Writing Quality Infrastructure
Prose Regression Testing Across Recursive Draft Passes
Baseline-anchored tests catch the meaning drift that editing loops introduce.
Delancey Okafor
· 8 min read
High Quality Writing
Writing Quality Infrastructure
Encoding a House Voice as the Stopping Condition in Iterative AI Drafts
Voice classifiers can turn brand style into a pass-or-fail test.
Miroslava Čech8 min read
Content QA & Style Enforcement
Passive Voice Detection and Correction in Content Pipelines
Passive-voice density exposes pipeline defects that editors can't fix draft by draft.
Delancey Okafor8 min read
LLM Training Mechanics
GRPO Reward Shaping for Language Models
How to give GRPO's scalar reward finer, fairer credit.
Soren Halvgaard9 min read
Developer Content Workflows
Templating and Schema Design for Structured Content at Scale
Defining content types and fields before writing makes AI-generated docs verifiable.
Delancey Okafor8 min read
Developer Content Workflows
AI Writing Platforms With API Access Built for Developers
Production writing APIs need routing, revision loops, and voice checks.
Soren Halvgaard8 min read
AI Detection & Fingerprinting
AI Detector Weaknesses Exploited by Ensemble Writing Systems
Combining different models blurs the single-model fingerprint detectors rely on.
Miroslava Čech8 min read
Writing Quality Infrastructure
RAG vs Fine-Tuning for Content Quality Systems
RAG handles facts that change; fine-tuning shapes how models write.
Soren Halvgaard9 min read
AI Detection & Fingerprinting
ChatGPT Output Watermarking and What It Means for Publishers
OpenAI's watermark requires publishers to rethink AI disclosure practices.
Delancey Okafor8 min read
Developer Content Workflows
Automated Release Announcement Generation From Git History
Release notes need structured pipeline stages, not just a better writing model.
Soren Halvgaard8 min read
Developer Content Workflows
Content QA Tool Integration With CI/CD for Developer Marketing Teams
Automated content checks in CI/CD enforce style rules before publication.
Miroslava Čech8 min read
Developer Content Workflows
Version Control for Content in Engineering Organizations
AI-generated content demands version control, audit trails, and model checkpoints.
Miroslava Čech9 min read
