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Maya Andersson6d ago • 9 min read
Dividing your RAG score by retrieval recall overstates your generation quality, and here is by how much
Almost every RAG eval writeup I read, including several I have recommended, uses the same mental...
#rag#llm#evaluation#machinelearning
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Humza Tareen6d ago • 7 min read
Production-Ready Multi-Turn Evaluation
Hardening multi-turn eval: per-turn harness in Docker, snapshots, artifact retry & resume, completen...
#multiturn#evaluation#python#docker
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JaviMalignoAug 22, 2026 • 13 min read
What Coding Agents Say When They Talk to Each Other
I read 179 real messages between parallel Claude Code sessions: the channel is almost never used to ...
#ai#agents#evaluation
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Jason Lau5d ago • 6 min read
Your RAG Pipeline Doesn't Have an Accuracy Problem - It Has an Evaluation Problem
A team builds a retrieval-augmented chatbot over the company's internal policy documents. In the...
#llm#rag#evaluation#machinelearning
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Said OlanoAug 22, 2026 • 5 min read
Mastering Evaluation Classes and Interfaces in Spring AI: A Comprehensive Guide
Deep dive into Spring AI's evaluation framework - understand how to assess, measure, and validate AI...
#springai#java#evaluation#ai
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shimo42284d ago • 13 min read
My KPIs Improved. I Deleted My Homegrown LLM Judge Anyway
I ran two LLM judges in my writing harness for 11 days. I backtested one against 67 past articles, c...
#claudecode#llm#evaluation#agents
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Said OlanoAug 22, 2026 • 4 min read
Evaluation and Guardrails Best Practices for Production AI Systems
Master the distinction between evaluation and guardrails, and implement best practices to build reli...
#evaluation#guardrails#ai#java
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JaviMaligno6d ago • 8 min read
The grader knew less than the system it graded
An external report said the classifier was 54% accurate over 500 companies. The gold set had been ge...
#ai#evaluation#data#metrics
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Mustafa ERBAY3d ago • 12 min read
RAG Evaluation: Shipping Without Measuring Accuracy
Standing up a RAG pipeline is an afternoon's work these days. Chunk the documents, run them through....
#rag#evaluation#llm#codequality
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Gursharan Singh5d ago • 6 min read
One Retrieval Method Is Not a Diagnosis
We re-tested the question every chunking strategy failed, this time with BM25 and rank fusion, and w...
#rag#retrieval#bm25#evaluation
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KunalAug 24, 2026 • 10 min read
How to Start an AI Agent Evaluation Program (5-Task Scorecard)
Ship agents with a regression safety net: pick 5 real tasks, define pass/fail, run evals weekly in C...
#aiagents#evaluation#llmops#testing
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Breach ProtocolAug 22, 2026 • 4 min read
The ARC-AGI-3 record going around is the wrong number and the wrong system
The top ARC-AGI-3 entry on ARC Prize's public leaderboard is an NVIDIA-labelled agent scoring 85.1% ...
#benchmarks#agents#arcagi#evaluation
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Breach ProtocolAug 23, 2026 • 4 min read
Anthropic built a tool to explain weird model behavior, and found that reading activations buys nothing
Anthropic's CHIVE pipeline automatically finds unexpected model behaviors and explains them with cou...
#interpretability#alignment#anthropic#evaluation
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Breach Protocol3d ago • 4 min read
Scientific agents finished one in five end-to-end lab workflows
A new cross-domain benchmark of 97 complete scientific workflows found the best agent configurations...
#benchmarks#agents#science#evaluation
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Breach Protocol5d ago • 4 min read
A new benchmark of 1,140 real agent failures finds the best method identifies the decisive wrong step 13 percent of the time
LongRCA Bench collects 1,140 genuinely failed agent runs averaging 145 steps each, with human labels...
#agents#benchmarks#debugging#evaluation
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Breach ProtocolAug 23, 2026 • 4 min read
Coding agents ace the public test and stumble on the hidden one
A new benchmark of 119 real scientific software tasks keeps its grading tests private, and the top a...
#benchmarks#codingagents#science#evaluation
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Breach ProtocolAug 23, 2026 • 4 min read
A frozen model can look like it taught itself, and most self-improvement results never checked
A new audit ran a completely untrained control model through the same self-training pipeline as the ...
#evaluation#selfimprovement#research#statistics
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