AEO for AI Agents: Get Classified as AI Before You Chase Citations
Directories and answer engines decide whether your agent product counts as AI before they cite it. Build the classification sheet that gets you past that gate.
Read the storyTHE INTEL LIBRARY
Follow your curiosity.
Most Precise Tool First: A Desk-Job Inventory for Computer Use Agent Workflows
Half your desk jobs should never touch the mouse. Inventory each: precise path first, blast radius, kill switch and the evidence every computer-use run owes.
Read the story
Meta Conversions API for Desktop App Install Attribution: A Four-Row Event Ledger
Meta's Conversions API has no slot for a desktop app install. Build a four-row event ledger with a consent gate, a 7-day send rule and a reconcile you own.
Read the story
Unofficial API or Official Connector: The Five-Rung Access Ladder for AI Agents After Reddit's API Shutdown
Reddit's API shutdown put dates on scraping lanes. Climb five rungs from official connector to wrapped session, and log every lane that risks an account.
Read the story
Tray Companion or Desktop AI Agent: The Decision Rule for Moving a Job
Which jobs should leave the tray for a desktop AI agent? A signal-by-signal decision table, what installs today, and a two-question exit test before any move.
Read the story
Fetch Before You Drive: Web to Markdown for AI Agents on Research Jobs
Most agent research never needs a browser. Use this decision table to fetch pages as Markdown, log token headers, and escalate to computer use only when forced.
Read the story
Banked Resets Are Perishable Capacity: Keep a Reset Ledger
A Claude rate limit reset refills one window, then expires. Keep a banked resets ledger: grant, expiry, owner, redeem surface, spend rule and a waste report.
Read the story
Cost per Completed Task Beats $/MTok: Price the Finished Job, Not the Token
AI agent cost per task beats list price. Count attempts, retries, escalations, cache and tool meters, divide by tasks that finished, and compare models on that.
Read the story
“Unconfigured” Is a Vendor Decision: Snapshot Every Agent Admin Toggle Before Oct 22
Copilot turns on Unconfigured features Oct 22 unless you decide first. Snapshot every agent admin toggle, diff it weekly and give each default an owner.
Read the story
Review Bots Now Run PR Code: Where They Execute, What They See, What a Verdict Proves
Review bots now run PR code. Register where each one executes, which secrets and egress it gets and what its verdict proves, then drill it with a canary PR.
Read the story
Unofficial AI Wrappers: Your API Is Someone Else's Login, and the Account Is the Collateral
Unofficial AI wrappers turn a consumer login into an API, and a personal account becomes the collateral. Inventory each lane's credential and retire the risk.
Read the story
Untrusted Telemetry In, Agent Code Out: Register Every Auto-Remediation Path
Auto-remediation lets error events, incidents and bot comments start coding agents. Register every path, gate the code-writing lanes, then drill with a canary.
Read the story
OpenClaw vs AutoClaw: Buy the Metered Car or Build on the Engine
OpenClaw vs AutoClaw is an ownership question, not a price one. Decide who owns the gateway, skills, model and revoke path before a chat bot holds prod tokens.
Read the story
Write Access Isn’t a Run Button: The GitHub Actions Trigger Allowlist for Agent Identities
GitHub Actions workflow execution protections decide which CI runs an agent can start. Strip edit and dispatch rights, map every cell, then drill each one.
Read the story
Reconcile Before You Charge Back: Client Estimate, Gateway Meter, Provider Invoice
AI chargeback starts with reconciliation: price client estimate, gateway meter and provider invoice on one rate file, and block runs that don't tie out.
Read the story
Prove Headless Runs Ignore State You Didn’t Declare
Claude Code bare mode plus a clean-versus-used differential run proves a headless lane loads no synced skills, AGENTS.md or memory its manifest didn't name.
Read the story
Log Every Jev Decision — and Pin the Version the Record Carries
A Jev decision log needs one record per call: state reference, versioned questions, answers, reported model and policy. Pin jev-1.13.0, never jev-latest.
Read the story
Ship Typed Jev Decisions on Vercel, Cloudflare or OpenRouter — Test the Dialect Before You Pick the Door
Vercel AI Gateway's evaluation API calls Jev's Noul a boolean. Run one fixture set through Vercel, Cloudflare, OpenRouter and TypeSafe, then pin one wire shape.
Read the storyPUT THE IDEAS TO WORKMany assistants.
Meet Automater Many assistants.
One place to remember.
Bring your AI sessions, context, and usage together with Automater.
Get started
Be the boss of all your AIs.
Lite is free forever, installs in about a minute, and reads the session history you already have.
Download Lite
Also for macOS (Apple silicon) and Linux.
Signed installer. No account. Session content stays on your disk.
