All Posts
- Technology / Libraries & Frameworks
Why I Removed LangChain from Our Production Stack — and Why I Would Do It Again
ArticleAfter fourteen months of running LangChain in a production document-intelligence agent, a financial-services team faced
Read more → - Business / Manufacturing & Industrial
The Tacit Knowledge That Never Made It Into the Training Data
ArticleThe maintenance AI was trained on twelve years of ticket logs, but it missed the thing every veteran technician knows —
Read more → - Business / Retail & E-Commerce
I Deployed Perplexity Shopping as My Storefront Search in One Weekend. The Conversion Data Is Real.
ArticleSite search is the most under-optimized surface in e-commerce. I swapped a traditional search for a Perplexity-backed ag
Read more → - Technology / AI Security & Governance
I Ran the OWASP LLM Top 10 Against My Own Agent App. Three of Them Hit.
ArticleThe OWASP LLM Top 10 reads like it was written for enterprise. I ran all ten against a side-project agent I had running
Read more → - Business / Financial Services
The Loan Officer Who Trained Her Replacement: What Underwriters Are Owed When the Algorithm Takes Over
ArticleShe spent two years training a credit-adjudication AI — then the bank cut her role — and the story of who benefits when
Read more → - Business / Healthcare
What CFOs Are Missing in the Hospital AI Scribe ROI Conversation
ArticleAmbient clinical documentation is being positioned by vendors as a physician-retention and burnout-reduction tool — a co
Read more → - Business / Transport and Logistics
The Last-Mile Driver and the Algorithm That Never Sleeps
ArticleGig delivery drivers used to choose their routes, but now the algorithm chooses for them — monitoring every stop, every
Read more → - Business / Media & Entertainment
The Content Cost Curve Is Inverting. The Commercial Question for Media CFOs Just Changed.
ArticleAI-assisted content production has structurally altered the marginal cost of premium media, reducing video post-producti
Read more → - Technology / Data Strategy
I Generated 50,000 Synthetic Training Examples With One LLM and Fine-Tuned Another. Here Is What Broke at Scale.
ArticleSynthetic 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 Sector
I Built a 311-Request Classifier Over a Long Weekend. The City Wants to Pilot It.
ArticleMy 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 & Construction
AI in Construction Is No Longer a Tech Story. It Is a Working-Capital Story.
ArticleConstruction firms that deployed AI for project scheduling, estimating, and document management are reporting working-ca
Read more → - Technology / AI Engineering
The RAG Architecture Anti-Pattern That Is Costing You 40% of Your Inference Budget
ArticleA financial-services client was running a multi-stage RAG pipeline with fixed-size chunking, single-pass vector retrieva
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