From Dev.to Community
Tech Articles
Curated developer articles, tutorials, and guides — auto-updated hourly
Cole HaltonSep 19, 2026 • 4 min read
An LLM reviewer's "block" is a feature, not a verdict
Every AI code review tool I test ends the same way: it prints a hard label. approve, request changes...
#aicodereview#llm#evaluation#machinelearning
0 1
Amirul CyberSep 17, 2026 • 4 min read
My local 7B thinks "kill a Python process" is a violent crime — and my regex beat it
I burned a cloud IP address doing AI safety testing. Then I moved the whole operation onto a...
#ai#security#evaluation#llm
0 0
Quantiles.ioSep 17, 2026 • 5 min read
Using Execution Traces to Evaluate AI Agent Behavior
Building a developer tool today means designing for more than the developer. Coding agents are...
#ai#opensource#evaluation
2 0
saaroSep 17, 2026 • 4 min read
RAG Evaluation 2026: The Four Core Metrics and How to Read Them Diagnostically
Faithfulness, Answer Relevancy, Context Precision, and Context Recall—which metrics set the standard...
#rag#ai#evaluation#metrics
0 0
JaviMalignoSep 16, 2026 • 8 min read
Benchmaxing: Winning the Exam Is Not Doing Better Work
What is documented about benchmaxing, and what a small Opus 5 versus Fable 5 pilot actually found: s...
#ai#evaluation#claude#benchmarks
0 0
RESKSep 22, 2026 • 4 min read
How LLM Evaluation Actually Works: Inside the Satellite Geo QCM Leaderboard
A step-by-step look at how an LLM benchmark produces comparable numbers, using the Satellite Geo QCM...
#llm#evaluation#benchmark#vision
1 0
Cole HaltonSep 21, 2026 • 4 min read
Five AI reviewers did not catch it, that's one model's opinion times five
There's a point where running more AI reviewers stops helping and starts quietly lying to you, and I...
#aicodereview#llm#codereview#evaluation
0 1
Jangwook KimSep 23, 2026 • 12 min read
Langfuse vs Arize Phoenix Self-Hosted: What Our Traces, Evals, and Containers Exposed
We deployed Langfuse and Arize Phoenix locally, pushed synthetic LLM traces through their OpenTeleme...
#llmobservability#opentelemetry#selfhosting#evaluation
0 0
RESKSep 20, 2026 • 4 min read
How AI Bias Detection Actually Works: Inside a Fairness Audit That Scores Symmetry, Not Vibes
A mechanism explainer of the LFORLA Bias Stereotypes A/B fairness audit: paired prompts, a fixed rub...
#ai#fairness#llm#evaluation
1 0
JaviMalignoSep 22, 2026 • 7 min read
Jev: what survives the hype
I tested Jev for fraud detection, invoice checking and my work with coding agents. What helped, what...
#ai#evaluation#agents#architecture
0 0
Breach ProtocolSep 18, 2026 • 2 min read
Figure reports zero-shot household transfer across 30 homes
Figure says Helix 2.5 completed three predefined household behaviors in unfamiliar homes 56% of the ...
#robotics#humanoids#embodiedai#evaluation
0 0
Breach ProtocolSep 18, 2026 • 2 min read
Laertes leads Metaculus's FutureEval bot tournament
FutureSearch lists the AI forecasting bot laertes first in Metaculus's Summer FutureEval tournament,...
#forecasting#evaluation#agents#metaculus
0 0
Breach ProtocolSep 21, 2026 • 3 min read
Remote Labor Index puts Astra at 20.83% client-acceptable project completion
Scale’s Remote Labor Index reports GPT-6 Astra completing 20.83% of sampled freelance projects at a ...
#agents#benchmarks#automation#evaluation
0 0
AI Tech ConnectSep 16, 2026 • 1 min read
Qualify a New Open-Weight Frontier Model in One Week
A 744B open-weight model lands with no paper and no pricing. Five working days, cheapest gate first,...
#modelrelease#evaluation#ai#machinelearning
0 0