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Would I Use LLMs to Rebuild Twitter's Dynamic Product Ads? Yes and No!
Twitter’s Dynamic Product Ads system was built to match users to products they are most likely to buy. The system used product and...
Agentic Commerce: The Autonomous Future of Retail
The era of the passive ‘recommendation engine’ is over. We are entering the age of Agentic Commerce. AI doesn’t just suggest, but...
Prompt Reverse Engineering: Fix Your Prompts by Studying the Wrong Answers
Most “bad” LLM outputs are diagnostics. Treat them like stack traces: classify the failure, infer what your prompt failed to speci...
Prompt Chaining: Turn One Prompt Into a Reliable LLM Workflow
Prompt Chaining links prompts into workflows—linear, branching, looping—so LLM outputs are structured, debuggable, and production-...
Transformers, Finally Explained
This lesson explains the complete Transformer architecture from input to output. We'll explain each concept step by step, starting...
Stop Drowning in AI Models: A 3-Pillar Framework for Evaluation
Evaluating AI models shouldn't require weeks of setup or custom tooling for each comparison. This framework breaks model evaluatio...
The Intoxication—and Limits—of AI-Assisted Development
Beyond a certain complexity threshold, progress depends less on generation speed and more on architectural clarity.
OpenAI GPT-5.2: The “Cheating” Controversy
Is OpenAI GPT-5.2 actually better than Google Gemini 3 Pro? If you strip away the extra "thinking" time used in the benchmarks, th...
Lessons From Hands-on Research on High-Velocity AI Development
The main constraint on AI-assisted development was not model capability but how context was structured and exposed.
PDFs to Intelligence: How To Auto-Extract Python Manual Knowledge Recursively Us...
We’ll demonstrate an end-to-end data extraction pipeline engineered for maximum automation, reproducibility, and technical rigor....
A Simple Hardware Question Exposes the Limits of Today’s LLMs
An engineer compares an LLM’s fabricated claims about printheads with real-world data, revealing why statistical models fail at ph...
Why I Built Allos to Decouple AI Agents From LLM Vendors
Allos is a Python SDK for building AI agents that can switch between OpenAI, Anthropic, and more with a single command. Allos is b...
