Make better content decisions.
Practical lessons on video, distribution, and measurement. Start with the question you need to answer, then go deeper when it helps.
Practical lessons on video, distribution, and measurement. Start with the question you need to answer, then go deeper when it helps.
Showing 1-12 of 19 posts in Playbook.
We adapted the SkillOpt idea into a practical test loop for Codex skills: synthetic edge cases, narrow edits, and fresh unseen score streaks before we trusted an improvement.
A practical playbook for using first-frame and last-frame anchors in AI video generation, grounded in a Seedance titration workflow where anchors fixed colour continuity, exposed composition drift, and shaped the final QA gate.
A practical guide to turning agent transcripts into reusable engineering memory without dumping every JSONL file into a vector database.
YouTube's rules for AI-generated Shorts in 2026. Covers disclosure requirements, Content ID restrictions, monetization eligibility, and what actually gets flagged.
Real VRAM numbers, training times, and recipe availability for VoxCPM, Qwen3-TTS, IndexTTS2, and CosyVoice on an RTX 3090 Ti. Which models fit, which need LoRA vs full SFT, and the failure modes to expect.
Most AI video bakeoffs collapse into taste and memory. A production-ready comparison workflow needs clear comparison units, captured run context, shared QA gates, and side-by-side reports that survive the meeting.
Most AI video stacks obsess over generation. The real production system needs typed specs, inspectable render artifacts, layered QA gates, and runbook discipline before anything ships.
A practical methodology for benchmarking OCR models on scan-heavy PDFs: corpus design, scoring, visual audit steps, failure modes, and the routing rule that emerged from a 31-PDF internal pilot.
A neutral, operations-first guide to accessing popular China AI platforms in 2026: when +86 numbers are required, when email login works, and what legal, privacy, and policy risks teams should evaluate before setup.
A practical benchmark of CosyVoice, VoxCPM, Qwen3-TTS, and IndexTTS2 fine-tuned on IMDA NSC FEMALE_01, with operational notes for both product teams and engineers.
A repeatable weekly workflow to pick the next SEO content wins using Search Console signals, real SERP snapshots, and up-to-date sources, without cannibalising your own pages.
A practical hook testing system you can run every week: what to test, how to name variants, how long to run them, and how to prevent creative fatigue. Includes a 12-week calendar and a simple scoring template.