Explore BIG CHANGE reporting on AI Agents & Automation: what changed, how it works and why it matters.
Use permitted writing and the author’s real answers to build a source-linked voice profile in Claude Projects. Approve the exact revision, then check a new draft for facts and voice separately.
Use Claude for PowerPoint to draft three slides in a copy of an existing deck, then check every claim, source label, editable object and layout before keeping it.
Set up one version-checked Hermes Docker gateway on a Linux VPS, admit one private Telegram sender, verify an actual reply, then check restart and stop controls.
Summarize one authorized Outlook conversation with Claude, then open every cited email before keeping decisions, open questions or owner assignments.
Use four separate Claude Code skills to inventory an approved written source, draft LinkedIn, newsletter and ad copy, then check file hashes and claims before human review.
Build a local browser microphone conversation with OpenAI Realtime over WebRTC. The full server and page code keep the API key on the server and show how to check playback, stop the microphone and handle failures.
Package a team FAQ source-check procedure as a versioned Claude Code project skill, then hand off its inputs, conflict check, owner and recovery path.
Create a full Hermes data backup, encrypt it before pushing to private GitHub, schedule no-agent runs, and check retrieval and import on a separate machine. Documentation-based guide.
Inspect a Claude Code session's context and loaded instructions, compact when needed, then check the task state against real files and acceptance checks before continuing.
Create one paused, skill-backed Hermes job, check its settings and first scheduled report, then pause or recover the same job. Documentation-only guide.
A pinned maintainer guide to planning and reviewing one Archon-backed coding issue, from product mission and runtime checks to a human merge decision. BIG CHANGE has not run the factory.
A source-pinned guide to the coding skill's news-digest workflow, with checks for collection, deduplication, filtering, uncertain decisions, links and delivery controls. BIG CHANGE has not run it.
A new research method separates detected benchmark overfitting and extra inference compute from the remaining gain in optimized agent harnesses.
A new simulation benchmark finds that AI agents often match a grid-restoration reference plan, but their worst cases and unsafe switch proposals keep independent safety checks central.
Call the Chat template's hello action from agent chat and a React route, change one return value, and compare the documented results while checking for tool invocation evidence.
A new preprint and released code show how HybridAgent alternates latent reasoning with text tool use. Its measured gains come from the authors' benchmark setup.
Carolyn Marvin was arrested after blocking an Uber Eats robot in Philadelphia. Police and Marvin give separate accounts; Pennsylvania requires remote oversight of authorized delivery devices.
Cloudflare offers new ad-supported domains a no-training setting and an agent block on ad pages. Existing domains follow their migrated choices; owners can check all three controls.
