Things I've built.

Production conversational agent that takes a new supplier from signup to a fully populated catalog in one session — Firecrawl-driven company discovery, a three-stage AI field-matching pipeline, streaming progress updates, retry-hardened Claude calls, and a graduation flow that flips the user to admin. Auto-activated for every new tenant on day one.

The substrate that makes every Ember agent composable. Agent Store browses 14 agent definitions across 7 categories with free/paid tiers; AI Workforce surfaces the activated agents with run history; a per-company activation table gates paid agents; 45 production-ready tools live in a shared registry; skill versioning lets prompts and tool sets evolve without a redeploy.

Three production agents shipped under the free tier. Attribute Mapper turns "match this CSV's columns to our schema" from a 4-hour task into a 30-second review. Enrichment fills missing attributes from the live web with per-field confidence scoring and source attribution. Data Analysis answers free-form questions about the catalog and renders charts inline.

Drag-arrangeable analytics dashboard backed by seven live PostgreSQL RPCs running in parallel, plus the Data Analysis Agent — a chat panel that takes "how complete is the catalog by category?" and renders an inline chart with the answer, then optionally rearranges the dashboard itself.

Workflow definitions live in Postgres as a step + edge DAG; Inngest executes them with retries, step persistence, scheduled triggers, and human-gate pauses. 15 registered functions handle every async job the platform runs — agent invocations, enrichment pipelines, asset validation, retailer-spec drift detection, the whole orchestration backbone.

Twelve agents — ImageLens, Watchdog, Task Orchestrator, Workflow Agent, Change Sentinel, UOM Converter, Vendor Scorecard, Performance Agent, Distributor Onboarding Autopilot, EDI Resolver, Deduction Agent, Dispute Agent — all coded, tool-wired, container-rendered, and ready to flip on. Plus the visual workflow builder UI. The platform is built; rollout is the next problem.