Your AI Bill Is a Distributed Systems Problem, Not a Model-Pricing Problem

Featured Image
generative-ai cost distributed-systems observability reliability system-design ai-agent first-principles

Validation Is a Loop, Not an Assertion: Why Your AI Agent Reports Success It Never Achieved

Featured Image
generative-ai ai-agent validation system-design reliability closed-loop llm-as-judge first-principles eventual-consistency

A Wrong Ruler Is Worse Than No Ruler: Verifying the Checks You Trust

Featured Image
generative-ai system-design reliability evaluation llm-as-judge rules-engine calibration metrics verification first-principles neuro-symbolic

Determinism Where You Can, Judgement Where You Must: The Technique Boundary for AI Systems

Featured Image
generative-ai system-design reliability llm-as-judge rules-engine state-machine ai-agents neuro-symbolic first-principles verification evaluation

Shrink the Stochastic Surface: A Design Standard for Probabilistic Systems

Featured Image
generative-ai system-design reliability retrieval-augmented-generation fine-tuning evaluation llm-as-judge rules-engine neuro-symbolic first-principles verification

Generative AI Builds Shapes, Not Games: The Constraint Gap and the Architecture That Closes It

Featured Image
generative-ai text-to-3d game-development procedural-generation neuro-symbolic constraint-satisfaction minecraft higgsfield ai-limitations first-principles verification

Agent Architecture Is a Compute Allocation Problem: The Advisor Strategy, Cost-Curve Frame Recursed

Featured Image
claude-code ai-agent advisor-strategy anthropic tobi-lutke qwen cost-curve model-orchestration first-principles distributed-systems agent-architecture

Agent Retrieval Above the Crossover: A First-Principles Read of CodeGraph

Featured Image
claude-code codegraph ai-agent retrieval symbol-graph tree-sitter mcp sqlite fts5 first-principles distributed-systems abstraction-leaks

Agent Memory Is a Cache Coherence Problem

Featured Image
ai-agent agent-memory claude-mem claude-code distributed-systems cache-coherence rag vector-memory source-leak first-principles

Agent Retrieval Is a Cost Curve Problem: Why Claude Code Doesn't Use RAG

Featured Image
claude-code ai-agent rag retrieval distributed-systems cost-curve grep ripgrep source-leak explore-agent fork-subagent first-principles

The AI Stack Explained: LLM Talks, Program Walks

Featured Image
ai llm function-calling mcp agent rag ai-architecture first-principles