All Posts
Business / Transport and LogisticsThe Last-Mile Driver and the Algorithm That Never Sleeps
Gig delivery drivers used to choose their routes, but now the algorithm chooses for them — monitoring every stop, every
Read more →
Business / Media & EntertainmentThe Content Cost Curve Is Inverting. The Commercial Question for Media CFOs Just Changed.
AI-assisted content production has structurally altered the marginal cost of premium media, reducing video post-producti
Read more →
Technology / Data StrategyI Generated 50,000 Synthetic Training Examples With One LLM and Fine-Tuned Another. Here Is What Broke at Scale.
Synthetic data generation is the 'just add water' of fine-tuning advice. I tried it at scale for a real classification t
Read more →
Business / Government & Public SectorI Built a 311-Request Classifier Over a Long Weekend. The City Wants to Pilot It.
My city's 311 system routes everything to a human dispatcher. I scraped 18 months of requests, trained a classifier, and
Read more →
Business / Real Estate & ConstructionAI in Construction Is No Longer a Tech Story. It Is a Working-Capital Story.
Construction firms that deployed AI for project scheduling, estimating, and document management are reporting working-ca
Read more →
Technology / AI EngineeringThe RAG Architecture Anti-Pattern That Is Costing You 40% of Your Inference Budget
A financial-services client was running a multi-stage RAG pipeline with fixed-size chunking, single-pass vector retrieva
Read more →
Business / Professional ServicesI Rebuilt Our Consulting-Firm RFP Response Machine in Two Weeks. Here Is the Architecture.
RFPs are where consultants go to die. I gave our team an AI that reads the RFP, finds the matching case studies, and dra
Read more →
Business / EducationThe Teacher Who Quit Over AI Grading — and the Students Who Agreed With Her
She taught high-school English for nineteen years and resigned when her district mandated an AI essay-grading platform,
Read more →
Technology / Models & BenchmarksGemini 2.5, Claude 3.7, and GPT-4.1: I Ran 100 Code-Generation Prompts Against All Three. Here Are the Results.
I got tired of reading vendor benchmarks. I ran 100 real code-generation tasks from my own work — 50 Python, 50 TypeScri
Read more →
Business / Technology & TelecomThe Call Center Agent Who Scripted the AI Out of a Job — and Then Lost Hers Anyway
She wrote the call scripts that became the training data for her employer's voice AI, and six months later her team was
Read more →
Business / Energy & UtilitiesGrid-Scale AI Is Finally Earning Its Place on the Capital Plan
Grid management AI was classified as an innovation experiment in most utility capital plans through 2024. The reclassifi
Read more →
Technology / AI for DevelopersAI Builds the Code. You Still Have to Drive.
Why autonomous AI development still breaks down without human engineering judgment, architectural ownership, and quality
Read more →