4 articles tagged Finetuning
3 LLM context techniques: when each fails
Compare fine-tuning, retrieval-augmented generation and long context by failure mode, cost arithmetic and a decision checklist, with code for each.
15 min read · 1 November 2026
Prompt Injection Is Not Your Biggest LLM Data Risk
Prompt injection dominates LLM security checklists, but poisoned training data and label drift often cause more damage. A pipeline-stage model for triage.
17 min read · 3 August 2026
Latency trade-offs: Nairobi teams beat global AI providers
Why AI teams serving East African users weigh total cost of interaction, not raw p99, and how to measure the trade-offs yourself.
14 min read · 26 July 2026
Big model API vs fine-tune: the 2026 math
A practical framework for deciding between prompting a large model API and fine-tuning a small model, with instrumentation, failure modes and cost math.
15 min read · 3 July 2026