Masego Inc.GEOINT AI Accreditation Ledger28 rules (illustrative)The rules a package has to satisfy. These are illustrative sample rules; a real criteria set loads in the same way, as data. This set is illustrative. · attack list 2026.07MITRE ATLAS: a public catalogue of real-world attacks on AI systems, used here as the list of threats to defend against. · logbook 350 entriesEvery action ever taken in this system, in order. Each entry locks the one before it, so removing or editing one leaves a visible gap. Latest entry fingerprint: b83b7c8492272ad9…

Decision record — Overhead vehicle detector, version 1.0

← back to the version · tamper check

The page somebody asks for years later: what was decided, by whom, on what date, and on exactly which documents. Every figure here is taken from the sealedA fingerprint of exactly what was decided and the evidence it rested on. Edit anything afterwards and the seal no longer matches. record, not from today’s data — and if anything has been changed since, it is listed under What has changed since.

What was signed

I certify that I have reviewed this model package and the evidence supporting it, that I am satisfied the accreditation criteria in scope for this deployment are met, and that I am the accrediting official authorised to make this determination. I understand that this determination is mine and was not made by the system, that it rests on the evidence sealed with it, and that it will be relied upon by others.

Wording as signed (2026-09-v2). A record keeps the wording it was signed under, so this is what accrediting official agreed to — not whatever the standard wording says today.

The documentsThe documents in a package — test results, data lists, design descriptions. Each has a source, a collection date and an expiry. it rested on (62)

DocumentFingerprintA short code computed from a file's exact contents. Change a single character and the code changes completely.CollectedGood untilAt the timeReleasabilityWho this document may be shared with. It decides what can cross to a partner.
Adversarial test setThe adversarial examples the robustness evaluation was run against.195a0cacf148…195a0cacf1482156ed81e5de85d7d40c4cd6a08ec5c05bed2a44e1ee9cc038322026-10-212027-10-21in dateUNCLASSIFIED
Analyst workload assessmentEffect of model output volume on the human review capacity behind it.2ee30cb1ce9e…2ee30cb1ce9e41ae44ff37c1e805a303beceaea2269741e6f06cba8b0b6525692026-10-212027-10-21in dateUNCLASSIFIED
Anomalous query detectionDetection of query patterns consistent with extraction or probing.32e34f3a91c0…32e34f3a91c0f225e79f07d781712cf095b296a1b08d1180907ebb5e8aaf53fe2026-10-212027-04-21in dateUNCLASSIFIED
API access logRecord of queries against the inference interface.61f36842b98d…61f36842b98d202496cb6e2185135030a947cf5685a618ac66da1700f86a78bd2026-10-212027-01-21in dateUNCLASSIFIED
Architecture disclosure reviewWhat published performance and architecture details reveal.86d73325f6f0…86d73325f6f02d890b6c796550e107b82a27d5a75172f6ec4e8cf40d179b7d8a2026-10-212028-10-21in dateUNCLASSIFIED
Architecture specModel structure, input and output shapes, and class ontology.4d09147ae316…4d09147ae31650daf4b9608b02ffe437285fe134dd8b0705d9da0a71e3f9f4692026-10-21no expiryin datePARTNER-RELEASABLE
Artifact malware scanScan of serialised artifacts for embedded executable content.baa3ac5aa1ea…baa3ac5aa1ea28c661d0f30c708fb83e13c4010f852ade73610b3c7142f88c092026-10-212027-01-21in dateUNCLASSIFIED
Artifact storage controlsControls protecting weights, corpora, and the package itself at rest.c5b40ca8d61d…c5b40ca8d61da97afce44877ec75a7ba87b0b4844d5d95cc2432bfa16d3791232026-10-212027-10-21in dateUNCLASSIFIED
Availability target (SLO)Availability commitment and its measurement for the inference service.384b645135b1…384b645135b13ad87f2b95fbc58f78a2ec87d735806b520c706e416e136a6d652026-10-212027-10-21in dateUNCLASSIFIED
Backdoor screen resultTesting of the trained model for backdoor behaviour on trigger inputs.50a7aa669ff3…50a7aa669ff3d8d26b52fde4a31536a9d3aa8996b7e18f07c1369376935f00cd2026-10-212027-10-21in dateUNCLASSIFIED
Base model attestationIdentity, source, and content hash of any foundation or pre-trained base.68957459adb3…68957459adb3348019ee6cead262e2906dc24002c862b66989e2ca816eb60dce2026-10-212027-04-21in dateUNCLASSIFIED
Base model selection rationaleWhy this base model was chosen, and on what basis it was trusted.6db8d31a5f9c…6db8d31a5f9c828cbf553de0e7444ba688020497089338d29b3254401dfc67032026-10-21no expiryin dateUNCLASSIFIED
Model checkpoint fingerprintCryptographic hash of the exact weights file under accreditation.57ae061dd732…57ae061dd73209fb7980d5a31718a264b9b0616d1744fbe407c635763fa69b142026-10-21no expiryin dateUNCLASSIFIED
Classification determinationClassification of the model, its weights, and its corpus.b8dc7683c198…b8dc7683c198bbf0f13375556bf125f500c10307099fec47b5fd3615a62570482026-10-212028-10-21in dateRESTRICTED
Collection chain attestationIntegrity of the path from sensor to training or inference input.eec767467bee…eec767467beef701d1532aff914bd1ecdbd668a8e30083c38acf903fab6d771c2026-10-212027-10-21in dateRESTRICTED
Corpus classification reviewClassification determination for the corpus and what it reveals.5fedba8abb9a…5fedba8abb9af97b731e31e62f72334b95e3b5ddbb4a3096b8867f1019c89f052026-10-212028-10-21in dateRESTRICTED
Corpus disclosure reviewWhat the corpus composition would reveal if disclosed.51b94a824101…51b94a824101391677d7d409f86498c0fc2c3993799087a8c6799a773aa570ed2026-10-212028-10-21in dateUNCLASSIFIED
Corpus drift monitorContinuous monitoring of corpus composition and label quality over time.0efd42980e03…0efd42980e030b146ebc6a33c4175d82d3a80168b0db3bf9a1fe9106289c834a2026-10-212027-01-21in dateUNCLASSIFIED
Corpus manifestEnumeration of every dataset in the corpus with content hashes.9277816b24b3…9277816b24b3ae732e1ba629bdbdf7a6da8c734ca9bb63c58aa7e08d7e9575782026-10-21no expiryin dateUNCLASSIFIED
Data source attestationOrigin, licence, and rights basis for each corpus source.04c0f9813326…04c0f98133262b2b0b8594483406bf1e25186f127761a5ed6b85326b0334d1c62026-10-212028-10-21in dateUNCLASSIFIED
Decoy test setImagery of decoys and concealment measures used in that evaluation.a60d724be64a…a60d724be64a3b90bcf0f53cf69133c408d992a509a3a2740fc3a403d24e9c6d2026-10-212027-10-21in dateUNCLASSIFIED
Denial deception assessmentAssessment against known adversary denial and deception practice.b1053b717408…b1053b717408f8a0085ff1fbea317d89eabd81644998b60f71a53b8948658f7c2026-10-212027-10-21in dateUNCLASSIFIED
Dependency scanKnown-vulnerability scan across that bill of materials.1f30e01bacfa…1f30e01bacfa32d0fe286b6b1aa9af7ff5da0d9ff7e09ba0af623648b311e44b2026-10-212027-01-21in dateUNCLASSIFIED
Deployment integrity checkVerification that the fielded artifact still matches the accredited hash.ba0001d0270f…ba0001d0270f478a9e1987576520bf271538bd973896dd31109575fcb3dbf3da2026-10-212026-11-21in dateUNCLASSIFIED
Distribution recordWho holds a copy of the weights, under what agreement.08e2a4288c96…08e2a4288c96573e5394e2017224086737e28c942f58b3d1f321dfb4497022652026-10-21no expiryin dateUNCLASSIFIED
Downstream dissemination mapWhich products and users receive this model's outputs.3e30aeb7a3c4…3e30aeb7a3c49a994aed9c99bf99ae350229cf4488b1abec2d28042c3da5dc3c2026-10-212027-10-21in dateUNCLASSIFIED
Drift detection recordDetection of distribution shift — new sensors, geographies, seasons.fd0e882bab4a…fd0e882bab4af49d8a94c597a143701719b9f8739cc08d9127b7839acf1560de2026-10-212027-01-21in dateUNCLASSIFIED
Extraction evaluationHow much of the model can be reconstructed from its query interface.42b22636d803…42b22636d80311c7284245199e3469e1467a0d45d0b38ec51f6b348613dd599e2026-10-212027-10-21in dateUNCLASSIFIED
False positive monitorFalse-positive rate in the field, and its trend.5e443a340326…5e443a3403266c18234229b58720e26c5b967c1814d69dad9fa550a2112436ad2026-10-212027-01-21in dateUNCLASSIFIED
Framework version pinExact pinned versions of training and inference frameworks.db4aad81a449…db4aad81a449969425e0984154a7f4cd6001a965971e81968414644fee81f1322026-10-21no expiryin dateUNCLASSIFIED
Hardware provenanceProvenance of accelerators and collection hardware in the chain.f8194eff9e43…f8194eff9e43affd1027c22d3757126f97d48c8f12ec0980355402a7f951426c2026-10-212028-10-21in dateUNCLASSIFIED
Human review procedureWhere a human sits in the chain and what they are accountable for.2baed6462055…2baed646205563746bf51f28812c9c12be830a5810c45a2237486be2d53554dd2026-10-212028-10-21in dateUNCLASSIFIED
Impact assessmentMission consequence of model failure, in the terms the decision is made in.81121adff7c7…81121adff7c7cb2d51131aa18bd2ccbdde760ba97441e08bf21a73a34b59156c2026-10-212027-10-21in dateUNCLASSIFIED
Inversion evaluationWhat training imagery can be reconstructed from model outputs.beba43dd58ac…beba43dd58ac02076bd4d2d9581652d826b55e48af38d4c8802bac4b665909122026-10-212027-10-21in dateUNCLASSIFIED
Label provenanceWho or what produced the labels, under what instructions.838d81f33169…838d81f3316901f409ce5f9a9c2272631f976f5fa1833c4e76daaff47b510bd52026-10-21no expiryin dateUNCLASSIFIED
Label quality auditSampled re-adjudication of labels against the annotation standard.65484c333615…65484c33361566d83e8d03e0d9b9e2054a9009c25c875ceffec7868e016f555f2026-10-212027-10-21in dateUNCLASSIFIED
Membership inference evaluationWhether an adversary can determine that a given image was in training.f1cb61471fa9…f1cb61471fa9521e89924da5daad9d9809a2961b3e838c4c22bc87028a23a7552026-10-212027-10-21in dateUNCLASSIFIED
Ontology release reviewReview of what the class ontology reveals. For an overhead detector the ontology approximates a statement of collection priorities.b74696996599…b746969965998948c13b4fab85e30294dea1308fa2e860fc1fa0301ce568e8d72026-10-212028-10-21in dateUNCLASSIFIED
Operational test recordPerformance in representative operational conditions, not benchmark conditions.8e07bf523c3b…8e07bf523c3b9365699021f720d2630a067609b31a52337a44d1acd961aaacbe2026-10-212027-10-21in dateUNCLASSIFIED
Output disclosure policyWhat the model's outputs may reveal and to whom they may go.679432be203a…679432be203acfc8b3546890e24651c81382f491bfbc56031ce125bd01549ddb2026-10-212028-10-21in dateUNCLASSIFIED
Output granularity reviewWhether output precision leaks more capability than intended.59b956958f8b…59b956958f8b576e69448bffc6fca0a3b280a2980bbf78b1d86262c0fa5086b52026-10-212027-10-21in dateUNCLASSIFIED
Package access logRecord of access to the accreditation package itself. The package aggregates everything an adversary would want in one place, which makes it a target in its own right.25f1df8e5f06…25f1df8e5f06d222f82478816ec941c138682daabfa751cf50db82428d4d748b2026-10-212027-01-21in dateUNCLASSIFIED
Performance monitorFielded performance instrumentation between accreditation events.d08176b90fe9…d08176b90fe9e56e416f2961a0566e1a0c3431d1da5ee0cca96449e11b6e85bd2026-10-212027-01-21in dateUNCLASSIFIED
Physical attack evaluationPerformance against physically realisable attacks — patches, camouflage, decoys.dac02a54f4ee…dac02a54f4ee418f90b25eca5f7529fe95a56b13b6d48010c8288da2fb990bd72026-10-212027-10-21in dateUNCLASSIFIED
Poisoning screen resultScreening of corpus and labels for poisoning indicators.d624f442aa42…d624f442aa42c2c27345f70c4c52990b1ee016224b7a3a5a636bbcffb44625a72026-10-212027-10-21in dateUNCLASSIFIED
Provenance of input imageryProvenance chain for imagery the fielded model scores.2eb86f8fe1fa…2eb86f8fe1fa199559639a8c398dc176b2a2a0ca577ab1ffe7669cab87d7072b2026-10-212027-10-21in dateUNCLASSIFIED
Public overlap analysisExtent to which the corpus overlaps publicly available datasets.bbfb60e69ace…bbfb60e69ace1abc559cabf9ad4cb8bfb2387f472c9bb4aa60f0b3797ea62e072026-10-212027-10-21in dateUNCLASSIFIED
Publication review recordPrepublication or export review of programme papers and briefings.5d14d5b331ea…5d14d5b331ead5df7a5fa66f2d5262f94c73a686db62aad2542113b385a822932026-10-21no expiryin dateUNCLASSIFIED
Query rate controlsRate limiting and quota controls on the inference interface.1acfc4e30e7a…1acfc4e30e7a33c903f902cab65c8681b47f813fccc516af8c99543b174979c22026-10-212027-10-21in dateUNCLASSIFIED
Releasability determinationForeign-disclosure and releasability posture for the artifact.7a926a9e8b88…7a926a9e8b88d940dcd42e6be17eca840f18b1fbf0287b30a65887c11a9ad1e22026-10-212028-10-21in dateRESTRICTED
Retraining recordWhat was retrained, when, from which baseline, and why.922486684af1…922486684af19d377171a41cd31029f6681691356ad880d458a0abcd79407c752026-10-21no expiryin dateUNCLASSIFIED
Retrieval timestampsWhen each external artifact was pulled, pinning it against later substitution.724950aee37b…724950aee37bd3bd82844f4fa4a26dd955b00129a7ba1115ccfc97299128b44c2026-10-21no expiryin dateUNCLASSIFIED
Robustness evaluationPerformance under adversarially crafted inputs.c3a7bb2e0af6…c3a7bb2e0af6be54f69441f8b4b206c2c7d20082ce2c024b60a6d15199d8f74a2026-10-212027-10-21in dateUNCLASSIFIED
Software bill of materials (SBOM)Software bill of materials for the training and serving stack.a76c10f5d4e2…a76c10f5d4e25c1e9ecdb192528e2fa7cb2e1dd93813246c37c0730c17d3495f2026-10-212027-04-21in dateUNCLASSIFIED
Serialisation format recordWeights file format and whether loading executes code.07c061e49888…07c061e4988868dc81e7e3405ca53a05c8eccf7cf77d2ae4dd16c7de69fd074b2026-10-21no expiryin dateUNCLASSIFIED
Synthetic imagery detectionAbility to detect generated or manipulated imagery presented as collection.e439e1b9dbee…e439e1b9dbeeeda90266708d2d8afda6c5ca1aa2ab277b20e5b2479d2948e9612026-10-212027-10-21in dateUNCLASSIFIED
Threat model recordStructured threat model mapped to the ATLAS catalogue, with a disposition and mitigation for every in-scope technique. The gated artifact.b8e89f2cb5ba…b8e89f2cb5ba32399e94fe293efc1671e0d49543b4c6456aaeaed743112158af2026-10-212027-10-21in datePARTNER-RELEASABLE
Transferability evaluationSuccess rate of attacks developed on a proxy and transferred to this model.7d9b299aa778…7d9b299aa778b4b46a13ca46ab43fcfcc8cb5ba66a9046f8252e06d95410164a2026-10-212027-10-21in dateUNCLASSIFIED
Trigger test setCandidate backdoor triggers the model was tested against.d8b95cd02b60…d8b95cd02b6017b092fa6127449691f3d8e2daf4cb5b0843e3437c22e0cfe9592026-10-212027-10-21in dateUNCLASSIFIED
Vulnerability monitoring recordTracking of newly published attacks against this architecture family.2de02ecea310…2de02ecea31063afa4a7490d5554ff90842f024763e2b45147fd168d59eae1cb2026-10-212027-01-21in dateUNCLASSIFIED
Weights access logRecord of who accessed model weights and when.49012b2610f4…49012b2610f4ea5a79240589db3ff38a8c6f9ba1a2440e51bb690ca1cab960d02026-10-212027-01-21in dateRESTRICTED
Weights provenanceWhere the weights came from, who produced them, and on what run.9b1529953c8f…9b1529953c8f36b18e5d6dff5c77547d10a2a011f7bb0643aa05dcb63f38c3d92026-10-21no expiryin dateUNCLASSIFIED

These fingerprints are what make the rest of this page checkable: any of these files can be fingerprinted again today and compared with the value sealed here.

What it met

28/28
rules metThe rules a package has to satisfy. These are illustrative sample rules; a real criteria set loads in the same way, as data.
66/66
attacks answeredThe AI attack techniques that apply to this model, from MITRE ATLAS. Each needs a recorded defence or an accepted risk.
0
risks accepted by nameA known problem somebody has chosen to accept, one at a time, with a written reason that stays in the record permanently.
0
reused from an allied partnerReusing an allied partner's accreditation for the parts their framework and ours agree on, instead of repeating that work.
RuleWhat it asksAs sealed
A1The artifact under accreditation is uniquely and immutably identifiedmet
A2The architecture and class ontology are specifiedmet
A3Inherited weights are attested and pinnedmet
A4Loading the artifact does not execute untrusted codemet
A5The software supply chain is inventoried and screenedmet
A6The collection and compute chain is attestedmet
B1The training corpus is fully enumeratedmet
B2The corpus is screened for poisoning and the model for backdoorsmet
B3Label quality is independently sampledmet
B4What the corpus reveals has been assessedmet
C1Performance is established under operational conditionsmet
C2Fielded performance is instrumented between accreditation eventsmet
C3The human review capacity behind the model is assessedmet
D1A structured threat model covers every in-scope ATLAS techniquemet
D2Robustness against crafted inputs is measuredmet
D3Transferred attacks are evaluated even where the model is not exposedmet
D4Physically realisable attacks are evaluatedmet
D5Backdoor triggers are tested formet
D6Interface leakage is quantifiedmet
D7Synthetic and manipulated input imagery is addressedmet
E1The deployment is described and its conditions declaredmet
E2Artifacts and the package itself are protected at restmet
E3The inference interface is rate-limited and monitoredmet
E4The fielded artifact is continuously verified against the accredited baselinemet
F1What the model discloses through its outputs is governedmet
F2Publication and architecture disclosure are reviewedmet
F3Classification and releasability are determinedmet
G1Mission impact of model failure is assessedmet

How it got here (66 logbook entries) ⓘEvery action ever taken in this system, in order. Each entry locks the one before it, so removing or editing one leaves a visible gap.

#What happenedWhoWhen
2Version startedsubmitter2026-10-26 17:22:54
3–6462 × Document addedML engineer2026-10-26 17:22:54
65Version submittedML engineer2026-10-26 17:22:54
66Review openedAccrediting official2026-10-26 17:22:54
67Decision recordedAccrediting official2026-10-26 17:22:54

Repeated identical entries are shown as one row with a count — sixty-two lines saying “document added” in the same second is noise, not history. Every entry is still individually present in the record and individually locked into the logbook.

Assessed against the illustrative rule set illustrative-geoint-ai-v0 and the MITRE ATLAS 2026.07 attack list. How it is deployed: Answers queries from outside the enclave; An LLM or AI agent is in the chain; Copies go beyond our organisation; Built on a pre-trained model; Adversary can influence collection; Uses training data from outside. Changes declared since the approved version: none.

This page is the record, not a report about it. Print it and the paper copy carries the same fingerprints — or take the machine-readable version from /api/versions/927a8d6262a34dff8cb9e3ded7f1f843/determination, which is what this page is rendered from.