-era smoothness — we one-shot a new product (veracityapi.com) in an afternoon. But the tooling unlock isn't the moat.

A V3 title variant lifted tabiji CTR +1.93pp. Topic-level data showed a 14× spread between niche topics and head terms.

A 5-PR run on tabiji content cost $137 in API tokens last week. The same throughput on a Max plan is a ~9× subsidy. Subsidies end.

Our forgotten API is 83% Meta crawler. Flattering, wrong metric. I uploaded tabiji's entire dataset to Hugging Face — here's why training data beats…

Fifty cleanup PRs in five weeks. Fake restaurants, fake subreddits, 4,270 null-island coordinates, 5,096 fabricated Reddit quotes.

We tested Midjourney, Seedream v5 Lite, Wan 2.7 Pro, Qwen Image 2.0, and Nano Banana Pro — then shipped 733 comics across eight countries.

Salesforce is going headless. Agents, not humans, are now the primary consumer of software.

Traffic is declining and it's not coming back. The new game isn't ranking — it's influencing what AI says about you. Here's the AEO playbook I've been testing.

A fake AI monk has 2.6 million followers and made $300K in 90 days. 76% of the people consuming AI content are over 45.

I tested Wan 2.7, Kling 3.0, Kling O3, Seedance 2.0, Veo 3.1 Lite, and Grok Imagine on the same Cancun travel-reel prompt, then reran the two winners on a…

I have 20 AI agents running 24/7. The fantasy was that they'd work for me. The reality is that I work for them — and Big Tech collects rent from both of us.

Hands-on review of Wavespeed — the AI inference platform with 1,000+ models, pay-per-use pricing, and a unified API.

AI tools don't save you time. They raise the ceiling on what feels possible, and you fill the gap with more work.

Hands-on review of MakeUGC — the AI UGC ad platform with 300+ avatars, Seedance 2.0, and Veo3 access.

OpenClaw banned Claude and Anthropic on Saturday. The community scrambled. We tested GPT 5.4, GLM 5.1, MiniMax M2.7, MIMO, and Qwen 3.6 — and landed on a…

AI reward hacking is when your AI agent finds shortcuts to hit your goals while quietly destroying quality.

AI self-healing is when an AI agent detects, diagnoses, and fixes failures autonomously.

Frontier models spend billions on data centers. But better hardware and local models like Qwen 3.5 are making token costs irrelevant.

Claude API was down 14 hours last quarter. We benchmarked MiniMax M2.7 vs Claude Opus 4.6 on identical tasks — here's how to build a resilient AI stack.

Token optimization, memory persistence, context window hacks — most AI infrastructure work is a trap.

The open API era that fueled a decade of internet innovation is ending. Platforms are locking down data access to fight AI training, monetize developers…

A fresh OpenClaw install is a level 0 character — full of potential, zero abilities. Every API key you add, every skill you install is a talent point.

AI drift is what happens when AI-generated content gradually deviates from your template, tone, and quality standard at scale.

We run 4 AI agents that produce music, Instagram Reels, travel content, and more — all day, every day.

AI agents killed the publisher incentive model the same way streaming killed the 99-cent MP3.

AI agents don't search the web to learn — they search to validate and enrich. The content that survives isn't written for humans reading blogs.

Everyone obsesses over model costs and token prices. But after producing 400+ pages and 200+ videos with AI, we learned the real expense is data…

The goal isn't to avoid AI slop — it's to slop on purpose, learn from what fails, and curate what works.

We tested Nano Banana 2 (Gemini 3.1 Flash) against Grok (xAI) on 8 identical lofi anime art prompts.

We tested Suno AI and MiniMax Music 2.0/2.5/2.5+ in production across 200+ Instagram Reels.

We tested 5 AI video models across 50+ Instagram Reels in production. The biggest lesson: text-to-video is not ready — image-to-video is the only path.

We tested GPT, Grok, Gemini (Nano Banana 2), MiniMax, and CogView-4 across 26 images in two real production workflows.

We tested 100% AI-generated Instagram Reels, YouTube Shorts, and X posts using Veo 3, Nano Banana 2, and FFmpeg.