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Fundamentals.

4 articles on fundamentals — analysis from the Asthra team and our advisor network.

Asthra/Blog/Fundamentals
Jun 4
2026
Fundamentals

What Is Regulatory Writing Automation? A 2026 Definition for Life Sciences

Regulatory writing automation is the use of AI to draft, cite, and QC regulated documents like CSRs, PSURs, DSURs, CERs, and CMC modules. Definition, examples, and what to look for in 2026.

Asthra AI Team · 8 min read
Jun 3
2026
Fundamentals

When 'Zero Citations' Is the Wrong Alarm

Our grounding metric read near-zero on the sections we'd grounded most carefully. We spent a week 'fixing' the drafting before we realized the number was lying — not about the drafts, about itself. The lesson: a confident, wrong metric is worse than no metric.

Asthra AI Team · 4 min read
May 20
2026
Fundamentals

From Prompt Engineering to Standards Engineering

The first wave of AI in regulatory writing was the chat box. We built a versioned skill registry instead — and it is becoming the system-of-record for how regulatory standards apply to a draft.

Asthra AI Team · 7 min read
May 18
2026
Fundamentals

In Vivo Cell Engineering at ASGCT 2026: The IND-Enabling Writing Problem Behind the Science

ASGCT 2026 showed growing momentum around in vivo cell engineering, from in vivo CAR-T to gene writing and gene regulation platforms. The science is advancing quickly, but the IND-enabling writing challenge is still unresolved: how do sponsors build CMC and nonclinical narratives when the precedent base is thin and borrowed from adjacent modalities?

Asthra AI Team · 7 min read

See it on a real CSR, PSUR, or CER.

Asthra's five-step loop — Plan, Retrieve, Draft, Review & refine, Hand off — running on real regulatory documents, not slides.