LIVE · SELF-HOSTED · OPS.BENMILCH.COM

One operator.
An operation built by orchestrating AI.

Ben Milch. I use AI to run a whole solo operation — a live sports-card business, my hobbies and projects, and real day-to-day life (it turns my kids’ custody and after-school calendars into a daily pickup plan and texts me before I need to drive) — on one $12/mo server, with a human gate on every action. This page is that operation’s live control room: 61 real systems running now.

DEGRADED

How to read this: each group below is a stage — capture → intelligence → execution → audit — the sports-cards business runs through the same stages. Every tile is a real system on its own schedule; green means it ran on time.

Systems

5,282

Audited actions

Domains

34d 8h

Uptime

$12

Infra / mo

Engineers

738

AI calls / day

ESTATE RELIABILITY16.89% 24h · 75.47% 7d · 3 incidents (7d) · 827m MTTR · 4.2h green streak

PROVENANCE Every AI action is logged — who asked, who answered, and whether it was allowed. 736 actions in the last 24 hours (all accounted for).

I operate like this on purpose, and I build these systems for others. 11+ yrs in program delivery (AML/KYC, OCC remediation, payments) — now amplified by a one-person AI-built operation. Work with me, or bring me in to build yours.

LinkedIn · email me

What the operator shipped lately — this page runs a live business on these systems

Promises get verified, not just reminded.

A buyer says “I’ll send it” — the system watches the inbox and tells me the moment it lands or silently fails.

The calendar knows my goals.

Every upcoming block is tagged to what it’s for — health, creative, business — and shows up as the day’s goal-aligned blocks.

Owned, encrypted, recoverable.

The whole operation backs itself up nightly — GPG/AES-256 encrypted, with a copy on hardware I control.

Numbers I can defend.

Quarterly profit computed from real SKU-level line items — not a best guess.

Curious how it works? the live card shop · GitHub

▾↓ Capture 18Multi-channel capture (mail, phone, marketplaces, registries)

Registry Data Sync

Syncs graded-card set + population data

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ShipStation Reader

Pulls the fulfillment queue

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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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Role Ingester2x daily

Reads inbound role/opportunity alerts, classifies each, and dedupes them into one live feed

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Calendar Synchourly

Pulls all my calendars (personal, family, business) into one hardened feed

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Expert Radardaily

Mines the AI/ops experts I follow; scores each new piece against what I build

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Photo Understandingevery 10m

Reads photos texted by buyers, IDs the cards, prices them, drafts the reply

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Card Price Syncdaily

Refreshes card prices on a rolling rotation

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Buy-Signal Scannerhourly

Scans eBay auctions for underpriced lots, comps them, nets fees, and cross-references 22k+ known contacts to flag deals I can source direct

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Auction Scannerhourly

Scores Sportlots + AuctionWorx auction-house lots against live eBay comps; surfaces ending-soon underpriced lots to the Deals board

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CreateAuction Scan12h

Pulls premium auction-house galleries (Memory Lane, Grey Flannel) via ScrapeOps residential proxy, parses lots, scores live ones vs eBay comps for the Deals tab

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Application Tracker3h

Reads inbound opportunity emails and auto-advances each contact/stage for me

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FB Alert Parserevery 30m

Parses Facebook Marketplace saved-search alert emails, comps each new listing against real grade-matched eBay solds, and feeds BUY-SIGNALs to the arb feed — ToS-clean: reads the emails Facebook sends, never touches Facebook itself

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Net54 Radarevery 30m (8-22h)

Comps pasted Net54 B/S/T threads: graded-only, VCP-primary with eBay cross-check, BUY/WATCH/PASS with full net math at the negotiated eBay fee, hands BUYs to the Demand Engine. Human-pasted, ToS-clean.

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Consignment Intakeevery 15m

Processes public sell.sportscardsforever.com submissions: reads any file format, comps graded cards, drafts a cash offer to Drive for approval.

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Inbox Sweepdaily

Nightly rules-based inbox hygiene: archives aged bulk, social, and transactional mail (label-reversible, deterministic rules, no LLM) so the personal inbox stays a pure needs-me queue — humans and deadlines never move

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▾◉ Intelligence 10Every system here runs on LLMs, routed through the shared call layer (DeepSeek-first, with automatic failover) so no single vendor can stop it

Email Triage

Classifies inbox into a daily digest

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The Brief

The daily brief mechanism: weekday/weekend morning edition, afternoon refresh, PDF render, and a shipped-health check in one

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Proactive Summaries

Auto recap of what happened — the daily wrap plus the weekly digest

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Board Inbound Feed15 min

Reads every inbound text + email (buyers and sellers), classifies each, drafts a reply, and feeds the Board with full conversation context

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Inventory Evaluatordaily

Evaluates whole-seller BIN inventories (known contacts + surfaced sellers), totals graded/vintage value, flags $3k+ stacks for bulk offline outreach

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Cross-Market Arb Feeddaily

Merges every channel scanner's buy-signals (eBay, auction houses, CreateAuction, Facebook alerts + assisted sweeps) into one deduped feed ranked by net edge — one place to see the best buy across all markets

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Demand Enginedaily

Scores each live find against deep buyer profiles (era, grade-tier, player, price band, PC/set-builder flags) — names WHO buys it and gates on net after the negotiated eBay fee + shipping + handling.

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Buyer Profilerweekly

Rebuilds deep buyer attribute profiles (eras, grade-tiers, players, price bands) from SalesEvents — the fuel the Demand Engine scores against.

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Monday Money Reportweekly Mon

Weekly P&L to Ben + David: sold / bought / best & worst call + engine activity, straight from the DB.

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Grading Arb Enginedaily

Nightly EV ranking of the raw unsold pile: comps at PSA 3/5/7 via the sourcing rail, vintage grade priors, PSA fee + sell costs subtracted vs selling raw — writes the Grading Arb Queue to Drive, scan-read overrides sharpen it

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▾⇆ Handoff Bus 2Autonomous action, human-gated

🔑 APPEND-ONLY AUDIT LEDGER5282 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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▾▶ Execution 5Closed-loop action — drafts become done, human-gated

🔑 APPEND-ONLY EXECUTION LEDGER6 approved actions logged

MTL Aging Escalationweekdays 2x + wknd

Surfaces stale backlog into the daily brief and lets me clear it by replying 'done'; batches admin to Fri/Sun so weekdays stay for building

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Queue Populatordaily

Fills the approve-and-send queue every morning

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Approve and Sendevery 20m

Human-gated: my tap turns a draft into a real, logged send

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Command Executorevery 15m

Acts on my brief commands autonomously (drafts/plans); escalates judgment

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Execution Watchdogevery 2h

Self-checks every rail; emails the moment one breaks

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▾⚡ Execution - Cards 13The card business acting — sourcing, outreach, re-engagement, priced at real demand

Re-Engage Watcher

Drafts replies to buyers for review

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Seller Outreach

Drafts seller outreach so a buy goes out by morning

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Outreach Enrichment

Fills blanks on outreach leads before they hit the queue

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Origination Intel

Sourcing intelligence that turns a lead into a draft

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PSA Queue Builderdaily

Rebuilds the scraper queue from the leads ledger so every collector's set list stays fresh for on-demand valuation

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Payment Reconcileevery 20m

Matches incoming payments to deals, preps the order, notifies my partner

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Lead Evalevery 1m

Scores a new lead as it lands, so a good find isn't missed

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Lead Synthesizeevery 15m

Turns scored leads into ready-to-approve outreach drafts

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Lead Matchevery 5m

Checks each lead against the buyer/seller model before it reaches you

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Auto Evalevery 30m

Re-scores every stockpiled lead so nothing good gets buried

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Origination Outreachdaily

Drafts buy-side seller outreach into the approve queue

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Reconcile Intelligencedaily

Reads the DB reconciliation mismatches (sold-orphans, mapping gaps) and prepares the exact fix per case — surfaced on the Board for approval, never auto-executed

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Repricer + Matcherdaily

Prices stuck profit-cards off real grade-matched eBay sold comps (confidence-gated), excludes consignment, flags prior-year loss cases, and attaches the reachable registry buyer to each firm floor — feeds the Board Reprice queue

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▾📣 Marketing 2Content & video for the card business — FB & IG, drafted for approval, nothing auto-posts

Content Enginedaily

Daily FB+IG marketing queue: we-buy, proof, market, Cards-We-Lost-Money-On, Sunday video script. Promotes sell.sportscardsforever.com; nothing auto-posts.

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Video Editorevery 30m (8-20h)

You-record-we-edit pipeline: smart cuts, punch-ins, Montserrat captions, emoji title, SCF end-card. Drive Video Inbox -> Video Out.

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▾⚖ Internal Audit 11Controls, DR & assurance — verified, not assumed

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 health snapshot so a silent stall is caught within hours

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DR Backupdaily

Nightly versioned push of code/config to a private git repo (offsite, secret-free)

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Secrets Scandaily

Scans logs + code for leaked secrets/keys; clean = no exposure

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DR Restore Testweekly

Weekly: clones the backup fresh and verifies it restores cleanly

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Access Reviewdaily

Baselines SSH keys, ports & firewall; flags new access

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Doc Standardsdaily

Every tool documented; flags coverage gaps

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Audit Reportweekly

Weekly assurance report rolling up all controls, filed to Drive

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Provider Health6h

Pings every model provider; confirms failover coverage (no single-vendor risk)

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Estate Sentinel10 min

Whole-estate watchdog across BOTH boxes — disk headroom, services, geth+lighthouse sync, media-auth listener; emails Ben on any red (6h cooldown)

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Built & run by Ben Milch

I build and run production systems as a non-developer by orchestrating AI — 11+ years of Big-4 program delivery in regulated fintech (AML/KYC, OCC remediation, payments), now applied at machine speed. This operation runs my business, my hobbies and projects, and my day-to-day life — cars, cards, comedy, faith, fitness, and a few bets on what’s next.

LinkedIn · GitHub · benmilch1@gmail.com

live · updated 2026-09-13 14:40:00 UTC · auto-refreshes

One operator.An operation built by orchestrating AI.

What the operator shipped lately — this page runs a live business on these systems

Built & run by Ben Milch

One operator.
An operation built by orchestrating AI.