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Verification Loops

4 articles · Page 1 of 1
Architect
Architect
Sep 25, 2026 · Artificial Intelligence

From LLM Call to Full Harness: Understanding Agent Runtime Layers

The article traces the evolution from a simple LLM call to a complete Harness for AI agents, using a timeout-fixing task to illustrate the layered boundaries between model, loop, and harness, covering context engineering, tool execution, state management, verification loops, and design trade-offs in systems like Pi, Cursor, and Codex.

Agent HarnessContext EngineeringLLM Runtime
0 likes · 34 min read
From LLM Call to Full Harness: Understanding Agent Runtime Layers
Tencent Technical Engineering
Tencent Technical Engineering
Aug 27, 2026 · Artificial Intelligence

AI Coding Deep Dive: Why Humans Must Retreat to Judgment, Not Code Review

This 20k-word article shares production lessons from building AI coding agents: prompts hit diminishing returns so constraints must move into frameworks; orchestration requires runtime sovereignty; evaluation needs executable criteria like mutation kill rates; humans shift from code review to judgment gates; and nested verification loops replace trust with verifiable facts.

AI Coding AgentsMutation TestingVerification Loops
0 likes · 77 min read
AI Coding Deep Dive: Why Humans Must Retreat to Judgment, Not Code Review
DataFunSummit
DataFunSummit
May 29, 2026 · Artificial Intelligence

Why the Overlooked Agent Harness Is the Real Reason AI Projects Fail

The article explains that the hidden infrastructure layer called Agent Harness—its OS‑like architecture, three‑layer abstraction, context‑rot problem, compounding error, and verification loops—determines whether impressive agent demos can survive in production, with concrete benchmarks showing harness improvements far outweigh model upgrades.

AI infrastructureAgent HarnessCompounding Error
0 likes · 14 min read
Why the Overlooked Agent Harness Is the Real Reason AI Projects Fail
Frontend AI Walk
Frontend AI Walk
Dec 16, 2025 · Artificial Intelligence

From Vibe Coding to Vibe Engineering: Mastering the AI Programming Paradigm Shift

The article examines the evolution from ad‑hoc, natural‑language‑only AI code generation (Vibe Coding) to a disciplined, engineering‑focused workflow (Vibe Engineering) that uses explicit context, constraints, and verification loops to produce maintainable, production‑grade software.

AI programmingConstraint engineeringContext Engineering
0 likes · 19 min read
From Vibe Coding to Vibe Engineering: Mastering the AI Programming Paradigm Shift