Structured tutorials and reference knowledge—organized for learning and lookup
Current Situation Analysis We migrated our semantic search pipeline from OpenAI's text-embedding-3-small to a local quantized model six months ago. The motivation wasn't just privacy; it was unit economics.
Current Situation Analysis Most engineering teams treat A/B testing as a static configuration problem. They deploy a 50/50 split, wait 14 days for statistical significance, and manually roll out the winner.
Current Situation Analysis LM Studio 0.3.5 is an exceptional tool for local development and rapid prototyping. Its GUI abstraction over llama.cpp allows developers to load GGUF models, tweak parameters, and get inference running in minutes.
Current Situation Analysis Customer development (CustDev) is treated as a product management ritual, not an engineering system. Teams schedule 30-minute interviews, transcribe them manually, tag quotes in Notion, and wait two weeks for a synthesis report.
Current Situation Analysis Ollama is an exceptional tool for local development, but treating it as a drop-in production service is a recipe for instability.
Current Situation Analysis Roadmap drift is the silent killer of engineering velocity. At scale, the gap between the planned roadmap and the shipped reality isn't caused by laziness; it's caused by unmodeled dependencies. Most teams manage roadmaps in Jira or Linear using manual linking.
Current Situation Analysis Engineering teams treat Lean Startup as a product management checklist. You build an MVP, ship it, wait for analytics, and manually decide whether to iterate or kill it. This approach breaks in production because the feedback loop is too slow.
Current Situation Analysis Growth metrics tracking is where most engineering teams bleed money and lose sleep. You ship a client-side analytics SDK, events flood your ingestion endpoint, and your data team spends three days a week reconciling DAU, MAU, and conversion funnels.
Current Situation Analysis Most engineering teams treat user onboarding as a synchronous database transaction. You collect credentials, validate them, insert the user row, create the default tenant, provision initial storage, assign roles, and send a welcome email—all within the HTTP request lifecy...
Current Situation Analysis Most SaaS engineering teams treat pricing as a static configuration problem. They hardcode tiers in the database or rely entirely on Stripe's metered billing dashboard.
Current Situation Analysis Product-market fit (PMF) is routinely treated as a qualitative milestone. Teams ship features, wait two weeks for cohort retention reports, run the Sean Ellis survey, and debate whether the 40% threshold was met. This approach breaks down at scale.
