blatant-why
AI-powered biologics design campaign agent — multi-agent orchestration with BoltzGen, PXDesign, Protenix, and 200+ cloud tools. Antibodies, nanobodies, de novo binders, and beyond.
AI-powered biologics design campaign agent — multi-agent orchestration with BoltzGen, PXDesign, Protenix, and 200+ cloud tools. Antibodies, nanobodies, de novo binders, and beyond.
BoltzGen is an all-atom diffusion model that generates antibody, nanobody, and de novo miniprotein backbones conditioned on a…
Plan, execute, monitor, and assess protein/antibody design campaigns. This skill governs how to size a campaign, track run state,…
Multi-round design campaigns generate scored designs at every iteration. This skill turns that scoring history into actionable…
Most "AI scientist" demos fake reasoning by chaining LLM calls and calling the chain a hypothesis. This skill does the opposite:…
Use the BY MCP database tools to query PDB, UniProt, and SAbDab for target characterization, antibody scaffold selection, and…
BY is a **local-first** agent. The default compute provider is `"local"` (see `.by/config.json` → `compute.default_provider`).…
Plan design campaigns. Analyze research, select modality, choose scaffolds, estimate costs, create campaign state, and present…
Generate protein/antibody designs using available compute providers (Tamarind, local GPU). Creates tool inputs, submits jobs, and…
Analyze sequence and structural diversity across a design set. Sequence clustering, structural clustering, Pareto front analysis,…
Discover available tools, compute providers, GPU access, API keys, and configuration. Produces structured environment.json for…
Deep epitope analysis agent. Maps binding interfaces from PDB structures, classifies epitope type, assesses druggability,…
Approve lab submission to Adaptyv Bio (triple-gated)
Full autonomous campaign — research, design, screen, rank with minimal interruption
Load a protein target and analyze it for design
Pre-campaign discussion -- capture design preferences before launching
Optional run ID (uses latest if omitted)
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Parallel epitope surface analysis. Identifies druggable sites, hotspot residues, scores epitope accessibility and druggability.…
Independent structural evaluation of designs. Deep structural analysis including refolding validation, interface quality,…
Format designs for downstream use. scFv conversion, Fab assembly, expression vector design, codon optimization hints,…
Humanize non-human antibody sequences for therapeutic development. Framework analysis, CDR grafting onto human germlines,…
Query and update the learning system. Store campaign outcomes, query similar campaigns, get scaffold rankings, record failures,…
Handle Adaptyv Bio lab submissions with triple safety gate. Presents cost estimates, validates approval chain, and submits only…
Actively propose mutations to fix identified sequence liabilities. Score mutations for structural impact, consider framework vs…
Resume an interrupted campaign from the last checkpoint
The design identifier or sequence to screen
Switch model profile (quality/balanced/budget)
Discover and configure compute environment
View a protein structure in ProteinView (opens tmux split pane)