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Articles · Rebeauty Atlas

AI

MI Micheal Bee

Verifying Against the Issue, Not the Theory

What three hundred bugs taught us about building an agent scaffold on consumer hardware

Jul 18, 2026 · 14 min read · 0 claps #ai-agent #benchmark #swe-bench

AI TCH

VE VectorWorks Academy

The Benchmark Trap: Why AI Agents Look Ready Until You Test Them Like Products

AI agents are having their “show me” moment.

Jun 12, 2026 · 15 min read · 0 claps paywalled #ai-agent #agent-evaluation #ai-benchmarks

AI

AD Adnan Masood, PhD.

Modern AI Benchmarks: What Practitioners Actually Need to Know

A practitioner’s guide to LLM evaluation in 2026 — what AIME, SWE-bench, GDPval, ARC-AGI, and other frontier benchmarks really measure…

May 29, 2026 · 19 min read · 11 claps paywalled #ai-benchmarks-2026 #llm-evaluation #frontier-llm-benchmarks

Modern AI Benchmarks: What Practitioners Actually Need to Know

AI

YO YouShin kim

[Texas A&M / MIT] — 추론 언어 모델을 위한 검증자 기반 위원회 탐색(Verifier-Backed Committee Search) 분석

1. 개요 및 배경

May 29, 2026 · 3 min read · 0 claps #llm #inference-optimization #agentic-system

AI

VI Vikas Kumar

The Benchmark Convergence: Why Your Choice of Model Matters Less Than Your Agent Scaffolding

We have officially reached the saturation ceiling for first-generation LLM benchmarks.

May 25, 2026 · 7 min read · 21 claps #swe-bench #llm-benchmarks #ai-agent

The Benchmark Convergence: Why Your Choice of Model Matters Less Than Your Agent Scaffolding

AI

A 이현종

프롬프트에서 컨텍스트에서 하네스로 — AI 엔지니어링 3단 진화의 전체 그림

# 프롬프트에서 컨텍스트에서 하네스로 — AI 엔지니어링 3단 진화의 전체 그림

Apr 14, 2026 · 19 min read · 0 claps #harness-engineering #ai #swe-bench

AI HUM TCH

RA Random Droid

AI Systems Series — Part 1 : Case for AI Verification Gap

Part of: AI Systems Series | Next: AI Systems Series — Part 2— Building Verification Infrastructure →

Mar 14, 2026 · 15 min read · 0 claps #ai-agent #reinforcement-learning #swe-bench

AI Systems Series — Part 1 : Case for AI Verification Gap

TCH

SY Syncause

How We Hit 83.4% on SWE-bench Verified (Part 3): Proving the Fix Actually Works

We recently tested an AI debugging methodology on SWE-bench Verified and achieved a combined pass rate of 83.4%. Our overview post covers…

Mar 05, 2026 · 6 min read · 0 claps #runtime-facts #fix-validation #swe-bench

How We Hit 83.4% on SWE-bench Verified (Part 3): Proving the Fix Actually Works

TCH SCI

SY Syncause

How We Hit 83.4% on SWE-bench Verified (Part 2): Finding the Root Cause and Generating the Fix

We recently tested an AI debugging methodology on SWE-bench Verified and achieved a combined pass rate of 83.4%. Our overview post covers…

Mar 03, 2026 · 6 min read · 0 claps #runtime-facts #hypothesis-card #swe-bench

How We Hit 83.4% on SWE-bench Verified (Part 2): Finding the Root Cause and Generating the Fix

TCH

SY Syncause

How We Hit 83.4% on SWE-bench Verified (Part 1): Getting Reproduction Right

We recently tested an AI debugging methodology on SWE-bench Verified and achieved a combined pass rate of 83.4%. Our overview post covers…

Feb 26, 2026 · 6 min read · 0 claps #swe-bench #ai-debugging #debug-trace

How We Hit 83.4% on SWE-bench Verified (Part 1): Getting Reproduction Right

HUM AI

YO YouShin kim

[Beihang University & Tokfinity] InfCode: 적대적 반복 정제를 통한 신뢰할 수 있는 자동화된 소프트웨어 이슈 해결 프레임워크

Background and Overview

Dec 01, 2025 · 7 min read · 0 claps #software-engineering #llm #adversarial-learning

AI

HA Hamman Samuel, PhD

LLM Evaluations Primer

Large Language Models are improving at a breathtaking pace, but evaluating them is a complex, multi-dimensional challenge.

Aug 26, 2025 · 2 min read · 0 claps #llm-evaluation #mmlu #swe-bench

AI TCH

EN Enrico Piovesan · Mastering Software Architecture for the AI Era

Stop Backslashing ChatGPT 5: You’re Looking at the Wrong Problem

What the data actually shows about GPT-5’s strengths

Aug 18, 2025 · 18 min read · 50 claps #gpt-5 #code-refactoring #contract-driven