Eshaan Prasad Mathakari

Pitch Compass · A prototype AI copilot that helps bank sales advisors understand business clients and choose next steps.Oct 2026

• Built a prototype AI sales copilot for treasury-banking advisors that sorts business clients into archetypes, guides discovery conversations, and returns ranked product recommendations and follow-up actions.
• Designed a live agent-step panel, pipeline analytics, and an admin area for rules, change requests and governance in React, TypeScript and Zustand.

Fine Print Hawk · A workspace that checks loan covenants against their source documents and flags every mismatch.Oct 2026

• Built a loan-covenant validation workspace for commercial-lending teams that checks covenants against source documents and flags each mismatch with a link to the source page.
• Implemented maker-checker review, write-back of approved updates to a sandboxed loan system, and an audited multi-section report, with the full review journey covered by Playwright end-to-end tests.

Paper Trail · Four AI agents run business due-diligence checks, while fixed rules decide every risk score.Oct 2026

• Built an agentic know-your-business (KYB) workbench in which four AI agents (Intake, Research, Verification, Report) gather ownership, screening and adverse-news evidence, check documents against registry data, and write the due-diligence report.
• Kept every risk score, outcome and routing decision in a deterministic rules engine rather than the AI, with a full audit trail and a governance view of agent cost, corrections and guardrails.

Rulebook Radar · Eight AI agents turn a regulatory document in any language into a reviewed change record.Sep–Oct 2026

• Built a proof-of-concept regulatory change-management platform in which eight AI agents (Claude on Amazon Bedrock) translate, scope, cite and quality-check regulatory documents in any language.
• Developed a custom evaluation harness that measures accuracy against benchmark records, with low-confidence cases routed to human review and PDF, Word and CSV export after expert sign-off.

Ticket Whisperer · Six AI agents take an IT support incident from first report all the way to closure.Sep 2026

• Built a white-label agentic incident-resolution workspace in which six AI agents handle IT incidents from intake and classification through knowledge-base retrieval, response drafting, email dispatch and closure.
• Added confidence-threshold routing between automatic replies and analyst review, plus a live agent activity log, explained reasoning per agent, and analytics and governance dashboards.

Sparring Partner · An AI red-team and blue-team platform that attacks chatbots, scores the results and proposes fixes.Mar 2026 – now

• Researched adaptive, multi-turn jailbreak attacks on large language models and grew the work into a red-team/blue-team platform that tests generative-AI chatbots and agents for security and compliance weaknesses.
• Engineered the attack, judging and guardrail-fix loop with PyRIT, FastAPI and AWS (ECS Fargate, Step Functions), scoring responses against a standards-based assurance rubric and requiring human approval for every fix.

Ink Slinger · An AI assistant that redlines NDAs and purchase terms, citing a rule for every edit.Jul–Aug 2026

• Built a proof-of-concept contract-redlining assistant (Claude on Amazon Bedrock, AWS Textract) that proposes exact-text edits to NDAs and purchase terms, each citing the rule and original wording it enforces.
• Delivered a Word-style review page, native tracked-changes output with python-docx, a rule-coverage report and an optional independent verifier pass that flags missed triggers.

Sticky Fingers · A shared hub where teammates publish reusable skills that AI coding agents can find and fetch.Jun–Jul 2026

• Built an internal skill hub where teammates publish reusable AI-agent skills, served through a local Model Context Protocol (MCP) server that reuses each developer's GitHub Enterprise login.
• Wrote the skill format specification, a searchable catalog with usage and maturity signals, and one-line Windows and macOS installers that configure corporate certificates and register the hub with Claude Code.

Inbox Butler · Two automation pipelines that replaced manual inbox monitoring and data entry for order processing.2026

• Built two AI workflow-automation pipelines that replaced manual inbox monitoring, data extraction and data entry for legal and commercial order processing, covering UCC lien search results and a shared order mailbox (Microsoft Graph API).
• Routed each order to a direct database write or to headless Playwright entry in a system with no API, secured with Azure Managed Identity and a shared audit log; SME testing on live orders estimated about a 70% improvement in operational efficiency.