// PRODUCTION DEPLOYMENTS & ARCHITECTURAL CASE STUDIES · SECTION 04

Flagship Systems & Production Impact

Technical architecture breakdowns of production systems, projects, and repositories this candidate has attached to their dossier.

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SYSTEM 01 // PROJECTRole: FEATURED PROJECT

MCPwatch, large-scale test harness

Tested roughly 6,800 servers in the public MCP registry by spawning each and completing a protocol handshake, as 20 parallel jobs on disposable machines so untrusted code ran isolated. Classified every failure by cause instead of pass or fail: 7% carried undeclared requirements and 8.5% were broken. Found and corrected five ways the measurement could silently mislead.

TechnologyPython
StackGitHub Actions
PlatformPostgreSQL
Outcome7% carried undeclared requirements and 8.5% were brokenSelf-reported
Metric 02—Pending
Metric 03—Pending

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SYSTEM 02 // PROJECTRole: FEATURED PROJECT

Autodraft Payables, invoice extraction pipeline

Built solo in about four days: reads scanned supplier invoices across ten languages and emits structured payables an ERP can book, with page rendering, vision-based transcription, field extraction and master-data matching. Documented what it could not solve and its known limitations in a design write-up.

TechnologyPython
Stackvision models
Platform—
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending

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SYSTEM 03 // PROJECTRole: FEATURED PROJECT

Grounded, AI technical interviewer

Generates interview questions from a resume and a textbook corpus, with every question traceable to the exact passage and page it came from, using hybrid dense and keyword retrieval. 23 tests run offline in 1.7 seconds by stubbing the AI model.

TechnologyPython
StackFastAPI
PlatformNext.js
Outcome23 tests run offline in 1.7 secondsSelf-reported
Metric 02—Pending
Metric 03—Pending

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SYSTEM 04 // PROJECTRole: FEATURED PROJECT

Liquid, personal finance tracker

Deployed app that scans bills from a photo into line items, tax and payment method, with an assistant that proposes changes as approval cards instead of editing data directly.

TechnologyReact
StackTypeScript
PlatformSupabase
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending

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SYSTEM 05 // PROJECTRole: FEATURED PROJECT

Email Scheduler, queue-driven service

Processes stored jobs on Redis-backed background workers at a scheduled time. Found a rate limiter applied at the wrong layer, where the limit appeared to work while the path it was meant to protect stayed uncovered.

TechnologyNode.js
StackExpress
PlatformBullMQ
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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SYSTEM 06 // PROJECTRole: FEATURED PROJECT

OutreachOS, multi-service automation pipeline

Integrated four third-party services into one pipeline, handling OAuth, per-service rate limits and partial failures without losing queued work; moved generation to a local model when API costs became a bottleneck.

TechnologyPython
StackGmail API
PlatformOAuth 2.0
Metric 01—Pending
Metric 02—Pending
Metric 03—Pending
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// RECRUITMENT & ADVISORY ENGAGEMENTS

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Full verification packet containing source artifacts, production traces, and formal proofs available for prospective leadership roles once attested.

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