Learning
Turn an AI agent into an evidence-based self-audit for your goals and your team's
In Every's "Working Overtime," Katie Parrott describes using OpenAI's Codex as a career coach: she asked it to assess progress against her quarterly objectives, and it gathered evidence across desktop, Slack, Drive, and the web to produce a cited, flattery-free read in about ten minutes. The piece offers a reusable pattern, "the folder is the agent," where one project folder holds references, plans, evidence, and an AGENTS.md that tells the agent which sources are authoritative and where output belongs. The human picks sources and boundaries; the agent gathers and proposes; the human decides.
So what
This is a concrete, low-cost way to put agents to work on judgment-heavy management tasks while keeping the decision human, using evidence your team already produces. The reusable structure matters more than the career angle: it applies to QBR prep, account reviews, and performance check-ins. The action: stand up one folder with a clear question, authoritative sources, and an AGENTS.md, run an agent over a real review this week, and require it to cite every conclusion so you can both trust and challenge the output.
Confidence: Informed Perspective — a practitioner's how-to; results depend on your data and guardrails.
Go deeper Every (the folder is the agent) · Curated: Every
Tools
Retool adds a governed runtime for shipping AI-built apps to production
Retool launched a React AI app builder that lets teams build internal apps in any AI coding tool (Claude Code, Codex, Replit, Lovable, or Retool), then ship them through a single governed runtime that enforces authentication, permissions, and data governance, with versioning, release management, and monitoring built in. Apps can deploy to cloud, VPC, or on-prem, and Retool is offering free app hosting plus bonus AI credits on paid plans through July 1. It targets the gap between "vibe-coded" prototypes and production-grade internal tools.
So what
The bottleneck for AI-built internal apps is rarely the building; it is the governance, access control, and lifecycle management that make them safe to run on real data. A governed runtime lets you capture employees' app-building energy without spawning ungoverned shadow tools. The action: if teams are already prototyping with AI coding tools, pilot a governed deployment path for one real internal app before July 1, and set the policy that anything touching production data ships through it.
Confidence: Established Fact — the product and its terms are announced by Retool; the governance claims are the vendor's.
Go deeper Retool (blog) · Curated: The Neuron