Long-form essays from the engineers shipping AI inside payers, hospitals, energy operators and proptech platforms. Written for technology leaders who care more about what runs in production than what trended last week.
Production-grade RAG on AWS has five stages from ingest to response. Each stage has AWS-native services that fit and ones that do not. Here is the reference architecture with the specific service…
One-time AWS cost audits produce one-time savings. Continuous FinOps loops produce sustained reduction. A weekly cycle with five steps converts one-time savings into compound improvement. Here is…
AWS Step Functions is one of the better orchestration choices for agentic AI workloads, and not the right choice for some others. Three patterns describe when it fits. Here is the operating reference.
Most AI implementation problems trace to data infrastructure that was not ready when AI was added. Five readiness conditions determine whether your stack can support LLMs. Check them before adding…
Learn what Data Engineering means in 2026: pipelines, contracts, observability, and the operating model behind every modern data platform.
Amazon Prime Video cut 90% off infrastructure cost going from microservices back to a monolith. 42% of orgs are doing similar. Here's the decision framework.
AI adoption hit 90% of engineering teams. But senior engineers see 5x the productivity gain juniors do. The culture gap is now the biggest org problem CTOs face.
75% of VC deal reviews are now AI-informed. By the time investors find your AI issues in due diligence, it's too late to fix the cap table consequences. Here's the audit you run first.
AI inference spend hit $37B in 2025, up 3.2x in a year. The CFO is about to ask why. Here's the per-request framework that produces the answer they want.
75% of VC deals are AI-informed. 90% of VCs use AI tools to screen. Here are the 12 technical questions you'll be asked, with the answers that close faster valuations.
MIT found 91% of production AI models drift within a year. 67% fail silently. AWS DevOps Agent now detects regressions in 4 minutes. Here is what reliability means when your software thinks.
GitHub research shows AI now writes 46 percent of code in adopted teams. The SDLC has reshaped around review, evals, and the 11-week ramp. Here is the new shape and what breaks if you ignore it.
GenAI spend hit $37B globally in 2024 and inference now dominates AI cost lines. Five FinOps levers that actually cut the bill: caching, tier routing, batch shifting, prompt economics, and…
DORA dropped the elite/high/medium/low buckets in 2025. Top teams now track AI-attribution metrics, developer experience, and business outcome alignment alongside DORA. Here's the new picture.
Morgan Stanley logged 280,000 developer hours on legacy migration before AI cut it in half. Here is what legacy risk actually costs a CTO in 2026 and how to price it.
Public SaaS gross margins dropped to 60-70%. 84% of companies see 6%+ margin erosion from AI costs. Replit's gross margin went negative before recovering. Here's the new math.
GitHub Copilot generates 46% of code. Productivity gains take 11 weeks to materialize. 29% of generated Python has security issues. The honest math behind the AI dev hype.
Most HITL deployments burn out reviewers in 90 days. The architectures that don't are designed around attention budgets, not engineering convenience. Here's the pattern.
Wakefield Research found 71% of AI engineers say their data platform slows them down. The gap is in self-service. Here are the four friction points that determine whether AI teams use your…
BCG found 74% of AI investments don't produce tangible value. Most of that loss is paid to the wrong partner. Here's how to test which kind you're hiring.
Your team can deploy an LLM in a week. Operating one for two years is a different discipline. Here's what CTOs need to build beyond the model.
Learn AI in Real Estate beyond valuation in 2026: ops, leasing, maintenance use cases and the operating model behind production AI in property tech.
Learn AI in Real Estate beyond valuation in 2026: ops, leasing, maintenance use cases and the operating model behind production AI in property tech.
Learn AI Cost Optimization in Healthcare in 2026: model and infrastructure levers, cost shape, and the operating cadence behind sustained savings.
One long-form essay every other Wednesday. Written by the engineers shipping production AI for our clients, not by a content team. No promotional emails. Unsubscribe in one click.
