The proof behind the teaching

Builds

I build with AI every day, and every session I teach draws on systems like these. Each one is real, running, and mine - so when you bring me in, the guidance comes from practice.

The Century Report newsletter - daily story sections with sources and analysis
A Daily Edition
Ben Linford presenting an AI news story in The Century Report daily podcast
The Daily Podcast
Featured Build

The Century Report

Viewers call it “the best AI channel on the internet.” The audience has grown by tens of thousands of readers and viewers since the podcast launched in 2026.

Models search the internet and ingest sources around the clock, and I add sources as I find them. Each morning, an agent proposes a story slate. I review, reshape, and approve it, then launch a 14,000+ line pipeline that produces first drafts from prompts I designed.

I review and revise every story, record the podcast, and approve the AI-assisted production and marketing materials. Scheduled automations then publish and distribute the finished work. AI augments each stage, and I retain full editorial control from story selection through final approval. It is a working example of the automation, multimodal workflows, and human-in-the-loop controls I teach.

200+

pieces published across Shared Sapience

~175

Century Report editions published

Daily

since early February 2026

Discovery & Ingestion

Models monitor the internet around the clock through 140+ RSS channels, nearly 100 social accounts, Tavily, and Perplexity, while I add sources through a custom submission UI. Each morning, an agent proposes a slate for my review.

7-Phase Generation Pipeline

After I curate and approve the slate, carefully designed prompts guide first-draft writing, link enrichment, arc linking, perspective synthesis, release tracking, and URL validation. I review and revise the result before publication.

AI-Assisted Production & Publishing

I record the podcast, then AI assists with production, marketing materials, and cover images. After my review and approval, scheduled automations publish and distribute the finished work to the Shared Sapience website, and across my other web and social channels.

Read the Century Report →

More builds

Sam agentic social media manager screenshot

Sam - Agentic Social Media Manager

Desktop AI collaborator that learns your voice from writing samples, generates on-brand multi-platform posts, and auto-schedules via Postiz. Shipped commercially as a lifetime-license product.

Backs my teaching on taking an AI idea from prototype to a product people pay for.

FastAPITauriReact/TSChromaDBMulti-LLM
View →
WorkAgent review workflow screenshot

WorkAgent - RAG for Curriculum Work

Document processing and RAG chat for institutional curriculum work: hybrid pgvector search, Docling OCR, and human-in-the-loop review running inside a real college.

Backs my consulting on workplace AI that has to satisfy compliance and real stakeholders.

ClaudePostgreSQLpgvectorDoclingFastAPI
Private institutional deployment
Obi podcast bridge interface screenshot

Obi - Live Podcast AI Participant

An AI room regular on the Open Builder Bar podcast: Discord bot with persistent PostgreSQL memory, plus a live voice loop of Deepgram STT, LLM response, and Cartesia TTS into StreamYard.

Backs my sessions on agent design, memory, and real-time voice pipelines.

discord.pyDeepgramCartesia TTSPostgreSQLClaude
View →
Multi-agent writing interface screenshot

Multi-Agent Writing Interface

Web UI wrapping Claude CLI sessions for collaborative long-form drafting, SEO metadata, social responses, and Substack notes, with persistent context per agent.

Backs my teaching on multi-agent workflows for real editorial output.

FastAPIClaude OpusReactMulti-Agent
Private working tool
GPU accelerated transcriber screenshot

GPU-Accelerated Transcriber

Speech-to-text web app on Faster-Whisper with real-time VRAM monitoring, model switching from tiny to large-v3, and SRT/TXT export, running on a local RTX 4090.

Backs my workshops on local inference and what consumer hardware can really do.

Faster-WhisperFlaskCUDARTX 4090
Private working tool
Video ingest and publishing interface screenshot

Video Intake & Publishing UI

Upload interface that archives media, pre-fills YouTube metadata from AI-generated marketing docs, and hands normalized payloads to n8n for the full publishing workflow.

Backs my consulting on workflow automation that removes whole categories of manual work.

Reactn8nYouTube APIAutomation
Private working tool

The lab underneath it all

Every build above runs on infrastructure I own and operate: a self-hosted stack with full observability, automated backups, and secure networking. When I advise on self-hosting, the advice comes from a system I keep healthy every day.

40+

self-hosted services in one Docker stack

8 nodes

across VLAN-segmented networks with a Tailscale mesh

24/7

monitoring with Prometheus, Grafana, and push alerting

RTX 4090

hand-built Ryzen 9 workstation for local inference

Grafana monitoring dashboard

Live observability across hosts, containers, and services

Container platform overview

The 40+ service container stack, managed and monitored

AI Image & Video Generation

I work with ComfyUI and Stable Diffusion for AI image and video generation, building node-based workflows for production output. These run locally on the RTX 4090 workstation.

ComfyUI image generation workflow

ComfyUI image generation workflow - multi-step node graph with controlnet and upscaling

ComfyUI video generation workflow

ComfyUI video generation workflow - segment of a WAN-based video pipeline

AI-generated character art

AI-generated character art - ComfyUI with LoRA fine-tuning

AI-generated video - WAN model via ComfyUI (5-second loop, 720p)

AI-generated landscape

AI-generated landscape - ComfyUI with custom checkpoint

Want this kind of capability in your organization?

I teach the skills behind these systems and consult on building them. Either way, you work with someone who does this daily.