Rule: absence from an official list is not treated as a clean history. OverSight preserves actor history across agencies and jurisdictions.
LIVE PRODUCT RULE:
Searchable records are source-backed intelligence objects. Legal definitions reference Black's Law Dictionary and Oxford Law Dictionary; U.S. Supreme Court precedent is cross-referenced through Oyez and primary opinions. No actor history is erased when employment, jurisdiction, title, list status, or institutional affiliation changes.
BRADY / GIGLIO ACCOUNTABILITY ENGINE · Official lists are audited against independent actor history
01 · OFFICIAL LISTSRule 15 · Brady/Giglio · prosecutor credibility lists · POST / certification
03 · EMPLOYMENT RESOLUTIONOfficer identity follows agency transfers, badge changes, units and jurisdictions.WANDERING-OFFICER CHECK
04 · CASE TIMELINECompare adverse-event date, employment, case participation, prosecutor knowledge and disclosure date.
05 · COVERAGE / LATENCYDetect unlisted adverse history, delayed listing, public/internal mismatch and cases during the gap.COVERAGE GAP
06 · AFFECTED CASESIdentify every known case handled during a disclosure gap and whether defense disclosure is located.DISCLOSURE REVIEW
ARIZONA SOURCES: MCAO Rule 15/R15DD list · AZ POST decertification records · agency personnel/employment records · court records · disciplinary records · case disclosures.
INVISIBLE INSTITUTE: National Police Index for officer employment history / cross-agency migration; CPDP and downloadable accountability data as a model and direct source where jurisdictionally relevant; investigative Brady reporting as discovery/corroboration intelligence.
MARICOPA COUNTY ATTORNEY'S OFFICE
48
Disclosure transparency · Brady administration · internal/public list variance · charging history · merits/disclosure patterns
Complaints enter OverSight as source records/claims, not findings. Identity, evidence, corroboration, actor history and institutional patterns are evaluated separately.
Load a case to review extracted findings, contradictions and legal-issue matches.
AUDIO / VIDEO EVIDENCE INTELLIGENCE
READY
RECORDING → TRANSCRIPT → EVIDENCE INTELLIGENCE
Original media is preserved and SHA-256 hashed. Transcripts remain linked to exact timestamps,
speaker labels and confidence. SOURCE RECORDING,
SOURCE TRANSCRIPT, model inference and adjudicated findings remain distinct.
Automatic evidence processing pipeline for uploaded PDFs, scans, images, handwriting, forms, signatures, stamps, and table content. Original evidence remains immutable while extracted text and regions are independently versioned.
ENGINE 01 · EXECUTION
PDF · IMAGE · SCAN · FORM · HANDWRITING
INGEST + HASHOriginal file · SHA-256 · provenance
OCR / ICRTyped + handwritten recognition
LAYOUTPage · region · tables · forms
QUALITYConfidence + low-confidence queue
INDEXSearchable evidence text + coordinates
OCR STATUS
READYAutomatic processing on upload
ICR STATUS
ACTIVEHandwriting recognition path
REGION PROVENANCE
PAGE + XYCoordinates preserved per finding
REVIEW POLICY
CONFIDENCELow-confidence extraction never silently promoted
Document Understanding Engine
Transforms recognized document text into structured intelligence while preserving the distinction between source text, extracted facts, model inferences, and legal issue candidates.
ENGINE 02 · DOCUMENT INTELLIGENCE
DOCUMENT TYPE
LEGAL / EVIDENCEClassification with confidence
ENTITY CLASSES
12People · agencies · courts · places
CLAIM EXTRACTION
ACTIVESource-linked factual assertions
CITATION PARSER
READYStatutes · rules · cases · documents
EXTRACTED OBJECT
TYPE
SOURCE LOCATION
STATE
CR2016-113647
CASE NUMBER
Page 1 · Header
SOURCE FACT
Maricopa County Superior Court
INSTITUTION
Page 1
RESOLVED
Residential-status statement
CLAIM
Page 3 · ¶7
COMPARE
Rule / authority reference
LEGAL CITATION
Page 8
INDEXED
Cross-Document Contradiction Engine
Compares factual assertions across documents, recordings, transcripts, testimony, disclosure material, and actor histories. A conflict is recorded as a source-backed discrepancy, not automatically treated as proof of intent or liability.
ENGINE 03 · CONFLICT ANALYSIS
SOURCE A
FACT
SOURCE B
CONFLICT
MATERIALITY
CONFIDENCE
Notarized affidavit
Residence identified
Booking record
MATERIAL FACT CONFLICT
Identity / residence history
99%
Written report
Actor statement
Transcript segment
REVIEW REQUIRED
Disclosure / credibility
86%
Disclosure notice
Referenced incident
Actor history
COVERAGE GAP
Disclosure completeness
91%
Legal Elements Intelligence
Maps documented facts to candidate legal authorities and their required elements. It distinguishes supported elements, partial support, missing evidence, and adjudicated findings.
ENGINE 04 · AUTHORITY MAPPING
AUTHORITY / ISSUE
ELEMENT
DOCUMENTED FACT BASIS
STATUS
OPEN QUESTION
Disclosure obligation
Potentially material information
Source-linked actor history + notice record
PARTIALLY SUPPORTED
Coverage / knowledge / timing
Due-process issue candidate
State action
Court / prosecution record
ELEMENT SUPPORTED
Impact and procedural posture
Potential statutory match
Required intent element
No direct source establishing intent
NOT ESTABLISHED
Additional evidence required
Case Reconstruction Engine
Rebuilds the complete procedural chain from source records, linking every event to people, institutions, evidence, rulings, contradictions, and legal authorities.
CONDUCT / FEDERAL HABEASJudicial-conduct record · §2254 petition / federal proceedings
Actor Accountability Intelligence
Creates persistent longitudinal profiles for officials and other case actors without erasing historical roles when employment, jurisdiction, title, or institutional affiliation changes.
ENGINE 06 · ACTOR HISTORY
ACTOR HISTORY
PERSISTENTRole changes never overwrite prior records
CASE APPEARANCES
LINKEDCross-case participation + role
DISCLOSURE / DISCIPLINE
SOURCE-BASEDOfficial list absence is not treated as clean history
IDENTITY RESOLUTION
ACTIVEAlias + agency + temporal matching
ACTOR
ROLE HISTORY
LINKED RECORDS
INTELLIGENCE STATE
Law-enforcement actor
Agency role history preserved
Cases · complaints · employment
LONGITUDINAL
Prosecutor actor
Individual + office separated
Cases · disclosure · rulings
SOURCE-LINKED
Judicial actor
Appointments · cases · complaints
Rulings · conduct records
MERITS SEPARATED
Institution Accountability Intelligence
Separates institutional history and policy from the records of individual actors, then links the two where source evidence supports the relationship.
ENGINE 07 · INSTITUTION HISTORY
POLICE / LAW ENFORCEMENT
PROFILEDPolicy · complaints · oversight · cases
PROSECUTOR OFFICES
PROFILEDDisclosure policies · reversals · actors
COURTS
PROFILEDRulings · procedural history · conduct layer
OVERSIGHT BODIES
PROFILEDComplaints · dispositions · scope limits
Cross-Case Pattern Engine
Detects recurring actors, institutions, evidentiary conflicts, disclosure gaps, missing records, procedural outcomes, and relationship patterns across cases.
ENGINE 08 · PATTERN DETECTION
CASE A
ACTOR 01
ACTOR 02
INSTITUTION
DISCLOSURE GAP
CASE B
RECURRING ACTORS
3Cross-case identity matches
REPEATED ISSUES
2Pattern candidates requiring review
MISSING-RECORD PATTERN
1Expected-record recurrence
PATTERN STATE
CANDIDATENot an adjudicated finding
Witness / Informant Intelligence
Preserves each role a person occupies across proceedings and source records. Witness, complainant, informant/source, convicted person, former inmate, and other documented roles remain distinct rather than being flattened into one label.
ENGINE 09 · ROLE INTELLIGENCE
ROLE / ATTRIBUTE
SOURCE CLASS
DISCLOSURE / IMPEACHMENT RELEVANCE
STATE
State witness / complaining witness
Case record
Testimony + prior statements
SOURCE ROLE
Informant / police-source designation
Police terminology
Source relationship / disclosure review
CONTEXT REQUIRED
Prior justice-system history
Public / official records
Potential impeachment relevance depends on law and context
LINKED
Cross-case appearance
Case linkage
Pattern / relationship intelligence
INDEXED
Audio / Video Evidence Hardening
Production media workflow for large-file handling, chunking, speaker diarization, timestamp navigation, transcript correction, quote extraction, cross-record comparison, and immutable source preservation.
ENGINE 10 · MEDIA EVIDENCE
HASH / STOREOriginal media preserved
CHUNKLarge-file processing
DIARIZESpeaker-labeled transcript
RESOLVESpeaker identity + confidence
COMPARETranscript ↔ documents ↔ statements
TIME
SPEAKER
TRANSCRIPT SEGMENT
CONF.
INTELLIGENCE
00:01:12
SPEAKER 1
Timestamp-linked source statement
96%
SOURCE TRANSCRIPT
00:03:48
SPEAKER 2
Statement requiring identity resolution
89%
VERIFY SPEAKER
00:08:15
SPEAKER 1
Potentially conflicting statement candidate
94%
COMPARE
Evidence Review Center
Human verification layer for extracted intelligence. Corrections never overwrite the original source extraction; all reviewer actions are separately versioned and attributable.
ENGINE 11 · REVIEW / VERIFICATION
VERIFIED
184Human-confirmed extracted findings
NEEDS REVIEW
27Low-confidence or materially significant items
CORRECTED
14Original extraction preserved beside correction
REJECTED
6Rejected inference / extraction retained for audit
FINDING
SOURCE
MODEL STATE
REVIEW STATE
REVIEWER ACTION
Residential status statement
Affidavit · p.3
Source fact
VERIFIED
Preserve + link
Potential disclosure gap
Notice + actor history
Model inference
NEEDS REVIEW
Compare supporting sources
Expected Record Detection
Determines which records would ordinarily be expected for the procedural stage and flags records not located without treating absence as proof of concealment.
ENGINE 12 · RECORD EXPECTATION
EXPECTED RECORD
PROCEDURAL BASIS
SEARCH COVERAGE
STATE
Arrest / incident report
Investigation / arrest
Agency + case corpus
LOCATED
Disclosure log
Discovery / disclosure
Case production set
EXPECTED RECORD NOT LOCATED
Body-worn camera
Law-enforcement interaction
Source inventory incomplete
UNKNOWN / REQUEST MAY BE REQUIRED
Trial transcript
Trial proceeding
Court record source
SOURCE EXISTS
Record Access Intelligence
Tracks whether a known or expected record is publicly available, restricted, sealed, paywalled, undigitized, dead-linked, request-dependent, or known to exist but not yet obtained.
Interactive evidentiary and institutional network connecting people, agencies, cases, evidence, prosecutors, judges, witnesses, complaints, rulings, and institutions.
ENGINE 15 · RELATIONSHIP INTELLIGENCE
CR2016-113647
OFFICER
WITNESS
PROSECUTOR
JUDGE
AGENCY
EVIDENCE CONFLICT
Persistent Court & Source Ingestion
Normalizes retrieved court and institutional events into persistent history so OverSight can compare states over time rather than relying on one-time live retrieval.
ENGINE 16 · INGESTION / NORMALIZATION
COURTLISTENER
ONLINEFederal/state case intelligence path
OYEZ
ONLINEU.S. Supreme Court reference path
INTERNATIONAL COURTS
7ECHR · ICC · ICJ · IACHR · CCJ etc.
NORMALIZED EVENTS
12,408Stored as historical states, not overwritten
What Changed + Alerts
Compares newly retrieved state against prior state and records exactly what changed. Historical values remain preserved for evidence and accountability.
ENGINE 17 · CHANGE INTELLIGENCE
EVENT
OBJECT
PREVIOUS STATE
NEW STATE
ALERT
NEW RECORD
Case docket
18 entries
19 entries
OPEN
NEW CONTRADICTION
Evidence pair
No conflict
Material fact conflict candidate
HIGH
SOURCE CHANGED
Agency page
Available
Dead / moved
REVIEW
Watchlists
Persistent monitoring for cases, people, officials, institutions, jurisdictions, statutes, and sources with alert routing based on meaningful change.
ENGINE 18 · MONITORING
WATCH OBJECT
TYPE
TRIGGERS
STATE
CR2016-113647
Case
New filing · ruling · evidence
ACTIVE
Named official
Actor
New case · complaint · employment change
ACTIVE
Institution
Agency
Policy · litigation · external finding
ACTIVE
Source endpoint
Source
Content change · outage · stale data
MONITOR
Global Jurisdiction Engine
Canonical hierarchy for all OverSight intelligence: WORLD → REGION → COUNTRY → STATE/PROVINCE → LOCAL → INSTITUTION → ACTOR → CASE / EVENT / EVIDENCE.
ENGINE 19 · JURISDICTION MODEL
WORLDGlobal justice universe
COUNTRYNational laws + institutions
STATE / PROVINCESubnational authority
LOCAL / INSTITUTIONAgency · court · office
ACTOR / CASEEvidence-linked operational layer
GLOBAL DEFAULT
ONArizona remains one subordinate branch
LEGAL CONTEXT
INHERITEDEach object resolves through jurisdiction chain
REFERENCE LAYER
CONNECTEDShared world reference intelligence
LOCAL OVERRIDES
SUPPORTEDCountry/region-specific extensions
RBAC + Evidence-Level Permissions
Server-side access model for user roles and evidence classifications. UI visibility alone never grants access to protected evidence.
ENGINE 20 · ACCESS CONTROL
ROLE
CASE ACCESS
EVIDENCE ACCESS
ADMINISTRATIVE SCOPE
Defendant
Authorized matters
Public / entitled private
None
Attorney
Client / assigned matters
Role-authorized evidence
Review workflows
Media / Researcher
Public corpus
Public only unless separately authorized
None
Supreme Admin
System-wide
Policy-controlled full administrative view
System governance
PUBLIC
OPENPublic intelligence objects
PRIVATE
ENTITLEDAuthenticated authorized access
RESTRICTED / CONFIDENTIAL
CONTROLLEDExplicit permission required
PENDING REVIEW
HELDNot promoted to wider access
Production Health Dashboard
Operational health for database connectivity, evidence storage, source connectors, OCR/transcription providers, queues, stale sources, and processing errors.
ENGINE 21 · SYSTEM HEALTH
DATABASE
HEALTHYRead/write path responsive
EVIDENCE STORAGE
ONLINEProtected storage path reachable
OCR / TRANSCRIPTION
READYProvider paths configured
QUEUE HEALTH
3 PENDINGNo critical processing failures
COMPONENT
STATE
LATENCY / AGE
ACTION
Core database
ONLINE
42 ms
None
Reference Intelligence
ONLINE
Fresh
None
Court source connector
DELAYED
18 min
Retry scheduled
Evidence queue
ACTIVE
3 jobs
Processing
QA / QC Release Framework
Pre-release regression and safety validation for shell integrity, application behavior, PHP/JS syntax, APIs, database safety, evidence workflows, and responsive layout.
