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Let AI Agentsconnect to a real lab
Connect computational design with experimental validation: submit candidate sequences, track experiment progress, and send structured results into the next model iteration.
API flow / interactive demo
Explore each step from experiment creation to structured results. All examples are illustrative, not a live API contract.
01
Create experiment
POST
/experimentsSelect the experiment type, enter a target protein, then adjust sequences and replicates; the request example on the right updates in sync.
Experiment type
Candidate sequencesDemo IgG sample
6 / 6POSThttps://api.example.com/v1/experiments
{
"experiment_spec": {
"experiment_type": "binding",
"target_name": "PD-1 / PDCD1",
"sequences": {
"IgG-Seq1-H": "EVQLLESGGGLVQPGGSLRLSCAASGFTFSSYAMSWVRQAPGKGLEWVSAISGSGGSTYYADSVKGRFTISRDNSKNTLYLQMNSLRAEDTAVYYCAKDRGSYRYDGYFDYWGQGTLVTVSS",
"IgG-Seq1-L": "DIQMTQSPSSLSASVGDRVTITCRASQSVSSSYLAWYQQKPGKAPKLLIYDASNLETGVPSRFSGSGSGTDFTLTISSLQPEDFATYYCQQYNSYPLTFGGGTKVEIK",
"IgG-Seq2-H": "QVQLVESGGGVVQPGRSLRLDCKASGITFSNDYGMHWVRQAPGKGLEWVAVIWYDGSKRYYADSVKGRFTISRDNSKNTLFLQMNSLRAEDTAVYYCARDRGYYGYDVFAYWGQGTLVTVSS",
"IgG-Seq2-L": "EIVLTQSPATLSLSPGERATLSCRASKSVSTSGYSHLHWYQQKPGQAPRLLIYLASEYLESGVPARFSGSGSGTDFTLTISSLEPEDFAVYYCQHSRELPYTFGGGTKVEIK",
"IgG-Seq3-H": "EVQLVESGGGLVQPGGSLRLSCAASGFTFDDYAISWVRQAPGKGLEWVSRIPSDSGSTKYAPSVKGRFTISRDNSKNTLFLQMNSLRAEDTAVYYCASSLGGYAEYFAYWGQGTLVTVSS",
"IgG-Seq3-L": "DIVMTQSPSSLSASLGDRVTITCRASENIYSYLAWYQQKPGKAPKLLIYAASTLQSGVPSRFSGSGSGTDFTLTISSLQPEDFATYYCQKYNSAPLTFGGGTKVEIK"
},
"n_replicates": 1
}
}02
Tracking Progress
GET
/experiments/{id}/updatesFollow the experiment through its full lifecycle via API or webhook.
200 OK
GEThttps://api.example.com/v1/experiments/exp_demo_042/updates
{
"experiment_id": "exp_demo_042",
"experiment_code": "ML-DEMO-042",
"items": [
{
"index": 1,
"title": "Experiment created",
"status": "Completed",
"content": "We have received your 48 candidate sequences targeting PD-1.",
"timestamp": "2026-09-17T07:19:25.195Z"
},
{
"index": 2,
"title": "Quotation sent",
"status": "Not completed"
},
{
"index": 3,
"title": "Project confirmed",
"status": "Not completed"
},
{
"index": 4,
"title": "Materials received",
"status": "Not completed"
},
{
"index": 5,
"title": "Gene synthesis",
"status": "Not completed"
},
{
"index": 6,
"title": "Expression and purification",
"status": "Not completed"
},
{
"index": 7,
"title": "SPR testing",
"status": "Not completed"
},
{
"index": 8,
"title": "Data analysis",
"status": "Not completed"
},
{
"index": 9,
"title": "Results delivery",
"status": "Not completed"
}
]
}03
View results
GET
/experiments/{id}/resultsView binding data for candidate sequences. Switch between chart and table; the response lists every result.
Strong binding · 8 samples · KD < 1 nMModerate binding · 24 samples · 1–100 nMWeak binding · 16 samples · 100–1000 nM
0.11101001000
KD (nM) — lower values mean stronger binding
Current sampleIgG-Seq03KD 0.14 nM · Strong binding
200 OK
GEThttps://api.example.com/v1/experiments/exp_demo_042/results
{
"experiment_id": "exp_demo_042",
"experiment_code": "ML-DEMO-042",
"target_id": "target_pdcd1",
"target_name": "PD-1 / PDCD1",
"n_replicates": 3,
"items": [
{
"id": "result-01",
"sequence_id": "igg-seq01",
"sequence_name": "IgG-Seq01",
"kd": 1e-8,
"kd_units": "M",
"kon": 112000,
"koff": 0.0012,
"binding_strength": "moderate"
},
{
"id": "result-02",
"sequence_id": "igg-seq02",
"sequence_name": "IgG-Seq02",
"kd": 1.2e-8,
"kd_units": "M",
"kon": 115000,
"koff": 0.0014,
"binding_strength": "moderate"
},
{
"id": "result-03",
"sequence_id": "igg-seq03",
"sequence_name": "IgG-Seq03",
"kd": 1.4e-10,
"kd_units": "M",
"kon": 185000,
"koff": 0.000026,
"binding_strength": "strong"
},
{
"id": "result-04",
"sequence_id": "igg-seq04",
"sequence_name": "IgG-Seq04",
"kd": 1.4e-8,
"kd_units": "M",
"kon": 119000,
"koff": 0.0016,
"binding_strength": "moderate"
},
{
"id": "result-05",
"sequence_id": "igg-seq05",
"sequence_name": "IgG-Seq05",
"kd": 1.6e-8,
"kd_units": "M",
"kon": 122000,
"koff": 0.0019,
"binding_strength": "moderate"
},
{
"id": "result-06",
"sequence_id": "igg-seq06",
"sequence_name": "IgG-Seq06",
"kd": 1.8e-8,
"kd_units": "M",
"kon": 125000,
"koff": 0.0022,
"binding_strength": "moderate"
},
{
"id": "result-07",
"sequence_id": "igg-seq07",
"sequence_name": "IgG-Seq07",
"kd": 2e-8,
"kd_units": "M",
"kon": 129000,
"koff": 0.0026,
"binding_strength": "moderate"
},
{
"id": "result-08",
"sequence_id": "igg-seq08",
"sequence_name": "IgG-Seq08",
"kd": 2.3e-10,
"kd_units": "M",
"kon": 202000,
"koff": 0.000046,
"binding_strength": "strong"
},
{
"id": "result-09",
"sequence_id": "igg-seq09",
"sequence_name": "IgG-Seq09",
"kd": 2.3e-8,
"kd_units": "M",
"kon": 132000,
"koff": 0.003,
"binding_strength": "moderate"
},
{
"id": "result-10",
"sequence_id": "igg-seq10",
"sequence_name": "IgG-Seq10",
"kd": 2.5e-8,
"kd_units": "M",
"kon": 135000,
"koff": 0.0034,
"binding_strength": "moderate"
},
{
"id": "result-11",
"sequence_id": "igg-seq11",
"sequence_name": "IgG-Seq11",
"kd": 1.1e-7,
"kd_units": "M",
"kon": 68000,
"koff": 0.0073,
"binding_strength": "weak"
},
{
"id": "result-12",
"sequence_id": "igg-seq12",
"sequence_name": "IgG-Seq12",
"kd": 2.8e-8,
"kd_units": "M",
"kon": 138000,
"koff": 0.0039,
"binding_strength": "moderate"
},
{
"id": "result-13",
"sequence_id": "igg-seq13",
"sequence_name": "IgG-Seq13",
"kd": 1.3e-7,
"kd_units": "M",
"kon": 70000,
"koff": 0.009,
"binding_strength": "weak"
},
{
"id": "result-14",
"sequence_id": "igg-seq14",
"sequence_name": "IgG-Seq14",
"kd": 3.1e-10,
"kd_units": "M",
"kon": 219000,
"koff": 0.000068,
"binding_strength": "strong"
},
{
"id": "result-15",
"sequence_id": "igg-seq15",
"sequence_name": "IgG-Seq15",
"kd": 3.1e-8,
"kd_units": "M",
"kon": 142000,
"koff": 0.0044,
"binding_strength": "moderate"
},
{
"id": "result-16",
"sequence_id": "igg-seq16",
"sequence_name": "IgG-Seq16",
"kd": 1.5e-7,
"kd_units": "M",
"kon": 73000,
"koff": 0.011,
"binding_strength": "weak"
},
{
"id": "result-17",
"sequence_id": "igg-seq17",
"sequence_name": "IgG-Seq17",
"kd": 3.5e-8,
"kd_units": "M",
"kon": 145000,
"koff": 0.005,
"binding_strength": "moderate"
},
{
"id": "result-18",
"sequence_id": "igg-seq18",
"sequence_name": "IgG-Seq18",
"kd": 1.8e-7,
"kd_units": "M",
"kon": 75000,
"koff": 0.013,
"binding_strength": "weak"
},
{
"id": "result-19",
"sequence_id": "igg-seq19",
"sequence_name": "IgG-Seq19",
"kd": 3.8e-8,
"kd_units": "M",
"kon": 148000,
"koff": 0.0057,
"binding_strength": "moderate"
},
{
"id": "result-20",
"sequence_id": "igg-seq20",
"sequence_name": "IgG-Seq20",
"kd": 2.1e-7,
"kd_units": "M",
"kon": 78000,
"koff": 0.016,
"binding_strength": "weak"
},
{
"id": "result-21",
"sequence_id": "igg-seq21",
"sequence_name": "IgG-Seq21",
"kd": 4.2e-10,
"kd_units": "M",
"kon": 236000,
"koff": 0.000099,
"binding_strength": "strong"
},
{
"id": "result-22",
"sequence_id": "igg-seq22",
"sequence_name": "IgG-Seq22",
"kd": 4.2e-8,
"kd_units": "M",
"kon": 152000,
"koff": 0.0064,
"binding_strength": "moderate"
},
{
"id": "result-23",
"sequence_id": "igg-seq23",
"sequence_name": "IgG-Seq23",
"kd": 2.4e-7,
"kd_units": "M",
"kon": 80000,
"koff": 0.019,
"binding_strength": "weak"
},
{
"id": "result-24",
"sequence_id": "igg-seq24",
"sequence_name": "IgG-Seq24",
"kd": 4.6e-8,
"kd_units": "M",
"kon": 155000,
"koff": 0.0071,
"binding_strength": "moderate"
},
{
"id": "result-25",
"sequence_id": "igg-seq25",
"sequence_name": "IgG-Seq25",
"kd": 2.8e-7,
"kd_units": "M",
"kon": 83000,
"koff": 0.023,
"binding_strength": "weak"
},
{
"id": "result-26",
"sequence_id": "igg-seq26",
"sequence_name": "IgG-Seq26",
"kd": 5e-8,
"kd_units": "M",
"kon": 158000,
"koff": 0.0079,
"binding_strength": "moderate"
},
{
"id": "result-27",
"sequence_id": "igg-seq27",
"sequence_name": "IgG-Seq27",
"kd": 3.2e-7,
"kd_units": "M",
"kon": 85000,
"koff": 0.027,
"binding_strength": "weak"
},
{
"id": "result-28",
"sequence_id": "igg-seq28",
"sequence_name": "IgG-Seq28",
"kd": 3.7e-7,
"kd_units": "M",
"kon": 88000,
"koff": 0.032,
"binding_strength": "weak"
},
{
"id": "result-29",
"sequence_id": "igg-seq29",
"sequence_name": "IgG-Seq29",
"kd": 5.5e-10,
"kd_units": "M",
"kon": 254000,
"koff": 0.00014,
"binding_strength": "strong"
},
{
"id": "result-30",
"sequence_id": "igg-seq30",
"sequence_name": "IgG-Seq30",
"kd": 5.5e-8,
"kd_units": "M",
"kon": 162000,
"koff": 0.0089,
"binding_strength": "moderate"
},
{
"id": "result-31",
"sequence_id": "igg-seq31",
"sequence_name": "IgG-Seq31",
"kd": 4.3e-7,
"kd_units": "M",
"kon": 90000,
"koff": 0.038,
"binding_strength": "weak"
},
{
"id": "result-32",
"sequence_id": "igg-seq32",
"sequence_name": "IgG-Seq32",
"kd": 4.9e-7,
"kd_units": "M",
"kon": 93000,
"koff": 0.045,
"binding_strength": "weak"
},
{
"id": "result-33",
"sequence_id": "igg-seq33",
"sequence_name": "IgG-Seq33",
"kd": 6e-8,
"kd_units": "M",
"kon": 165000,
"koff": 0.0099,
"binding_strength": "moderate"
},
{
"id": "result-34",
"sequence_id": "igg-seq34",
"sequence_name": "IgG-Seq34",
"kd": 5.6e-7,
"kd_units": "M",
"kon": 95000,
"koff": 0.053,
"binding_strength": "weak"
},
{
"id": "result-35",
"sequence_id": "igg-seq35",
"sequence_name": "IgG-Seq35",
"kd": 6.3e-10,
"kd_units": "M",
"kon": 271000,
"koff": 0.00017,
"binding_strength": "strong"
},
{
"id": "result-36",
"sequence_id": "igg-seq36",
"sequence_name": "IgG-Seq36",
"kd": 6.6e-8,
"kd_units": "M",
"kon": 168000,
"koff": 0.011,
"binding_strength": "moderate"
},
{
"id": "result-37",
"sequence_id": "igg-seq37",
"sequence_name": "IgG-Seq37",
"kd": 6.5e-7,
"kd_units": "M",
"kon": 98000,
"koff": 0.063,
"binding_strength": "weak"
},
{
"id": "result-38",
"sequence_id": "igg-seq38",
"sequence_name": "IgG-Seq38",
"kd": 7.1e-8,
"kd_units": "M",
"kon": 171000,
"koff": 0.012,
"binding_strength": "moderate"
},
{
"id": "result-39",
"sequence_id": "igg-seq39",
"sequence_name": "IgG-Seq39",
"kd": 7.4e-7,
"kd_units": "M",
"kon": 100000,
"koff": 0.074,
"binding_strength": "weak"
},
{
"id": "result-40",
"sequence_id": "igg-seq40",
"sequence_name": "IgG-Seq40",
"kd": 7.8e-8,
"kd_units": "M",
"kon": 175000,
"koff": 0.014,
"binding_strength": "moderate"
},
{
"id": "result-41",
"sequence_id": "igg-seq41",
"sequence_name": "IgG-Seq41",
"kd": 7.8e-10,
"kd_units": "M",
"kon": 288000,
"koff": 0.00022,
"binding_strength": "strong"
},
{
"id": "result-42",
"sequence_id": "igg-seq42",
"sequence_name": "IgG-Seq42",
"kd": 8.5e-7,
"kd_units": "M",
"kon": 103000,
"koff": 0.088,
"binding_strength": "weak"
},
{
"id": "result-43",
"sequence_id": "igg-seq43",
"sequence_name": "IgG-Seq43",
"kd": 8.3e-8,
"kd_units": "M",
"kon": 178000,
"koff": 0.015,
"binding_strength": "moderate"
},
{
"id": "result-44",
"sequence_id": "igg-seq44",
"sequence_name": "IgG-Seq44",
"kd": 9.1e-7,
"kd_units": "M",
"kon": 105000,
"koff": 0.096,
"binding_strength": "weak"
},
{
"id": "result-45",
"sequence_id": "igg-seq45",
"sequence_name": "IgG-Seq45",
"kd": 9e-8,
"kd_units": "M",
"kon": 181000,
"koff": 0.016,
"binding_strength": "moderate"
},
{
"id": "result-46",
"sequence_id": "igg-seq46",
"sequence_name": "IgG-Seq46",
"kd": 9.4e-8,
"kd_units": "M",
"kon": 185000,
"koff": 0.017,
"binding_strength": "moderate"
},
{
"id": "result-47",
"sequence_id": "igg-seq47",
"sequence_name": "IgG-Seq47",
"kd": 9.4e-10,
"kd_units": "M",
"kon": 305000,
"koff": 0.00029,
"binding_strength": "strong"
},
{
"id": "result-48",
"sequence_id": "igg-seq48",
"sequence_name": "IgG-Seq48",
"kd": 9.8e-8,
"kd_units": "M",
"kon": 188000,
"koff": 0.018,
"binding_strength": "moderate"
}
],
"total": 48,
"data_package_url": "/demo/megalaxy-lab-demo-results.csv"
}Plan the first integration together
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