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AI Agent Harness Engineering Benchmarks Series' Articles

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tappers

Oct 31

I Benchmarked 41 AI Agent Harness Patterns in Isolated VMs: How to Cut Tokens by 90% Without Losing Accuracy

#ai #llm #agents #architecture

21 min read

tappers

Oct 31

How to Benchmark AI Agents Without Eval Cheating or API Key Leaks: Designing a Proxmox & systemd Sandbox

#ai #security #proxmox #sandbox

14 min read

tappers

Oct 31

Stop Your Coding Agent From Stepping on the Same Rake Twice: Cold-Start Exploration vs. a 5-Item MEMORY.md

#ai #llm #agents #harness

8 min read

tappers

Nov 1

Why Feeding Full Dependency Files to Your Coding Agent Hurts Accuracy: Full Source vs. Tree-sitter Interface Skeletons

#ai #llm #agents #contextengineering

7 min read

tappers

Nov 1

Stop Dumping Raw Pytest Logs Into Your Coding Agent: How a Structured JSON Test Filter Cuts Input Tokens by 94.1%

#ai #llm #agents #testing

6 min read

tappers

Nov 1

Why Keeping Failed Code Attempts in Chat History Poisons Your Coding Agent: Error-Trace Pruning vs. Accumulated History

#ai #llm #agents #contextengineering

6 min read

tappers

Nov 1

The Hidden "Schema Tax" of MCP Tools: Dumping 32 Tool Schemas vs. On-Demand Tool Search (-92.7% Input Tokens)

#ai #llm #agents #mcp

6 min read

tappers

Nov 1

How Save-Game Context Compaction Fixes Spec Drift in Multi-Step Coding Agents (-91.9% Input Tokens)

#ai #llm #agents #contextengineering

6 min read

tappers

Nov 1

Benchmarking the Claude Code /advisor Pattern: Solo Executor Loops vs. Upfront Advisor Blueprint Routing

#ai #llm #agents #architecture

7 min read