Testing patterns for PHPUnit and Playwright E2E tests. Use when writing tests, debugging test failures, setting up test coverage, or implementing test patterns for ActivityPub features.
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Guidance for SPR and BLI binding characterization experiments. Use when: (1) Planning binding kinetics experiments, (2) Troubleshooting poor/no binding signal, (3) Interpreting kinetic data artifacts, (4) Choosing between SPR vs BLI platforms.
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| Factor | Choose SPR | Choose BLI |
|---|---|---|
| Sensitivity | Small molecules, fragments (<500 Da) | Large complexes, antibodies |
| Throughput | Low-medium (serial) | High (96-well parallel) |
| Sample purity | Required (clogs fluidics) | Tolerates crude lysates |
| Kinetic resolution | Higher (better for fast kinetics) | Lower |
| Mass transport | More sensitive (may distort kon) | Less sensitive |
| Maintenance | High (fluidics system) | Low (dip-and-read) |
| Sample consumption | Higher (continuous flow) | Lower |
| Cost per experiment | Lower chip cost, higher run cost | Higher tip cost, lower run cost |
| Cause | Mechanism | Solution |
|---|---|---|
| Hydrophobic CDRs | Adsorb to SPR gold/dextran surface | Add 0.05% Tween-20, use CM7 chip with longer dextran |
| Aggregation | Mass transport artifacts in SPR fluidics | Filter sample (0.22μm), reduce ligand density |
| High instability | Degrades during continuous flow | Shorter cycle time, add stabilizers (trehalose 5%) |
| Charge mismatch | Nonspecific binding to charged dextran | Adjust buffer pH ±1 from pI, add BSA 1mg/mL |
| Slow dissociation | Long regeneration needed (damages ligand) | Use BLI (disposable tips) |
| Cause | Mechanism | Solution |
|---|---|---|
| Small analyte | BLI less sensitive for <10 kDa | Use SPR with appropriate chip |
| Weak affinity (KD >10μM) | Fast dissociation in BLI dip | Increase analyte concentration |
| Low expression | Not enough signal | Increase biosensor loading |
Mass transport limitation occurs when analyte cannot diffuse to the surface fast enough to maintain equilibrium. This distorts kinetic parameters.
| Strategy | SPR | BLI |
|---|---|---|
| Reduce ligand density | <200 RU for high-affinity | <0.5 nm shift loading |
| Increase flow rate | 50-100 μL/min | Increase shake speed (1000 rpm) |
| Use oriented immobilization | His-tag capture | Biotinylated ligand |
| Include in fitting | Mass transport model (kt) | Usually less critical |
| Additive | Concentration | Mechanism | Best For |
|---|---|---|---|
| BSA | 0.5-1 mg/mL | Blocks hydrophobic sites | General use |
| Tween-20 | 0.02-0.05% | Prevents surface adsorption | Hydrophobic analytes |
| Trehalose | 1-5% | Stabilizes + blocks | Unstable proteins |
| Sucrose | 5% | BLI-specific blocker | BLI tips |
| Carboxymethyl dextran | 1 mg/mL | Competitive blocking | SPR with charged proteins |
| NaCl | 150-500 mM | Reduces ionic interactions | Charged proteins |
Always include:
| Condition | Targets | Caution |
|---|---|---|
| 10 mM Glycine pH 2.0-2.5 | Most protein-protein | May denature ligand |
| 10 mM Glycine pH 1.5 | Strong interactions | Harsh, limit exposure |
| 1-2 M NaCl | Ionic interactions | Mild, try first |
| 10 mM NaOH | Very stable ligands | Can hydrolyze proteins |
| 10 mM Glycine pH 9-10 | Acid-stable proteins | Can aggregate |
| 10 mM EDTA | His-tag, metal-dependent | Strips Ni-NTA |
| 4 M MgCl2 | Hydrophobic interactions | Check ligand stability |
Symptoms: Two-rate association or dissociation Causes:
Solutions:
Symptoms: Signal increases during dissociation phase Causes:
Solutions:
Symptoms: Signal decreases at high analyte concentrations Causes:
Solutions:
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Testing patterns for PHPUnit and Playwright E2E tests. Use when writing tests, debugging test failures, setting up test coverage, or implementing test patterns for ActivityPub features.
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How to use the Adaptyv Bio Foundry API and Python SDK for protein experiment design, submission, and results retrieval. Use this skill whenever the user mentions Adaptyv, Foundry API, protein binding assays, protein screening experiments, BLI/SPR assays, thermostability assays, or wants to submit protein sequences for experimental characterization. Also trigger when code imports `adaptyv`, `adaptyv_sdk`, or `FoundryClient`, or references `foundry-api-public.adaptyvbio.com`.
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Add unsigned integer (uint) type support to PyTorch operators by updating AT_DISPATCH macros. Use when adding support for uint16, uint32, uint64 types to operators, kernels, or when user mentions enabling unsigned types, barebones unsigned types, or uint support.
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Time-blind friendly planning, executive function support, and daily structure for ADHD brains. Specializes in realistic time estimation, dopamine-aware task design, and building systems that actually work for neurodivergent minds.
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This skill should be used for time series machine learning tasks including classification, regression, clustering, forecasting, anomaly detection, segmentation, and similarity search. Use when working with temporal data, sequential patterns, or time-indexed observations requiring specialized algorithms beyond standard ML approaches. Particularly suited for univariate and multivariate time series analysis with scikit-learn compatible APIs.
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Unified analysis pipeline for affinity-based proteomics platforms — Olink (PEA, NPX) and SomaLogic SomaScan (SOMAmer, RFU). Platform-aware QC, normalisation, differential abundance, volcano plots, heatmaps, and PCA.
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