MAX EV — Maximum Expected Value. Max-Deploy is the career OS for forward deployed AI engineers — AI job scoring, automated cover letters, opportunity pipeline, and CE / skills tracking. Built by an FDE, for FDE work.
Automation for the high-volume work. Agentic AI where judgment creates value. Max-Deploy manages the full FDE job search and freelance pipeline — from opportunity discovery to signed contract.
Claude API, MCP protocol, multi-model routing, structured outputs. AI reasoning deployed only where it earns its cost.
BullMQ workers, cron pipelines, webhook handlers, IMAP watchers. Deterministic logic at scale — near-zero cost per execution.
Next.js 15, TypeScript, Python, PostgreSQL, Prisma. Discovery to production deployment in under 2 weeks.
URL paste → AI parse → score → cover letter. 35+ ATS companies tracked, opportunity scoring 0–100, automated outreach.
P&L ownership, stakeholder scope docs, go-live observability. Every engagement stays active — shipped is not finished.
Model ID, prompt version, latency, token count, raw output logged per call. Debug any LLM endpoint at 2am.
Structured discovery before any architecture. Problem statement, success criteria, stakeholder sign-off — in writing, before a single line of code.
A precise engineering spec — not a sales deck. Defines what gets built, what does not, and what "done" means unambiguously.
Tech stack, DB schema, API design, and the automation vs. agentic decision per workflow. Cost-efficiency designed in — not patched in later.
Deterministic automation for high-volume work. Agentic reasoning (Claude, MCP, multi-step) only where judgment earns its compute budget.
Working system reviewed against original success criteria by actual stakeholders — not a QA checklist.
Every deploy includes structured logging, error capture, and AI endpoint observability. Shipped means observable.
Every engagement produces a different type of system. These are the product categories across 13 live platforms — each one scoped, built, and deployed using the same 7-step methodology.
Multi-system agentic loop: ATS API polling (35+ companies), IMAP IDLE email parsing, Claude scoring at $0.003/call, HITL Telegram authorization, headless Chromium PDF generation. Runs 24/7 with 7 PM2 background workers.
Gated course platform with Stripe billing, live interactive strategy simulator, AI coaching loop (Claude + ElevenLabs voice), dice control training system, and StreamYard live session integration.
Automated content ingestion pipelines, programmatic SEO category/tag pages, structured data markup, ad slot architecture. Covers hyper-local news, gaming editorial, and industry-specific verticals.
Real-time edge detection across sportsbooks, Python backend with live odds ingestion, model probability calculations, Kelly criterion bet sizing, and filterable by sport, date, and edge threshold.
Full ops platform: lead capture, Twilio IVR/SMS follow-up within 60 seconds, geographic lead map, crew scheduling, estimates, job tracking, and batch property data pipeline (1.4M+ parcels).
Multi-tenant regulatory monitoring platforms tracking policy changes across configurable industry verticals. AI-assisted change summarization, jurisdiction/industry filtering, and real-time compliance alerts.
Out-of-home inventory browsing platform connecting advertisers with billboard and venue inventory. Media plan intake, structured quote request system, and DFW-specific OOH search term architecture.
Internal video production hub managing content pipelines across multiple media properties, YouTube distribution strategy, channel analytics, content calendar, and collaborator onboarding dashboard.
Industry-specific career platform with employer profiles, applicant-facing resources, automated news feed, and PostgreSQL-backed CRUD for listings. Designed for niche verticals with no existing dedicated platform.
URL paste a job posting and have a fit score, gaps analysis, and tailored cover letter in under 30 seconds. Every opportunity scored, every application tracked, every certification mapped.
