Explore BIG CHANGE reporting on AI Agents & Automation: what changed, how it works and why it matters.
A documentation-based guide to turning real owned takes into one reviewed film with Claude Code and Video Use: source-linked cuts, optional graphics, preview, final MP4 and full human playback.
Use your existing Playwright Test suite to establish a web-app baseline, inspect a real flow with Playwright CLI, then review any warranted fix and rerun the tests.
Use two Claude Code sessions for approved Django coding tickets in separate Git worktrees. Verify distinct SQLite files and ports, then review and test the combined branch before cleanup.
Start from an approved app brief, inspect AI Studio's generated code, test optional Firebase and access rules, then verify a Cloud Run release.
Use Promptfoo, an existing task agent and approved fixtures to compare a baseline with one loaded lesson on development and held-out cases.
Use three Claude Code skills to collect GitHub commits and open issues, draft from saved evidence, check claims, then verify a manual run before scheduling.
Save a real authorized user fact in Redis Agent Memory, inspect automatic extraction, then verify a fresh LangGraph agent received and used the scoped memory.
Build a pinned local MCP server and Claude host, compare five context controls against a broad baseline, and check answers before token totals.
A documented n8n recipe for one read-only night work order: approved notes, a bounded agent, saved state and failure alerts, then human review of the morning draft.
A documented n8n recipe for a restricted support form, two tool-using AI workers, shared run state, fail-closed checks and a human-reviewed draft. Readers verify actual production executions and worker overlap.
Set up two read-only Claude Code research subagents, check their actual task and model state, then reconcile cited findings, failures and usage in the main session.
Review a runnable Claude Code project or usable Claude Design export, push approved source to GitHub, then verify Vercel's first production release, branch preview and later production update against their commits and access rules.
Configure five local and two permission-gated cloud AI task routes, then check exact model identity, hardware fit, output quality, latency, privacy and cost before accepting each route.
Connect Firecrawl to Claude Code, check public business contacts and two own-site facts for 20 businesses in your chosen market, then inspect a private interactive HTML list.
Use one approved source to create a PDF, Excel workbook and Google Doc or Word document in Gemini. Open the saved files, check formulas and reconcile facts before sharing.
Install Ollama, choose a downloaded model, check its terminal answers and send the same prompt to its localhost chat API. Verify the model and cloud boundary before calling the setup local-only.
Store one source-approved typed memory record, supply its exact reviewed bytes to two authorized agent sessions, then verify a conditional update and resolve conflicts.
Take an approved feature through a real Jira epic, every story and meaningful subtasks. Check each Claude Code change, verify issue updates and review the project guidance decision.
