enterprise-deployment
Guides and explainers
Detailed guides and practical technical analysis.
Latest analysis
Recent research, benchmark reviews and technical updates.
Practical tools
Templates for budgets and project planning
BoredTools offers practical spreadsheets for budgets, freelance work and small projects.
Chip-Design Agents Need Token ROI, Not Demo Flows
FluxBench landed on arXiv on 20 July 2026 with a useful warning for chip-design teams: two agents can start from the same foundation model and still...
Multilingual Agents Need Workflow Tests, Not Translation Scores
PolyWorkBench landed on arXiv on 7 July 2026 with a useful correction to enterprise-agent hype: a global workflow is not a translated English task...
Where Agent Adoption Fails: The Function-by-Function Pattern
Function-by-function adoption fails when agents miss workflow ownership, evaluation, integration, or trust boundaries.
Data Agents Need Exploration Budgets, Not SQL Magic
Data Agent Benchmark landed on arXiv on 21 March 2026 with a result that should make enterprise analytics teams pause: the best tested frontier model...
AI Agent ROI: What Successful Pilots Do Differently
▶️ LISTEN TO THIS ARTICLE Your browser does not support the audio element. Only a small minority of AI agent pilots in some secondary analyses hit their ROI targets. That framing comes from Composio's 2025 analysis of AI project outcomes, which describes a large gap between pilots started, pilots
Agent Browsers Need Traffic Policy, Not Bot Blocks
Agentic browser traffic is no longer a rounding error in website operations. HUMAN Security's 2026 benchmark report says traffic from AI agents and...