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…

Solutions/RAG Framework

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RAG Framework

Your documents, answering questions — with the receipts. A retrieval pipeline that grounds AI answers in your own material instead of the model's imagination.

  • Answers come from your documents, not model memory
  • The source passages ride along with every answer
  • Cloud or local embeddings — cost stays controllable
  • Built-in metrics show retrieval quality, not vibes
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Where it applies

Any pile of documents that should answer questions

Internal knowledge bases Policy & compliance documents Support documentation Research archives Onboarding material
How it works

Ingest, index, answer

Ingest

Documents are split into overlapping chunks, so context survives the cut.

Index

Each chunk becomes a searchable vector — similarity search finds the relevant ones in milliseconds.

Answer

The model answers from the retrieved passages, with the sources shown alongside.

Built with

The stack

Python Azure OpenAI FAISS Hugging Face SQLite
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Questions? Ask it directly

Answers come from the same documents this page is built from. Prefer a human? Email directly.

In the inventory

The parts list

rag — this system and what lives inside it, one line each →

Have a document pile that should be answering questions?

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