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adaptyv

skill · 275 lines · MIT · skills/adaptyv/SKILL.md

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Its description

Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit sequences, monitor laboratory progress, and retrieve results. Applies to Adaptyv Foundry, its target catalog, binding screening and affinity assays, thermostability, expression, fluorescence, epitope binning, and enzyme activity workflows, including code using adaptyv or FoundryClient.

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references/api-endpoints.md

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MIT, from the skill file

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compatibility: Requires network access, an Adaptyv Foundry account and bearer token. Python examples require Python 3.11+ and adaptyv-sdk installed from its official GitHub repository; direct REST examples use httpx. metadata: version: "1.5" skill-author: K-Dense Inc. last-reviewed: "2026-09-30"

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1---
2name: adaptyv
3description: Uses the Adaptyv Bio Foundry API and Python SDK to design protein characterization experiments, estimate costs, submit sequences, monitor laboratory progress, and retrieve results. Applies to Adaptyv Foundry, its target catalog, binding screening and affinity assays, thermostability, expression, fluorescence, epitope binning, and enzyme activity workflows, including code using adaptyv or FoundryClient.
4license: MIT
5compatibility: Requires network access, an Adaptyv Foundry account and bearer token. Python examples require Python 3.11+ and adaptyv-sdk installed from its official GitHub repository; direct REST examples use httpx.
6metadata:
7 version: "1.5"
8 skill-author: K-Dense Inc.
9 last-reviewed: "2026-09-30"
10---
12# Adaptyv Bio Foundry API
14Use this skill to turn protein sequences into experimentally measured data through
15Adaptyv's cloud laboratory. Confirm the target construct, assay conditions, controls,
16and replicate plan before submitting a batch; turnaround depends on the experiment.
18Reviewed against the deployed [OpenAPI schema](https://devs.adaptyvbio.com/api/v1/openapi.json)
19(`info.version: 0.0.2`) and official SDK `0.1.0` at commit
20`cdf207819ed5a58e0c127453626d2bce125c8064`. The schema version alone does not identify
21all changes. See the [endpoint reference](references/api-endpoints.md) for current
22request/response details and discrepancies in upstream examples.

Adaptyv Bio Foundry API

Use this skill to turn protein sequences into experimentally measured data through Adaptyv's cloud laboratory. Confirm the target construct, assay conditions, controls, and replicate plan before submitting a batch; turnaround depends on the experiment.

Reviewed against the deployed OpenAPI schema (info.version: 0.0.2) and official SDK 0.1.0 at commit cdf207819ed5a58e0c127453626d2bce125c8064. The schema version alone does not identify all changes. See the endpoint reference for current request/response details and discrepancies in upstream examples.

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24## Connect
26**Base URL:** `https://devs.adaptyvbio.com/api/v1`. The schema is at
27`/openapi.json`; never append that filename to normal endpoint requests.
29Create a bearer token in [Foundry](https://foundry.adaptyvbio.com/) under
30Organization → Settings → Tokens. Use Viewer for reads and Member for experiment
31writes. Read credentials from `ADAPTYV_API_KEY`; the documentation's
32`FOUNDRY_API_TOKEN` is an alternative variable name for the same token. If using a
33project `.env`, explicitly call `python-dotenv.load_dotenv()` before SDK setup;
34the SDK does not load that file automatically. Never print or commit tokens.
36```bash
37# ADAPTYV_API_KEY is already set in the environment.
38curl --fail-with-body 'https://devs.adaptyvbio.com/api/v1/targets?limit=3' \
39 -H "Authorization: Bearer $ADAPTYV_API_KEY"
40```
42Resource endpoints require bearer authentication. The schema and liveness endpoint
43`GET /info/health` are public. `GET /whoami` reports the active organization and
44permissions; check it when account scope is unclear.

Connect

Base URL: https://devs.adaptyvbio.com/api/v1. The schema is at /openapi.json; never append that filename to normal endpoint requests.

Create a bearer token in Foundry under Organization → Settings → Tokens. Use Viewer for reads and Member for experiment writes. Read credentials from ADAPTYV_API_KEY; the documentation's FOUNDRY_API_TOKEN is an alternative variable name for the same token. If using a project .env, explicitly call python-dotenv.load_dotenv() before SDK setup; the SDK does not load that file automatically. Never print or commit tokens.

# ADAPTYV_API_KEY is already set in the environment.
curl --fail-with-body 'https://devs.adaptyvbio.com/api/v1/targets?limit=3' \
  -H "Authorization: Bearer $ADAPTYV_API_KEY"

Resource endpoints require bearer authentication. The schema and liveness endpoint GET /info/health are public. GET /whoami reports the active organization and permissions; check it when account scope is unclear.

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46## Python SDK
48Install the reviewed revision in your project environment (requires Python 3.11+):
50```bash
51uv pip install "git+https://github.com/adaptyvbio/adaptyv-sdk.git@cdf207819ed5a58e0c127453626d2bce125c8064"
52```
54Import from `adaptyv`, not `adaptyv_sdk`. `FoundryClient` requires explicit `api_key`
55and `base_url`; the `lab` convenience object reads `ADAPTYV_API_KEY` and
56`ADAPTYV_API_URL`. Set the latter to the base URL above to override the SDK's
57older hostname default.
59The following examples are illustrative for authenticated use. Their request
60construction and parsing were checked with mocked HTTP responses, not a paid lab
61run. Replace environment inputs with real, reviewed sequence data and catalog IDs.

Python SDK

Install the reviewed revision in your project environment (requires Python 3.11+):

uv pip install "git+https://github.com/adaptyvbio/adaptyv-sdk.git@cdf207819ed5a58e0c127453626d2bce125c8064"

Import from adaptyv, not adaptyv_sdk. FoundryClient requires explicit api_key and base_url; the lab convenience object reads ADAPTYV_API_KEY and ADAPTYV_API_URL. Set the latter to the base URL above to override the SDK's older hostname default.

The following examples are illustrative for authenticated use. Their request construction and parsing were checked with mocked HTTP responses, not a paid lab run. Replace environment inputs with real, reviewed sequence data and catalog IDs.

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63### Browse, estimate, create a draft
65```python
66import json
67import os
68from pathlib import Path
69from adaptyv import FoundryClient
71client = FoundryClient(
72 api_key=os.environ["ADAPTYV_API_KEY"],
73 base_url="https://devs.adaptyvbio.com/api/v1",
76# Review vendor, catalog number, construct, and pricing before selecting an ID.
77targets = client.targets.list(search="EGFR", selfservice_only=True, detailed=True)
78for target in targets.items:
79 print(target.id, target.name, target.vendor_name, target.catalog_number)
81# candidates.json is a map of unique names to full amino acid sequences.
82sequences = json.loads(Path("candidates.json").read_text())
83spec = {
84 "experiment_type": "screening",
85 "method": "bli",
86 "target_id": os.environ["ADAPTYV_TARGET_ID"],
87 "sequences": sequences,
88 "n_replicates": 3,
91# SDK takes the spec itself; REST takes {"experiment_spec": spec}.
92estimate = client.experiments.cost_estimate(spec)
93if estimate.breakdown is None:
94 raise ValueError("Incomplete estimate: review warnings and obtain a full quote")
95print("Estimated USD cents, excluding VAT:", estimate.breakdown.total_cents)
97# After the batch and estimated cost have been reviewed:
98exp = client.experiments.create(name="EGFR binder screen batch 1", experiment_spec=spec)
99experiment_id = exp.experiment_id
100client.close()
101```
103`create(name=..., experiment_spec=...)` does not accept a single REST-body dictionary.
104`cost_estimate(spec)` wraps the spec itself; do not wrap it a second time.
105For an affinity experiment, the SDK additionally requires explicit
106`antigen_concentrations`, even though REST supplies a default when omitted.

Browse, estimate, create a draft

import json
import os
from pathlib import Path
from adaptyv import FoundryClient

client = FoundryClient(
    api_key=os.environ["ADAPTYV_API_KEY"],
    base_url="https://devs.adaptyvbio.com/api/v1",
)

# Review vendor, catalog number, construct, and pricing before selecting an ID.
targets = client.targets.list(search="EGFR", selfservice_only=True, detailed=True)
for target in targets.items:
    print(target.id, target.name, target.vendor_name, target.catalog_number)

# candidates.json is a map of unique names to full amino acid sequences.
sequences = json.loads(Path("candidates.json").read_text())
spec = {
    "experiment_type": "screening",
    "method": "bli",
    "target_id": os.environ["ADAPTYV_TARGET_ID"],
    "sequences": sequences,
    "n_replicates": 3,
}

# SDK takes the spec itself; REST takes {"experiment_spec": spec}.
estimate = client.experiments.cost_estimate(spec)
if estimate.breakdown is None:
    raise ValueError("Incomplete estimate: review warnings and obtain a full quote")
print("Estimated USD cents, excluding VAT:", estimate.breakdown.total_cents)

# After the batch and estimated cost have been reviewed:
exp = client.experiments.create(name="EGFR binder screen batch 1", experiment_spec=spec)
experiment_id = exp.experiment_id
client.close()

create(name=..., experiment_spec=...) does not accept a single REST-body dictionary. cost_estimate(spec) wraps the spec itself; do not wrap it a second time. For an affinity experiment, the SDK additionally requires explicit antigen_concentrations, even though REST supplies a default when omitted.

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108### Submit, then inspect and confirm the quote
110With a configured client and the saved `experiment_id`:
112```python
113client.experiments.submit(experiment_id)
114# Quote generation is asynchronous. Retry get_quote with a bounded timeout if it
115# returns 404 after successful submission; a draft has no forthcoming quote.
116quote = client.experiments.get_quote(experiment_id)
117print(quote.amount_total, quote.currency, quote.expires_at)
119# Once the quote is accepted within the user's authorized scope:
120accepted = client.experiments.confirm_quote(experiment_id)
121print(accepted.invoice_id, accepted.hosted_invoice_url)
122```
124Confirmation creates/finalizes an invoice; it does not settle payment. Use the
125returned hosted invoice URL or the current REST payment pointer. SDK 0.1.0 does
126not expose invoice payment, organization webhooks, or `whoami` helpers.
128Avoid the reviewed SDK's `lab.experiment(target="EGFR")` shortcut: it passes only
129UUID-shaped targets and does not resolve a target name. `auto_confirm=True` and
130`lab.confirm_experiment()` call submission, not the quote-confirm endpoint. Use
131the explicit client methods above. The decorator also supplies `method` for
132non-binding experiments, which the current API rejects.

Submit, then inspect and confirm the quote

With a configured client and the saved experiment_id:

client.experiments.submit(experiment_id)
# Quote generation is asynchronous. Retry get_quote with a bounded timeout if it
# returns 404 after successful submission; a draft has no forthcoming quote.
quote = client.experiments.get_quote(experiment_id)
print(quote.amount_total, quote.currency, quote.expires_at)

# Once the quote is accepted within the user's authorized scope:
accepted = client.experiments.confirm_quote(experiment_id)
print(accepted.invoice_id, accepted.hosted_invoice_url)

Confirmation creates/finalizes an invoice; it does not settle payment. Use the returned hosted invoice URL or the current REST payment pointer. SDK 0.1.0 does not expose invoice payment, organization webhooks, or whoami helpers.

Avoid the reviewed SDK's lab.experiment(target="EGFR") shortcut: it passes only UUID-shaped targets and does not resolve a target name. auto_confirm=True and lab.confirm_experiment() call submission, not the quote-confirm endpoint. Use the explicit client methods above. The decorator also supplies method for non-binding experiments, which the current API rejects.

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134### Retrieve every result without losing fields
136The SDK's generated models predate some live result fields and may discard them.
137Use REST JSON when archiving results, target references, or newer kinetic fits:
139```python
140import json
141import os
142from pathlib import Path
143import httpx
145experiment_id = os.environ["ADAPTYV_EXPERIMENT_ID"]
146with httpx.Client(
147 base_url="https://devs.adaptyvbio.com/api/v1",
148 headers={"Authorization": f"Bearer {os.environ['ADAPTYV_API_KEY']}"},
149 timeout=30,
150) as api:
151 response = api.get(f"/experiments/{experiment_id}")
152 response.raise_for_status()
153 experiment = response.json()
154 if experiment["results_status"] != "all":
155 raise RuntimeError("Results are not complete; inspect status before analysis")
156 results, offset = [], 0
157 while True:
158 response = api.get(f"/experiments/{experiment_id}/results",
159 params={"limit": 100, "offset": offset})
160 response.raise_for_status()
161 page = response.json()
162 results.extend(page["items"])
163 offset += len(page["items"])
164 if not page["items"] or offset >= page["total"]:
165 break
166Path("foundry-results.json").write_text(json.dumps(
167 {"experiment": experiment, "results": results}, indent=2
168))
169```
171Archive raw data packages when available, plus sequence/target identities, assay
172method, units, conditions, replicate measurements and fit quality. Null kinetic
173values are missing/unresolved measurements, not zero. A screening binding call is
174not a measured affinity. Compare KD values only under compatible assay conditions;
175the schema's `kd_mean` averages strong-binding replicates and is not an unbiased
176summary of every tested replicate.

Retrieve every result without losing fields

The SDK's generated models predate some live result fields and may discard them. Use REST JSON when archiving results, target references, or newer kinetic fits:

import json
import os
from pathlib import Path
import httpx

experiment_id = os.environ["ADAPTYV_EXPERIMENT_ID"]
with httpx.Client(
    base_url="https://devs.adaptyvbio.com/api/v1",
    headers={"Authorization": f"Bearer {os.environ['ADAPTYV_API_KEY']}"},
    timeout=30,
) as api:
    response = api.get(f"/experiments/{experiment_id}")
    response.raise_for_status()
    experiment = response.json()
    if experiment["results_status"] != "all":
        raise RuntimeError("Results are not complete; inspect status before analysis")
    results, offset = [], 0
    while True:
        response = api.get(f"/experiments/{experiment_id}/results",
                           params={"limit": 100, "offset": offset})
        response.raise_for_status()
        page = response.json()
        results.extend(page["items"])
        offset += len(page["items"])
        if not page["items"] or offset >= page["total"]:
            break
Path("foundry-results.json").write_text(json.dumps(
    {"experiment": experiment, "results": results}, indent=2
))

Archive raw data packages when available, plus sequence/target identities, assay method, units, conditions, replicate measurements and fit quality. Null kinetic values are missing/unresolved measurements, not zero. A screening binding call is not a measured affinity. Compare KD values only under compatible assay conditions; the schema's kd_mean averages strong-binding replicates and is not an unbiased summary of every tested replicate.

Raw lines 134 to 177
178## Experiment types and validation
180| `experiment_type` | `method` | `target_id` | Sequence count | Replicates |
181|---|---|---|---|---|
182| `affinity` | Required: `bli` or `spr` | Required | At least 1 | Optional, 1–5; default 3 |
183| `screening` | Required: `bli` or `spr` | Required | At least 1 | Optional, 1–5; default 3 |
184| `thermostability` | Omit | Omit | At least 1 | Optional, 1–5; default 3 |
185| `expression` | Omit | Omit | At least 1 | Optional, 1–5; default 3 |
186| `fluorescence` | Omit | Omit | At least 1 | Optional, 1–5; default 3 |
187| `epitope_binning` | Omit | Required | 4–28, multiple of 4 | Omit |
188| `enzyme_activity` | Omit | Omit | At least 1 | Optional, 1–5; default 3 |
190Inapplicable fields are rejected. `antigen_concentrations` is affinity-only, in nM;
191REST's default is `[1000.0, 316.2, 100.0, 31.6, 0.0]`. `parameters` holds optional
192assay settings; coordinate any nonstandard configuration with the laboratory.
194Sequences accept full strings or rich entries such as
195`{"candidate": {"aa_string": "EVQLVESGGGLVQPGGSLRLSCAAS", "control": false}}`.
196Use the 20 standard amino acid letters; inputs are case-insensitive and stored
197uppercase. Colons separate chains. Ellipses are not valid sequence characters.
198Rich creation metadata is constrained by `SequenceMetadata`, not arbitrary JSON:
199use `SingleChain`, `ScFv`, `FAB`, or `IgG`; ScFv needs `VH` and `VL`, FAB needs
200`framework_regions.ch` and `.cl`. The SDK accepts the schema's Portal-style enum
201values. Add sequences through `POST /sequences` only while status is `draft`.

Experiment types and validation

experiment_typemethodtarget_idSequence countReplicates
affinityRequired: bli or sprRequiredAt least 1Optional, 1–5; default 3
screeningRequired: bli or sprRequiredAt least 1Optional, 1–5; default 3
thermostabilityOmitOmitAt least 1Optional, 1–5; default 3
expressionOmitOmitAt least 1Optional, 1–5; default 3
fluorescenceOmitOmitAt least 1Optional, 1–5; default 3
epitope_binningOmitRequired4–28, multiple of 4Omit
enzyme_activityOmitOmitAt least 1Optional, 1–5; default 3

Inapplicable fields are rejected. antigen_concentrations is affinity-only, in nM; REST's default is [1000.0, 316.2, 100.0, 31.6, 0.0]. parameters holds optional assay settings; coordinate any nonstandard configuration with the laboratory.

Sequences accept full strings or rich entries such as {"candidate": {"aa_string": "EVQLVESGGGLVQPGGSLRLSCAAS", "control": false}}. Use the 20 standard amino acid letters; inputs are case-insensitive and stored uppercase. Colons separate chains. Ellipses are not valid sequence characters. Rich creation metadata is constrained by SequenceMetadata, not arbitrary JSON: use SingleChain, ScFv, FAB, or IgG; ScFv needs VH and VL, FAB needs framework_regions.ch and .cl. The SDK accepts the schema's Portal-style enum values. Add sequences through POST /sequences only while status is draft.

Raw lines 178 to 202
203## Lifecycle and updates
205Wire status values are lowercase snake case:
207```text
208draft -> waiting_for_confirmation -> quote_sent -> waiting_for_materials
209 -> in_queue -> in_production -> data_analysis -> in_review -> done
210```
212`canceled` is also possible. `results_status` is independently `none`, `partial`,
213or `all`. Inspect it before treating a result set as complete. Most experiment
214PATCH fields are editable in `draft` or `in_review`; `webhook_url` remains editable
215at any status. A sequence PATCH replaces the sequence list; `POST /sequences`
216appends to a draft.
218Create-time REST flags `skip_draft` and `auto_accept_quote` enable automation;
219`auto_accept_quote` implies `skip_draft` and requires full pricing. They can commit
220the batch to laboratory processing and billing, so use them only within the
221user's approved experiment/budget scope. The SDK's public `create()` method does
222not expose `auto_accept_quote`, `webhook_secret`, or the payment selector; use the
223REST contract in the reference when these fields are needed.
225For signed delivery, set a per-experiment `webhook_url` and `webhook_secret`
226(minimum 32 characters) at creation, or register an organization webhook. Store
227the secret when setting it; it is write-only. An experiment webhook overrides
228organization delivery. Verify `X-Adaptyv-Signature` (`sha256=<hex>`) as HMAC-SHA256
229over the raw body with constant-time comparison. Events are `experiment_update`
230customer-facing updates, not a complete stream of status transitions. Deduplicate
231by `data.update_id`; `delivery_id` identifies an attempt. Return `2xx`; network
232failures and `5xx` retry up to three times, while `4xx` is permanent. Continue to
233poll status/results if delivery is missing.

Lifecycle and updates

Wire status values are lowercase snake case:

draft -> waiting_for_confirmation -> quote_sent -> waiting_for_materials
      -> in_queue -> in_production -> data_analysis -> in_review -> done

canceled is also possible. results_status is independently none, partial, or all. Inspect it before treating a result set as complete. Most experiment PATCH fields are editable in draft or in_review; webhook_url remains editable at any status. A sequence PATCH replaces the sequence list; POST /sequences appends to a draft.

Create-time REST flags skip_draft and auto_accept_quote enable automation; auto_accept_quote implies skip_draft and requires full pricing. They can commit the batch to laboratory processing and billing, so use them only within the user's approved experiment/budget scope. The SDK's public create() method does not expose auto_accept_quote, webhook_secret, or the payment selector; use the REST contract in the reference when these fields are needed.

For signed delivery, set a per-experiment webhook_url and webhook_secret (minimum 32 characters) at creation, or register an organization webhook. Store the secret when setting it; it is write-only. An experiment webhook overrides organization delivery. Verify X-Adaptyv-Signature (sha256=<hex>) as HMAC-SHA256 over the raw body with constant-time comparison. Events are experiment_update customer-facing updates, not a complete stream of status transitions. Deduplicate by data.update_id; delivery_id identifies an attempt. Return 2xx; network failures and 5xx retry up to three times, while 4xx is permanent. Continue to poll status/results if delivery is missing.

Raw lines 203 to 234
235## Lists, filters and errors
237Paginated endpoints return `{items, total, count, offset}`; use `limit` 1–100
238(default 50) and `offset` (default 0). Fetch all pages. Query support varies by
239endpoint: sequence lists lack `filter`, token lists only paginate, and organization
240webhooks return an unpaginated array. See the endpoint reference.
242Where supported, filters use `eq(field,value)`, `neq`, `gt`, `gte`, `lt`, `lte`,
243`contains`, `between`, `in`, `is_null`, `is_not_null`, combined with `and`, `or`,
244`not`. Example: `and(gte(created_at,2026-01-01),eq(status,done))`. Sorting accepts
245`asc(field)` / `desc(field)` (up to eight comma-separated terms), `-field` / `+field`,
246or `field:asc` / `field:desc`. Use the HTTP client's query encoder. Advanced
247expressions support `at(field,key)` and casts (`float`, `int`, `text`, `timestamp`,
248`date`), subject to each endpoint's allowed fields.
250Structured errors generally include `error` and `request_id`; record the
251`x-request-id` header for support. Handle non-JSON transport failures too. Check
252status before retrying mutations after an ambiguous timeout: the server may
253already have created the experiment or accepted a quote. The SDK retries 429/5xx
254responses; its retries do not establish mutation idempotency.
256Token attenuation only narrows permissions. `POST /tokens/revoke` revokes the
257calling token's **root family**, including siblings descended from that root,
258even when authenticating with an attenuated token.

Lists, filters and errors

Paginated endpoints return {items, total, count, offset}; use limit 1–100 (default 50) and offset (default 0). Fetch all pages. Query support varies by endpoint: sequence lists lack filter, token lists only paginate, and organization webhooks return an unpaginated array. See the endpoint reference.

Where supported, filters use eq(field,value), neq, gt, gte, lt, lte, contains, between, in, is_null, is_not_null, combined with and, or, not. Example: and(gte(created_at,2026-01-01),eq(status,done)). Sorting accepts asc(field) / desc(field) (up to eight comma-separated terms), -field / +field, or field:asc / field:desc. Use the HTTP client's query encoder. Advanced expressions support at(field,key) and casts (float, int, text, timestamp, date), subject to each endpoint's allowed fields.

Structured errors generally include error and request_id; record the x-request-id header for support. Handle non-JSON transport failures too. Check status before retrying mutations after an ambiguous timeout: the server may already have created the experiment or accepted a quote. The SDK retries 429/5xx responses; its retries do not establish mutation idempotency.

Token attenuation only narrows permissions. POST /tokens/revoke revokes the calling token's root family, including siblings descended from that root, even when authenticating with an attenuated token.

Raw lines 235 to 259
Boilerplate, lines 260 to 275. The same text appears in 125 other files here. Close
260## Citing Scientific Agent Skills
262This skill is part of Scientific Agent Skills by K-Dense. If it materially contributed to a
263manuscript, report, presentation, or code release, add the paper to the references or
264software section and tell the user you did so:
266> Kassis, T., Agarwal, V., He, Y., Patel, D., & Brueckner, A. M. (2026). Scientific Agent
267> Skills: A Library of Procedural Knowledge for Research Agents. arXiv:2609.00065.
268> https://doi.org/10.48550/arXiv.2609.00065
270Always cite the current version. The DOI and https://arxiv.org/abs/2609.00065 resolve to the
271latest arXiv version, so never append a version suffix such as `v1`. When network access is
272available, fetch https://arxiv.org/abs/2609.00065 (or
273http://export.arxiv.org/api/query?id_list=2609.00065) before writing the reference and take
274the author list, year, and version from that record. If the record lists a journal reference
275or publisher DOI, cite the published version instead.

From K-Dense-AI/scientific-agent-skills at 5f2bc03, 2026-10-26. Not read by a model yet. Summary and techniques by Claude Opus 5.5 on 2026-11-06.