EMPIRICAL AUDIT // CLAIM-TO-EVIDENCE LEDGER

Evidence Matrix // Empirical Verification

Applied AI engineering requires moving beyond subjective claims. Every metric, latency figure, and safety assertion in my systems is anchored to reproducible test suites, live benchmarks, or production event logs.

Audited Systems

6 Systems

Verified Metrics

100% Backed

Test Coverage

Pytest + Live Telemetry

Methodology

Deterministic

01. System Claim-to-Evidence Matrix [ 6 ]

AUDIT PROTOCOL: EMPIRICAL

SPEC #01

Algorithmic Trading & Predictive Research Agent

agent✓ EMPIRICAL PROOF

Empirical Metrics

1-Day Forecast Accuracy✓ VERIFIED

~5% MAPE

Tested on 30D Live Data

Safety Guardrails✓ VERIFIED

100% Pass

Adversarial Injections Blocked

Verification Protocol & Methodology

Capstone project for Google-Kaggle Agents Intensive with automated pytest safety verification.

Tech Stack Backing:Google ADKGemini 1.5 ProFastMCPARIMA

INSPECT FULL ARCHITECTURE CANVAS→

Live Demo ↗GitHub Suite ↗

SPEC #02

Enterprise Document RAG System

rag✓ EMPIRICAL PROOF

Empirical Metrics

Retrieval Precision✓ VERIFIED

96.5%

Ragas Automated Validation

Query Latency✓ VERIFIED

<500ms

Tested on 100k+ Corpora

Verification Protocol & Methodology

Audited with Ragas framework for zero-hallucination citation fidelity and pre-loaded with recruiter demos.

Tech Stack Backing:FastAPIGemini 2.5 FlashFAISSLangChain

INSPECT FULL ARCHITECTURE CANVAS→

Live Demo ↗GitHub Suite ↗

SPEC #03

AI Financial Analyst Agent

agent✓ EMPIRICAL PROOF

Empirical Metrics

Report Drafting Time✓ VERIFIED

-85%

vs Manual Extraction

Data Pipeline✓ VERIFIED

Real-Time

Live yfinance OHLCV Feeds

Verification Protocol & Methodology

Containerized on AWS EC2 behind Cloudflare SSL with multi-step research sequences and source attribution.

Tech Stack Backing:LangChainFastAPIGeminiyfinance

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Live Demo ↗GitHub Suite ↗

SPEC #04

Cognitive Load Balancer AI

agent✓ EMPIRICAL PROOF

Empirical Metrics

Execution Logic✓ VERIFIED

Multi-Step

Prompt-Chaining Pipeline

Decision Latency✓ VERIFIED

Real-Time

Strict ROI Scoring

Verification Protocol & Methodology

Multi-prompt chaining pipeline enforcing execution limits and calculating task ROI.

Tech Stack Backing:Amazon BedrockAWS PartyRockPrompt ChainingConstraint Logic

INSPECT FULL ARCHITECTURE CANVAS→

Live Demo ↗GitHub Suite ↗

SPEC #05

Healthcare Appointment Assistant (MyEyeDr)

agent✓ EMPIRICAL PROOF

Empirical Metrics

CRM Integration✓ VERIFIED

Salesforce

Automated Lead Creation

Workflow✓ VERIFIED

End-to-End

Patient Triage to Booking

Verification Protocol & Methodology

Conversational intake pipeline integrating with Salesforce to create leads and follow-up tasks.

Tech Stack Backing:Tars NeoAgentLLM RAGSalesforce APIWebhooks

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Live Demo ↗GitHub Suite ↗

SPEC #06

Autonomous Agentic Evaluation & Guardrail Harness

agent✓ EMPIRICAL PROOF

Empirical Metrics

Injection Defense✓ VERIFIED

100% Pass

Adversarial Injections Blocked

Factual Grounding✓ VERIFIED

98.4%

Strict SQLite Grounding

Verification Protocol & Methodology

Self-hosted full-stack LangGraph harness running in Next.js with embedded SQLite memory and deterministic guardrails.

Tech Stack Backing:LangGraphGemini 2.5 FlashSQLiteZod

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Live Demo ↗GitHub Suite ↗

VERIFIED CREDENTIAL ARCHIVE

14 VERIFIED

Audited course completions, academic coursework, and corporate simulations chronologically sorted by award date.

SORT BY DATE:

🔍 AUDIT FULLSCREEN

Udacity (Part of Accenture) & AWSMay 8, 2026

AWS AI Practitioner Challenge

ID: 5c2b1e7c-2f7f-11f1-b568-0fa51a41b66f

AWSAI PractitionerCloud AI Services+1

VERIFY ONLINE ↗

DA 210 | Time Series Analysis & Forecasting

🔍 AUDIT FULLSCREEN

IIT Guwahati (Coursera)May 4, 2026

DA 210 | Time Series Analysis & Forecasting

ID: T2FXXHOLJDYO

ARIMAGARCHTime Series+2

VERIFY ONLINE ↗

Certificate of Internship Completion: Power BI for Business

🔍 AUDIT FULLSCREEN

Microsoft & AICTE (Microsoft Elevate)March 12, 2026

Certificate of Internship Completion: Power BI for Business

ID: STU696bee0c2be891768680972

Power BIData AnalyticsBusiness Intelligence+1

🔍 AUDIT FULLSCREEN

Microsoft & AICTE (Microsoft Elevate)March 12, 2026

Microsoft Azure — 25 Hour Course

ID: STU696bee0c2be891768680972

Microsoft AzureCloud InfrastructureVirtual Networks+1

Cloud Administration & Engineering — 40 Hour Course

🔍 AUDIT FULLSCREEN

Microsoft & AICTE (Microsoft Elevate)March 12, 2026

Cloud Administration & Engineering — 40 Hour Course

ID: STU696bee0c2be891768680972

Cloud EngineeringDevOpsAdministration+2

Power BI for Business Applications — 20 Hour Course

🔍 AUDIT FULLSCREEN

Microsoft & AICTE (Microsoft Elevate)March 12, 2026

Power BI for Business Applications — 20 Hour Course

ID: STU696bee0c2be891768680972

Power BIDAXData Modeling+1

🔍 AUDIT FULLSCREEN

DataCampFebruary 10, 2026

Supervised Learning with scikit-learn

ID: #45,348,921

scikit-learnClassificationRegression+1

🔍 AUDIT FULLSCREEN

KaggleJanuary 18, 2026

Python Certificate of Completion

PythonData StructuresAlgorithms+1

🔍 AUDIT FULLSCREEN

DataCampDecember 22, 2025

Data Manipulation with pandas

ID: #45,164,083

pandasData WranglingDataFrames+1

🔍 AUDIT FULLSCREEN

DataCampDecember 17, 2025

Introduction to NumPy

ID: #45,038,422

NumPyArray OperationsVectorization+1

🔍 AUDIT FULLSCREEN

Deloitte (Forage)November 27, 2025

Data Analytics Job Simulation

ID: nk9tsHxtvMgmcQY2a

Data AnalyticsForensic TechnologyConsulting+1

🔍 AUDIT FULLSCREEN

SololearnNovember 22, 2025

Python Intermediate

ID: CC-GYPTY9GH

OOPFunctional ProgrammingIterators+1

🔍 AUDIT FULLSCREEN

SololearnNovember 11, 2025

Python Developer

ID: CC-W0PP3LSW

PythonAlgorithmsSoftware Design+1

IIT Guwahati BSc (Hons.) DS & AI Orientation Course

🔍 AUDIT FULLSCREEN

IIT Guwahati (Coursera)September 3, 2025

IIT Guwahati BSc (Hons.) DS & AI Orientation Course

ID: VSQK1F8AUKUJ

IIT GuwahatiData ScienceArtificial Intelligence+1

VERIFY ONLINE ↗