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 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).
Install with
Claude CodeCodexCursorGitHub CopilotGemini CLI
Supported by the Atlas install prompt. Skill-specific requirements vary.
Skill stats
Skills1CategoryScience & researchStars0
About this skill
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 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).
Quick start
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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).
About this listing
Category
Science & research
Reported license
MIT
Listing language (estimated)
English
Review status
Not individually reviewed
Agent compatibility
Atlas installation supports Claude Code, Codex, and Cursor. Skill-specific dependencies and features are checked during setup.
Claude Code
Codex
Cursor
GitHub Copilot
Gemini CLI