12 DETERMINISTIC STAGES

Autonomous Coding Engine — 12-Stage Audit Trail

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Live Deterministic Verification Trace

Patient: Not available

Length: Not available

Tier: Not available

Latency: Not available

Status: Not available

Engine Training Lab & Golden Data Regression Suite

Autonomous engine evolution from chart debates • Deterministic golden benchmark verification

ACTIVE ENGINE GENERATION

Generation 4564

Frozen Baseline • 99.98% accuracy

GENUINE HUMAN FEEDBACK

0 Submissions

Strict chart-review feedback only

CANDIDATE RULES

0 Formulated

Synthesized from human reviews

PROMOTED CANDIDATES

0 Promoted

Passed all 6 regression gates

PENDING CANDIDATES

0 Pending

Awaiting regression gating

REJECTED / BLOCKED

0 Rejected

Blocked by regression/safety gates

REGRESSION GATES STATUS

82 / 82 PASSED

Golden 60 • Adv 14 • Ophth 8

BASELINE REGRESSION CHECK

0 REGRESSIONS

100% parity with Gen 4564

Frozen Baseline Regression Gates & Safety Verification

Deterministic 82-test validation battery executed before promoting any candidate rule to prevent regressions.

ALL 82 GATES PASSED (100%)

GATE 1: ORIGINAL CHART REPROCESS

100% CONCORDANT

Primary emitted, disputed suppressed

GATE 2: ANTI-HARDCODING CHECK

VERIFIED GENERALIZED

Zero patient names, dates, or chart IDs

GATE 3: GOLDEN BENCHMARKS

60 / 60 PASSED (100%)

Deterministic clinical benchmarks

GATE 4: ADVERSARIAL CLINICAL SUITE

14 / 14 PASSED (100%)

Negation, healed, conflict resolution

GATE 5: OPHTHALMIC ADVERSARIAL

8 / 8 PASSED (100%)

OD/OS laterality, bilateral, vitrectomy

GATE 6: FROZEN BASELINE ZERO-REGRESSION

0 REGRESSIONS (GEN 4564)

Bit-for-bit parity maintained

1 Coder Feedback

➔

2 Auditor Validation

➔

3 Validated Learning Data

➔

4 Concept Learning

➔

5 Training

➔

6 Regression Validation

➔

7 New Generation

➔

8 Fresh Engine Inference

User Action & Training Lab Activity Audit Trail

Real-time human-readable verification trace of every button click, benchmark run, state transition, and feedback action.

LIVE AUDIT ACTIVE

Complete Engine Generation History (Generation 1 → Generation 1835)

Immutable database-backed audit ledger connecting every generation from baseline Gen 1 to the current generation directly to its authentic validated feedback, code mutations, clinical evidence quote, and regression safety proof.

ACTIVE: GEN 1835 1,835 GENERATION RECORDS

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Clinical Chart Ingestion

Upload Clinical PDF or Text

Paste Clinical Note Text

Active Clinical Chart

Claim Concurrence Achieved!

Proof Accepted & Verified by Clinical Auditor AI

Autonomous Coding Engine — 12-Stage Audit Trail

No Active Clinical Encounter in Audit Buffer

Engine Training Lab & Golden Data Regression Suite

Frozen Baseline Regression Gates & Safety Verification

User Action & Training Lab Activity Audit Trail

Complete Engine Generation History (Generation 1 → Generation 1835)

Clinical Concept Learning Lab & Semantic Generalization Audit

SQLite Enterprise Database Architecture & ERD Visualizer

User Accounts & Access Control Console

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Hypertension

Ischemic Heart Disease

Clinical Chart Ingestion

Upload Clinical PDF or Text

Paste Clinical Note Text

Active Clinical Chart

Claim Concurrence Achieved!

Proof Accepted & Verified by Clinical Auditor AI

No Active Clinical Encounter in Audit Buffer

Engine Training Lab & Golden Data Regression Suite

Frozen Baseline Regression Gates & Safety Verification

User Action & Training Lab Activity Audit Trail

Complete Engine Generation History (Generation 1 → Generation 1835)

Clinical Concept Learning Lab & Semantic Generalization Audit

SQLite Enterprise Database Architecture & ERD Visualizer

User Accounts & Access Control Console

Ingest Clinical Encounter Chart

Clinical Auditor AI Settings

Clinical Authentication Gateway

Provision New User Account

Edit User Profile & Role

Confirm Permanent Deletion

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Navaneethan (Admin)