predictor · Domain-agnostic trend-detection pipelinepredictor.explorer · Cytoscape-based living map of a field — provenance on every edgepredictor.ingest-pipeline · Daily curated ingestion + LLM extraction behind quality gates, batch-AP…predictor.daily-timers · Three domains read themselves every morning — film 06predictor.two-lens-model · Landscape vs Moverspredictor.quality-gates · Zero-token CPU checks on every LLM outputpredictor.shadow-mode · A cheaper understudy model silently re-runs primary-model jobs; disagre…predictor.calibration-reports · Rolling 7-day gate pass-rate + quality-drift reporting; thresholds tune…predictor.epoch-boundary · Scores never compare across a restartpredictor.domain-agnostic-boundary · Framework/domain separation enforced by a grep audit test — domains are…predictor.domain-template · New domain onboarding from scaffoldpredictor.chatter-source-policy · Ingest-only mode for short-form sources — count mentions, skip extracti…predictor.dev-prod-split · Two clones, one data planepredictor.playwright-harness · Self-contained web testspredictor.ontology-page · Specialist-facing taxonomy reference generated from domain profilesagent-platform · Multi-agent platformagent-platform.director · Director agent — coordinates the crew, human approval in the loop, per-…agent-platform.director.telegram · Telegram-native command surfaceagent-platform.director.morning-brief · An ambient 07agent-platform.sysadmin · Reads the server's own health every morning at 06agent-platform.scout · Wanders the box unprompted at 05agent-platform.scout.session-ingest · Twelve thousand turns of agent session log, stripped to query/progress/…agent-platform.scout.leads-ledger · An append-only story queue the Scout may add to but never edit — 324 le…agent-platform.writer · Drafts field notes from a claimed lead, in a voice loaded from bottled…agent-platform.wire-editor · Triage desk for inbound wire items, with a chief's shadow pass scoring…agent-platform.ask-assistant · One assistant per solution page, each given the same facts that built t…agent-platform.blog-pipeline · Content + marketer agents drafting and shipping posts to blog.uzelhub.c…agent-platform.decision-trace · Every agent writes structured what-ran/what-it-decided/what-it-cost row…agent-platform.health-monitor · The platform checks its own pulse hourly and pages a human when it stopsagent-platform.ops-calendar · Ops calendar as code — .ics in the repo carrying drills, kickoffs, pric…agent-platform.ops-desk · Operator surfaces behind one capability URLagent-platform.n8n-stack · n8n as the automation substrate — workflows, webhook surface via ngrok,…ops.backup-system · Layered backupsops.notify-telegram · One shared Telegram channel for all agents — [AGENT]-prefixed, outbound…ops.safe-reboot · Reboot as orchestrationops.truth-map-practice · _host/README.md as cross-project source of truth with dated corrections…ops.security-architecture · The box's exposure written down and then audited against itself on a da…ops.docker-hygiene · Disk-bounded Dockerweb.studio · Editorial site — 'a manifesto disguised as a portfolio'; literary regis…web.marketing-generator · Decision-free page productionweb.field-notes · True stories from operating the systems, drafted from the lead queue, r…web.apex-sandbox · A throwaway rebuild of the whole apex, every page in reading order with…web.agents-page · The crew introduced in plain language, each with what it does, a receip…web.sister-site-doctrine · Two sites, same truths, different attention budgets — parity without ap…web.translation-patterns · Editorial→marketing translation as a studied craftweb.coverage-tripwire · Dropped-ideas tripwireweb.promotion-inventory · The box documents itselfweb.register-gradient · Five-step register gradientweb.voice-ledger · The site's voice recorded as dictated rather than inferred — one entry…web.publishing-drip · One or two URLs a week, real dates never backdated, one promotion momen…web.cycle-canvas · Hand-tuned canvas animation on the editorial home (orbit glow, delivere…method.4cs · Converse, Constrain, Construct, Curate — the working method behind ever…method.human-ai-collaboration · 100% human-AI collaboration, zero manual coding/tests, zero hardcoded d…method.dated-amendments · Docs never silently rewritten — corrections carry dates and keep the wr…
About
Systems, not demos
I'm Daniel Shorter. I design and build practical AI systems, and I keep them running. Every one of them runs live, on real data, every day — and this site is the tour.
How I work
I build with the method I'm selling
Everything here is built to the same three rules, and they are worth stating plainly:
100% human-AI collaboration
No team, no contractors, no agency. One person and an AI, on every system here.
Zero manual coding
Every line written by AI under direction. Architecture, review, and taste stay human.
Zero manual unit tests
The test suites are AI-written too — and they gate every change before it ships.
The long-form version — architecture, decisions, build history — lives on the Studio. Read how it's built ↗
Have something that should be running by itself?
Get in touch