Notes from an
engineering partner.
Field notes on how a senior engineering team actually ships AI, software, cybersecurity, data, cloud, design, DevOps, and IoT in 2026 — and where AI is changing the work itself.
AI audit for founders: what to assess before you invest more
An AI audit inventories every integration a business already runs, ranks the risk, and gives a defensible build-or-buy verdict — before the next investment.
How AI is rewriting business operations — and where it still has to earn trust
AI is moving from demo to production inside operating businesses. What changes — and what to refuse — when intelligence becomes a load-bearing part of the stack.
Custom AI workflows vs off-the-shelf tools: when each one wins
The build-versus-buy call for AI is not the same as for software. Five questions that decide whether a custom workflow pays back, or whether the SaaS is the right answer.
Latest
Pillar articles,
one per engineering domain.
AI audit for founders: what to assess before you invest more
An AI audit inventories every integration a business already runs, ranks the risk, and gives a defensible build-or-buy verdict — before the next investment.
How AI is rewriting business operations — and where it still has to earn trust
AI is moving from demo to production inside operating businesses. What changes — and what to refuse — when intelligence becomes a load-bearing part of the stack.
Custom AI workflows vs off-the-shelf tools: when each one wins
The build-versus-buy call for AI is not the same as for software. Five questions that decide whether a custom workflow pays back, or whether the SaaS is the right answer.
AI ROI for founders: measuring what AI is actually worth
A defensible framework for measuring AI return on investment — the baseline, the four metrics that count, and the failure modes that quietly destroy the business case.
From ChatGPT pilot to production AI: the engineering steps founders skip
The pilot worked on the founder's laptop. Production breaks differently. What the seven steps between a working demo and a deployed feature actually look like.
The OWASP LLM Top 10, translated for CEOs
Prompt injection, data leakage, model denial of service — the ten LLM risks every CEO running AI needs to understand, in plain language, with the cost of getting each one wrong.
AI for sales operations: where it ships, where it stalls
Lead scoring, follow-up sequences, call summaries, forecast hygiene — what AI actually moves inside a sales operation, what it does not, and the failure modes RevOps leaders see.
What modern software engineering actually delivers in 2026
Past the framework debates: how a senior team ships a web platform or mobile app that survives the second year — and where AI now changes the engineering itself.
Cybersecurity as code: how AI is changing both attackers and defenders
AI accelerates phishing, credential stuffing, and recon — and it accelerates detection, hardening, and triage. The discipline did not get easier; it got faster on both sides.
Data engineering meets AI: why trustworthy pipelines are the precondition
Every AI feature that holds up in production sits on top of a data layer you can defend. What it takes to build that layer — and how AI is reshaping the work itself.
Cloud management in the AI era: from cost-out to capability
Inference workloads, GPU spend, and data-residency rules are rewriting the cloud playbook. How to design infrastructure that holds up under AI-shaped load.
DevOps and automation: the operational layer that lets AI products ship
AI features change deploy cadence, observability needs, and incident response. The DevOps that supported a CRUD app does not survive a model-served endpoint.
Product design after the AI shift: what changes for users and teams
Generative interfaces, probabilistic outputs, and agentic flows break parts of the UX playbook. The patterns that hold — and the ones we are quietly retiring.
IoT and edge AI: when devices start making decisions on their own
Small models now run on cheap silicon, in the field, with no round-trip. What that unlocks for industrial, retail, and logistics operations — and the new failure modes.
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