Run an Autonomous Competitive Intelligence Agent That Detects Changes and Posts to Slack Weekly
Deploy a scheduled agent that scrapes your competitors' pricing, features, changelog, and careers pages weekly, compares the current content against a ChromaDB snapshot from the previous run using semantic diff, classifies every detected change by type (pricing, feature launch, positioning shift, hiring signal, risk), interprets the changes strategically, and posts a structured brief to your Slack channel. The agent builds persistent memory — after several months you can query what changed and when.
Claude
Build a Self-Correcting RAG Support Agent That Knows When to Escalate
Build a LangGraph-powered RAG support agent that measures its own retrieval confidence before answering. If the top similarity score is below threshold, it asks one clarifying question and re-runs retrieval. If it still cannot answer confidently, it escalates to a human queue and logs the gap. A self-critic agent reviews every generated answer before it is sent. Every escalation is logged to Supabase and batched weekly into a KB improvement brief so the agent gets smarter over time.
Claude
Run a Multi-Agent PR Review That Posts Inline GitHub Comments Automatically
Deploy a LangGraph multi-agent graph that reviews every pull request through a pipeline of specialist agents — Security, Logic, Test Coverage, and Context — then posts inline comments directly to GitHub. Each agent has a single responsibility. An Orchestrator synthesises their findings, deduplicates overlapping issues, and a Post Agent delivers a structured review with severity labels directly to the PR. No human reviewer is looped in until the agent has completed the first pass.
Claude