https://loyokelley.com/insights Field notes on running enterprise programs with AI in the loop — governance, reporting, program risk, and the delivery stack. en-us Copyright 2026 Loy O'Kelley loy@loyokelley.com (Loy O'Kelley) loy@loyokelley.com (Loy O'Kelley) Wed, 26 Aug 2026 13:00:00 +0000 https://loyokelley.com/apple-touch-icon.png https://loyokelley.com/insights https://loyokelley.com/the-machine-that-cried-wolf https://loyokelley.com/the-machine-that-cried-wolf Wed, 26 Aug 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley An early-warning system that flags everything warns you of nothing. Alert fatigue is the failure mode of AI risk detection — and triage is the governance work nobody scoped. https://loyokelley.com/recorder-in-the-room https://loyokelley.com/recorder-in-the-room Wed, 19 Aug 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley Nobody approved turning your steering committee into a verbatim transcript. It happened anyway. What that costs, and how to govern it. https://loyokelley.com/subcontracted-judgment https://loyokelley.com/subcontracted-judgment Wed, 12 Aug 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley Your AI policy stops at your badge line. Your accountability doesn't. What to ask vendors, and what to put in the contract. https://loyokelley.com/chain-of-custody https://loyokelley.com/chain-of-custody Wed, 05 Aug 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley AI-drafted artifacts arrive without a paper trail. Traceability is the control that decides whether your program can defend its own numbers. https://loyokelley.com/judgment-atrophy https://loyokelley.com/judgment-atrophy Wed, 29 Jul 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley AI takes the routine work first — and the routine work is where judgment was built. How to keep training the bench you'll need when the automation is wrong. https://loyokelley.com/the-confidence-problem https://loyokelley.com/the-confidence-problem Wed, 22 Jul 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley A human hedges when they're unsure — and that hedge is information. AI strips it out. How to engineer doubt back into AI-augmented program reporting. https://loyokelley.com/the-seams https://loyokelley.com/the-seams Wed, 15 Jul 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley AI made the inside of every team fast and visible. Programs still break at the seams between teams — the handoffs and dependencies no one owns. https://loyokelley.com/automation-debt https://loyokelley.com/automation-debt Wed, 08 Jul 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley The build is the cheap part. The upkeep is the program. Why every automation you stand up is a standing liability someone has to own. https://loyokelley.com/pilot-purgatory https://loyokelley.com/pilot-purgatory Wed, 01 Jul 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley The demo is the easy 10%. Production is the job. Why AI pilots stall after proof of concept — and how to build them to ship. https://loyokelley.com/rubber-stamp-review https://loyokelley.com/rubber-stamp-review Wed, 24 Jun 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley When AI is usually right, the reviewer stops reading — and the safeguard goes hollow. How to keep human oversight a real control. https://loyokelley.com/decision-backlog https://loyokelley.com/decision-backlog Wed, 17 Jun 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley The real bottleneck on most programs isn't the work — it's the decisions waiting on someone. Make decision latency visible before it costs you the schedule. https://loyokelley.com/shadow-ai-on-your-program https://loyokelley.com/shadow-ai-on-your-program Sun, 14 Jun 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley A ban doesn't stop AI on your program — it just removes your ability to govern it. Bring it into the light. https://loyokelley.com/ai-accountability https://loyokelley.com/ai-accountability Wed, 10 Jun 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley The accountability boundary — the one design decision that decides whether AI makes your program safer or just faster. https://loyokelley.com/garbage-in-gospel-out https://loyokelley.com/garbage-in-gospel-out Wed, 10 Jun 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley AI doesn't fix a dishonest system of record — it launders it into confident, polished fiction. Data hygiene is the precondition for everything else. https://loyokelley.com/ai-augmented-pmo https://loyokelley.com/ai-augmented-pmo Sun, 31 May 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley What AI and agentic systems really change inside a program management office — and what they don't. https://loyokelley.com/ai-delivery-stack https://loyokelley.com/ai-delivery-stack Sun, 31 May 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley Claude, Copilot, Power Automate, Make, and n8n — the real tools and the governance layer behind AI-augmented delivery. https://loyokelley.com/ai-program-risk https://loyokelley.com/ai-program-risk Sun, 31 May 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley AI for early risk detection in distressed programs — what it catches, and what still needs a human. https://loyokelley.com/status-report-tax https://loyokelley.com/status-report-tax Sun, 31 May 2026 13:00:00 +0000 AI-Augmented Delivery Loy O'Kelley How to use AI to automate project reporting — and why the goal is honesty, not just speed.