LIVE · SELF-HOSTED · OPS.BENMILCH.COM

One operator.
An entire AI operation.

27 automated systems I built and run solo — data pipelines, LLM workflows, and a perception/action bus that drafts and acts under a human gate. No engineering team. Everything on this page is real and updating live, right now.

OPERATIONAL
27
Systems
2,829
Audited actions
6
Domains
5d 20h
Uptime
$12
Infra / mo
0
Engineers
↓ the machine, running live ↓

⇆ Handoff Bus 2

Autonomous action, human-gated
🔑 APPEND-ONLY AUDIT LEDGER2829 actions logged
Handoff Watcher
Perception: scans for handoffs, classifies
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Handoff Executor
Action: runs SAFE items, dry-run fenced, audited
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⚖ Governance 3

Self-auditing & health checks
Freshness Sweep
Flags stale artifacts across the stack
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Brief Health Check
Verifies the brief actually shipped
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Pipeline Status
Twice-daily pipeline snapshot
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◉ Intelligence 8

Daily briefings & inbox intelligence
Email Triage
Classifies inbox into a daily digest
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Morning Brief
Assembles the daily brief (DeepSeek)
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Weekend Brief
Weekend edition of the brief
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Brief 2nd Pass
Afternoon refresh of the brief
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Brief PDF Render
Renders the brief to PDF
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Daily Wrap
Auto-summary of the day's activity
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Expert Digest
Tracks + scores the experts I follow
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Weekly Digest
Scheduled weekly digest
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♠ Cards - Operations 4

A live e-commerce operation
Registry Data Sync
Syncs graded-card set + population data
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ShipStation Reader
Pulls the fulfillment queue
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Re-Engage Watcher
Drafts replies to buyers for review
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Card Price Syncdaily
Refreshes card prices on a rolling rotation
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⚡ Cards - Origination 7

Autonomous sourcing & outreach
Seller Outreach
Drafts seller outreach
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Outreach Enrichment
Enriches outreach leads
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Origination Intel
Sourcing intelligence tool
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Lead Evalevery 1m
Evaluates new leads in near-real-time
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Lead Synthesizeevery 15m
Synthesizes evaluated leads into drafts
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Lead Matchevery 5m
Matches leads against the target model
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Auto Evalevery 30m
Batch re-evaluation pass
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↓ Inbound 3

Multi-channel capture
Phone Router
Routes phone captures into the ops inbox
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Inbox Ingest
Ingests inbound items into the pipeline
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LinkedIn Drainer
Drains drafter queues into the canonical log
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Built & run by Ben Milch

I ship production AI systems as a non-developer — 11+ years of Big-4 program delivery in regulated fintech (AML/KYC, OCC remediation, payments), now applied at machine speed. This operation runs my job search, a live sports-card e-commerce business, daily intelligence, and on-chain provenance R&D — from one $12/mo server.

live · updated 2026-07-16 12:23:37 UTC · auto-refreshes