Practical tools
Templates for planning work and money
BoredTools offers practical spreadsheets for budgets, freelance work and small projects.
Agent Benchmarks Need Runtime Receipts, Not Model Labels
RuBench's revised 19 July 2026 release contains a small but important warning for coding-agent buyers: one audited product configuration silently...
Browser-Use Agents After the Computer-Use Benchmarks
Browser-use agents look cleaner than desktop agents, but the benchmarks still hide drift, cost, auth, and recovery failure.
Consent and Delegation Boundaries for AI Agents
AI agent consent needs runtime boundaries: scoped delegation, renewed approvals, clear identity, and audit-ready logs.
Multi-Agent Human Handoff Patterns: When the Swarm Needs a Person
Human handoff is not a fallback button. It is the control plane that decides when multi-agent systems should stop acting.
Agent State Migration and Rollback: The Missing Reliability Layer
Agent state migration rollback is becoming the reliability layer between agent memory, workflow versioning, and production recovery.
RAG Maintenance After Deployment: The Failure Mode Nobody Budgets For
RAG maintenance after deployment is the hidden operating cost: stale indexes, drifting corpora, weak evals, and silent retrieval failure.
Small-Model Routing With Frontier Fallback: The Production Cost Pattern
Small-model routing cuts inference bills only when fallback is measured, budgeted and guarded against confidence failure.
Where Agent Adoption Fails: The Function-by-Function Pattern
Function-by-function adoption fails when agents miss workflow ownership, evaluation, integration, or trust boundaries.
Evaluation-Aware Memory: How Agents Should Remember What They Can Prove
Agent memory should promote facts only after evals prove they improve task outcomes, not just because retrieval found them.
Runtime Policy Enforcement for AI Agents: The Guardrails That Need to Execute
A practical guide to enforcing agent policy at runtime, before tools execute and business actions become incidents.