How It Works

Under the Hood

Most media companies talk about AI. We publish with it. This is the actual stack — the agents, the pipeline, and the line we draw between autonomous and human-supervised — behind everything you read on tkcgroup.co.

The Pipeline

Four stages, run end-to-end by software. The Morning Wire publishes at 5:00 AM Central. By the time most newsrooms start their editorial meeting, our distribution layer has already pushed the day's lead story to eight platforms.

Pipeline Online

Crawl

200+ sources · every 4h

RSS, Reddit, X, Google News, and 200+ feeds. Ranked by relevance, scored by freshness. No human triaging.

Curate

Morning Wire · 5:00 AM CT

Kane picks the signal from the noise, writes the Morning Wire, and formats it for three audiences — investors, locals, and sports fans.

Distribute

8 platforms · autonomous

Published, scheduled, and posted to X, LinkedIn, Facebook, Instagram, TikTok, Reddit, YouTube, and GMB — before anyone wakes up.

Monetize

Performance-matched

Consultants, vendors, and advertisers get matched to the content that's already performing. Revenue follows attention.

The Agents

Six agents, each with a job. They share infrastructure (NAS-backed memory, Cloud Run services, Firestore), but they operate independently and signal each other through a coordination bus.

Kane

Chief-of-staff agent

/insights · Morning Wire

Researches, drafts, fact-checks, and publishes editorial content. Owns the content engine pipeline (research → outline → draft → media-enrich → publish) and emits to /insights without manual handoffs. Also drafts email replies, runs calendar workflows, and posts to social on Tyler's behalf.

Altbot

Cross-brand orchestrator

altbot.ai · email triage · auto-tasks

Runs the always-on dispatcher that triages Tyler's inbox, surfaces actionable items, dedupes Gmail threads, schedules outbound, and orchestrates work between brands. The closest thing to an operating system across the TKC portfolio.

Content Engine

Multi-stage editorial pipeline

/insights · KC Morning Wire · Severe-weather articles

The plumbing behind every published article: topic classification, source aggregation, outline drafting, fact verification, infographic-map generation for incident/severe-weather coverage, image generation (Gemini 3 Flash → Imagen 4 fallback), and SEO scheduling.

Social Heartbeat

Distribution agent

8 social platforms (Ayrshare-mediated)

Generates platform-specific copy per published article (different voice for LinkedIn vs Facebook vs TikTok), schedules with idempotency guards (a re-edited article never re-distributes), and tracks engagement signals back to the content engine for next-cycle ranking.

Weather Intelligence

Severe-weather monitoring (openclaw-swarm)

/weather

Fuses NWS alerts + Tempest weather-station sensors + Open-Meteo CAPE/Lifted-Index forecasts into a unified threat score. Persists ground-truth observations every 5 minutes, runs correlation analysis to predict severe storms 2–6 hours ahead, and family-alerts on threshold crossings.

BeAligned & Portfolio Agents

Brand-specific agents

BeAligned · Coinme · BTCD · HAMR · MiniCFO · AIRE

Each TKC portfolio brand carries its own agent stack — co-parenting reflection (BeAligned), B2B lead qualification (HAMR), autonomous CFO (MiniCFO), real-estate intelligence (AIRE). All sharing infrastructure, separated by brand identity and editorial voice.

Autonomous vs Tyler-curated

We don't pretend everything runs hands-off. Some decisions belong to a human. Here's the line.

Editorial

Autonomous

  • Source crawling + ranking
  • Article research + drafting
  • Fact-checking against authoritative sources
  • Media generation (cover images, infographic maps)
  • Publishing + cross-platform distribution
  • Severe-weather alerts to family

Tyler-curated

  • Brand voice + editorial line decisions
  • Severe-weather threshold tuning
  • Investigative pieces (long-form, multi-source)
  • Manual edits on tornado/incident articles when surveys land
  • Sponsorship + advertiser approvals

Operational

Autonomous

  • Email triage + thread dedup
  • Auto-task creation from Slack / Gmail / voice memos
  • Calendar nudges + meeting prep
  • Cross-brand status digests

Tyler-curated

  • Hiring + partnership decisions
  • Strategic brand pivots
  • Anything customer-facing that requires Tyler's signature

Built in Kansas City

TKC Group is founded and operated by Tyler Klug from Kansas City. The newsroom covers what we live in — KC severe weather, Chiefs coverage, Johnson County news, local incidents, and the broader future-of-AI conversation that's shaping small-business productivity in the Midwest.

The pipeline you just read about isn't a product roadmap — it's the actual infrastructure shipping editorial work today. Every byline carries human accountability; every claim is fact-checked against authoritative sources before publish.

Want this kind of editorial infrastructure for your business, or want to read what it produces?