🗺️ Biotech & Pharma · Journey Playbooks

Playbook: Bridge computational and wet-lab truth

Validated pipelines with pre-registered acceptance thresholds surviving review.

journey~45 minBioinformaticiansLab ScientistsRegulatory Affairs

Journey Steps

1Step 1 — Validate computational biology pipelines against wet-lab truth: start with "Define gold-standard comparisons achievable in-house (orthogonal assays)"
2How it fits together: Thresholds written before results are science; after, they are marketing.

Commands

Install all referenced skills

$ npx skills add aniruddhaadak80/skills --skill computational-validation-assay-simulation-validation

Tags

#playbook#journey#biotech-pharma

Install this skill

$ npx skills add aniruddhaadak80/skills --skill playbook-biotech-pharma-silico-bench-bridge -a opencode

SKILL.md

# Playbook: Bridge computational and wet-lab truth

> Validated pipelines with pre-registered acceptance thresholds surviving review.

## When to Use This Skill

Validated pipelines with pre-registered acceptance thresholds surviving review.

## Steps

1. Step 1 — Validate computational biology pipelines against wet-lab truth: start with "Define gold-standard comparisons achievable in-house (orthogonal assays)"
2. How it fits together: Thresholds written before results are science; after, they are marketing.

View source on GitHub ↗

Take retrieval-augmented answers from empty repo to evaluated production feature.

🗺️ AI Engineering·~135m

Open →

🗺️Playbook: Harden an agent before giving it toolsjourney

Ship an autonomous agent whose failure modes are cheap, visible, and reversible.

🗺️ AI Engineering·~125m

Open →

🗺️Playbook: Cut LLM costs without quality collapsejourney

Reduce monthly inference spend measurably while keeping answer quality within tolerance.

🗺️ AI Engineering·~95m

Open →