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Moving beyond naive RAG: chunking strategies, embedding optimisation, hybrid search, and re-ranking pipelines that hold up at scale — based on mistakes we made so you don't have to.
A step-by-step breakdown of how we reduced a Canadian SaaS company's Kubernetes bill by 70% — right-sizing nodes, moving to spot instances, and fixing autoscaling configs that were silently overpaying.
Reentrancy is old news. Here are the patterns our auditors flag most often in modern DeFi contracts — and the specific code changes that close each one.
We've fine-tuned domain-specific models for healthcare, legal, and finance clients. This is the checklist we run through every time — from data prep and licensing to eval pipelines and drift monitoring.
After building API layers for 30+ products, here's how we actually decide: the questions we ask, the tradeoffs that matter, and where each approach breaks down in practice.
The exact content strategy, technical SEO fixes, and internal linking structure we used to take a BC logistics brand from 1,200 to 4,800 monthly organic visitors — with screenshots.
We ran all three against the same 10M-vector dataset. Latency, recall, cost per query, and developer experience — the full breakdown, no vendor bias.
We migrated a 7-year-old PHP monolith serving 400K users to microservices. Every decision, every mistake, and the three things we wish we'd known before starting.
We've deployed contracts on all three. Gas fees, bridging UX, ecosystem maturity, and security assumptions — the practical comparison for builders who need to pick one.
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Occasional deep-dives on AI, software engineering, blockchain, and cloud infrastructure from the Hypertekx team. No noise, no filler.
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