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Gabriel AnhaiaMay 24, 2026 • 8 min read
Multi-Shot vs Zero-Shot: When Adding Examples Actually Hurts Accuracy
Few-shot is the default prompt-engineering advice. On three task shapes, it tanks accuracy and infla...
#ai#llm#prompt#benchmark
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Gabriel AnhaiaMay 23, 2026 • 8 min read
System Prompt Skeletons That Survive Every Model Migration
Most production prompts shatter on every model upgrade. A four-section XML skeleton turns prompt-as-...
#llm#ai#prompt#architecture
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Gabriel AnhaiaMay 23, 2026 • 7 min read
Stop Using JSON Mode for Structured Output. XML Tags Win 4 of 5 Cases.
Across five production-shaped extraction tasks, XML tags parse cleaner, stream incrementally, and su...
#llm#prompt#ai#python
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Gabriel AnhaiaMay 24, 2026 • 7 min read
Prompt Diff Testing: A/B Your Prompts Without Changing the Model
A 50-line script that A/B tests prompt changes against your eval set, surfaces per-slice regressions...
#ai#llm#prompt#testing
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Gabriel AnhaiaMay 23, 2026 • 8 min read
Prompt Caching: What Belongs in the Cacheable Prefix, What Kills Hit Rate
Five fields in your system prompt quietly evict the cache on every request. Move them and your hit r...
#llm#prompt#ai#performance
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Gabriel AnhaiaMay 23, 2026 • 8 min read
Few-Shot Examples Are Eating Your Tokens. Here's the Cull Test.
Three of your five few-shot examples contribute nothing. A 50-line leave-one-out harness proves it a...
#llm#ai#prompt#testing
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Gabriel AnhaiaMay 24, 2026 • 8 min read
Reasoning Effort: Low, Medium, High: When Each Setting Actually Pays Off
reasoning_effort: high triples your bill and only helps on a few task types. Here's how to measure w...
#ai#llm#prompt#cost
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CiphernutzMay 27, 2026 • 3 min read
AI Prompts for Business Owner: Automate Outreach, Follow-Up & CRM Notes
Most business owners are spending too much time on repetitive operational work. Not a strategy. No...
#crm#ai#prompt#automation
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Aakash RahsiMay 25, 2026 • 8 min read
Copilot Studio Agent Supply Chain | Plugins, Prompts, DLP & Audit Evidence | R.A.H.S.I. Framework™ Analysis
Enterprise agents are not built from one component. 🛡️ Need implementation, not just insights?.....
#ai#githubcopilot#agents#prompt
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