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News
Stop Judging AI Agents by Their Model. Judge Their Harness
3+ week, 3+ day ago (517+ words) Stop Judging AI Agents by Their Model....Judge Their Harness According to Langchain -> Agent = Model + Harness A language model or LLM is text...
Dogfood 2026: Build the Platform That Will Judge You
1+ week, 3+ day ago (1741+ words) Everyone builds the same thing: a submission and judging platform for hackathons....A judge should see the projects they are assigned to. They should not see another judge's scores....If a judge can make an API request and retrieve another…...
How to Write Reliable Rubrics for LLM-as-a-Judge Evaluations
1+ week, 4+ day ago (502+ words) outputs at scale, especially when topics cover broad areas with nuanced parts, we use an "LLM-as-a-judge...The judge evaluates each response using a set of true/false questions...., forces the LLM judge to guess which clause is more important.......
An LLM judge cannot be a build gate, and it is not about the cost
4+ day, 16+ hour ago (706+ words) A judged evaluation costs money per run....A judge is not deterministic....So the judged metric fails twice: too expensive to run often, and untrustworthy on the difference when...
LM Studio built a judge for AI commands. Then the judge started agreeing with the defendant.
2+ week, 2+ day ago (234+ words) LM Studio says Auto Review clears most shell commands without another model call. Variables, tool quirks, and prompt injection make the rest harder....
Is My Dog Judging Me? — Gemini Vision Judges Your Dog's Face
4+ week, 22+ hour ago (22+ words) This is a submission for Weekend Challenge: Dog Days Edition What I Built Every dog owner... Tagged with devchallenge, weekendchallenge, ai, showdev....
CrowdStrike's AI Triage Research: How Well Can AI Automatically Judge SOC Alerts?
3+ week, 6+ day ago (198+ words) This is research on having AI judge whether Windows endpoint alerts are "real attacks" or "harmless false...it, teams must check not only the overall accuracy rate, but also the rate of attacks mistakenly judged...
When Your Judge Can't Decide
6+ day, 14+ hour ago (1391+ words) CauterRule is an open-source sidecar that learns standing rules from repeated agent failures. It extracts lessons from trajectories, replay-tests them, and tries to separate reusable guidance from noisy overgeneralization. Every benchmark produces three buckets: pass, fail, and inconclusive. Most people…...
An AWS Labs agent-eval sample uses the same model as judge and subject
1+ week, 6+ day ago (215+ words) So the judge and the subject are the same model....(Not the same string: the judge carries LiteLLM's bedrock/ route prefix....
Port mortem 2026: Engineers from IBM, Microsoft, and Amazon judge whether language ports can prove they
2+ week, 6+ day ago (937+ words) behave exactly like the original London Daily News Judges from IBM, Microsoft, Google, Amazon, Nvidia...A Judging Panel Applies Production Migration Standards to Hackathon-Scale Ports The judging panel brought...years designing and reviewing enterprise architecture, brought a governance lens rare…...