ClaudSkills / Science & Research / biology-medicine

Port Bio Model To Tenstorrent

Q: What is a Claude Code skill and how does the Port Bio Model To Tenstorrent skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Port Bio Model To Tenstorrent is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at https://claudskills.com/learn/what-is-skill-md/.

Category: Science & Research · Sub-category: biology-medicine · Last updated: 2026-06-13

Playbook for implementing/porting a new biomolecular model (protein folding, structure prediction, protein language model, diffusion structure head, MSA encoder, etc.) onto Tenstorrent hardware inside the tt-bio codebase. Use when the task is "port model X to ttnn/Tenstorrent", "add a new model to tt-bio", "implement <bio model> on TT", or extending an existing port. Encodes the non-negotiable requirements (inference-only, accuracy, performance, --fast, unification, no redundancy, vendored pip deps) and the hard-won methodology (component-by-component parity porting, on-device residency, warm profiling, bit-exact bucketing, sample-dim batching with OOM chunking, bf16 load). Distilled from the ESMC-300M/6B + ESMFold2 and Boltz-2 ports (the 58-commit ESMFold2 history).

From the source SKILL.md

Canonical playbook for adding a model to tt-bio (package tt_bio/, CLI tt-bio predict ... --model <name>). Worked examples in-tree: Boltz-2 (tt_bio/boltz2.py) and ESMFold2 (tt_bio/esmfold2.py + esmfold2_runtime.py, vendored reference under tt_bio/_vendor/). Make a new model look exactly like these — symmetric, unified, no parallel "model-X folder with its own everything".

What this skill does

Port Bio Model To Tenstorrent is a community-contributed Claude Code skill in the biology-medicine sub-category. It ships as a SKILL.md file that Claude Code auto-discovers under ~/.claude/skills/port-bio-model-to-tenstorrent/ and loads when your prompt matches the skill's trigger.

When to invoke it: Use when the task is "port model X to ttnn/Tenstorrent", "add a new model to tt-bio", "implement <bio model> on TT", or extending an existing port. Encodes the non-negotiable requirements (inference-only, accuracy, performance, --fast, unification, no redundancy, vendored pip deps) and the hard-won methodology (component-by-component parity porting, on-device residency, warm profiling, bit-exact bucketing, sample-dim batching with OOM chunking, bf16 load).

Who uses this skill

The Port Bio Model To Tenstorrent Claude Code skill is built for researchers, data scientists, academics, and analysts working with complex data and scientific literature. It's part of ClaudSkills (also referred to as Claude Skills or Claude Code Skills) — the open community-curated registry of 116,000+ SKILL.md files for Anthropic's Claude Code agent and the wider Claude ecosystem (Claude API, Claude Agent SDK).

How to install

Free

Manual install (2 steps)

mkdir -p ~/.claude/skills/port-bio-model-to-tenstorrent
curl -L https://claudskills.com/skills/port-bio-model-to-tenstorrent/SKILL.md \
  -o ~/.claude/skills/port-bio-model-to-tenstorrent/SKILL.md

Or just download SKILL.md directly and drop it into ~/.claude/skills/port-bio-model-to-tenstorrent/. Claude Code auto-discovers it on next session.

Skills live at ~/.claude/skills/port-bio-model-to-tenstorrent/SKILL.md on macOS/Linux, or %USERPROFILE%\.claude\skills\port-bio-model-to-tenstorrent\SKILL.md on Windows. See the full install guide for step-by-step instructions.

📱 Install from your phone or desktop Telegram

Open @claudskills_bot on Telegram, tap Open Desktop App, and the desktop app installs this skill for you. Or share the bot link with a colleague — they get the same one-tap install. Learn more →

Pro

One-click install via the desktop app

The ClaudSkills desktop app installs any skill directly into ~/.claude/skills/ with one click — no terminal required. Pro starts at $9/mo or $149 lifetime.

Pro

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Frequently asked questions

How do I install the Port Bio Model To Tenstorrent Claude Code skill?

Install via the ClaudSkills desktop app (one click) or copy SKILL.md from the source repository to ~/.claude/skills/port-bio-model-to-tenstorrent/SKILL.md and restart Claude Code. Both flows are detailed at claudskills.com/install/.

What does the Port Bio Model To Tenstorrent skill do?

Is this skill free to install?

Yes. ClaudSkills is an open registry — every skill keeps its source repository's license, and manual install via copy is free. ClaudSkills Pro ($9/mo, $79/yr, or $149 one-time) adds one-click install via the desktop app and a multi-signal Quality Score.

When should I use the Port Bio Model To Tenstorrent skill?

Use Port Bio Model To Tenstorrent when your Claude Code task falls under the Science & Research category — specifically in the biology medicine area. Claude Code auto-discovers installed skills and invokes the right one based on the task description, so you can also ask Claude directly (e.g. "use Port Bio Model To Tenstorrent" or describe the task and let Claude pick). Browse related skills at /category/science/.

What is a Claude Code skill and how does the Port Bio Model To Tenstorrent skill fit in?

A Claude Code skill is a SKILL.md file that lives under ~/.claude/skills/<name>/ and tells the Claude Code CLI agent how to perform a specific task (instructions, prompts, allowed tools). Skills are auto-discovered at session start. Port Bio Model To Tenstorrent is one of 67,000+ skills indexed in the open ClaudSkills catalog, classified under the Science & Research category. Learn more at /learn/what-is-a-claude-skill/.

Attribution & license

Source: https://github.com/moritztng/tt-bio/blob/9417c9175b167f4fb3c3de18ed9f23b31e696da7/.claude/skills/port-bio-model-to-tenstorrent/SKILL.md
License: MIT
Author: moritztng

Cite this skill

If you reference this skill in a blog post, paper, or documentation, you can cite it as:

APA

moritztng. (2026). Port Bio Model To Tenstorrent [Claude Code skill]. ClaudSkills. https://claudskills.com/skills/port-bio-model-to-tenstorrent/

BibTeX

@misc{port-bio-model-to-tenstorrent-2026,
  author    = {moritztng},
  title     = {Port Bio Model To Tenstorrent [Claude Code skill]},
  year      = {2026},
  publisher = {ClaudSkills},
  url       = {https://claudskills.com/skills/port-bio-model-to-tenstorrent/}
}

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