Reference Implementations

Extract line items, validate totals, categorize expenses, escalate on mismatch.

Analyze contracts, extract clauses, identify risks, flag for legal review.

Aggregate expenses by category, generate formatted reports, cache templates.

Extract structured data from receipt images via LLM vision.

Query multiple sources in parallel, synthesize into a coherent result.

Monitor competitor sites, summarize changes, schedule recurring jobs.

Summarize long documents with intelligent chunking (map-reduce pattern).

Index documents and search by semantic similarity. The RAG foundation.

Full prompt management flow with telemetry, feedback, and composed layers.

Request → Manager → VP → CFO approval flow with delegation narrowing at each level.

Multi-agent workflow: fetch headlines → summarize → send email.

Pipeline with retry, fallback, and human escalation for error recovery.

Manage background jobs with deduplication, cancellation, and cache invalidation.

Sync data between CRM, billing, and support systems.

Scan documents for PII, redact automatically, or escalate to human review.

Review code for security and quality issues (runs in isolated V8 sandbox).

Check actions against compliance rules by querying the provenance trail.

Extract from APIs, transform, load to warehouse with dedup and atomic transactions.

Validate data integrity, flag anomalies, escalate critical quality issues.

Generate daily analytics reports from DB, cache templates, write output.

Stream LLM analysis over datasets with real-time token accumulation.

Validate JSON input against an optional schema. Returns valid/invalid status + error list.

Real-time meeting coach using DCCP duplex channel. Whispers actionable insights into the user's ear without interrupting their flow.

Event-triggered extraction of meeting notes from transcripts. Uses prompt registry for all LLM calls, execution memory for transcript buffer, and Fourth Law escalation.

Multi-turn interview coach: session start, score answers, generate questions, synthesize feedback. Demonstrates session + persistent memory and resource-backed state.

Support ticket triage muscle: classify ticket, re-rank KB docs, draft resolution. Published as agent via publishAsAgent: true.

Self-improving prompt system with human-in-loop review and governance.