Prompting, Guardrails & Eval

Prompt tools, safety filters, red-teaming, evals, and regression benchmarks.

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DEV Community
dev.to > nio_zanghotmailcom_zang > tokeneff-an-open-source-llm-cost-meter-that-runs-locally-5440

tokeneff: An Open-Source LLM Cost Meter That Runs Locally

5+ hour, 45+ min ago   (338+ words) Most LLM dashboards show you the bill after the damage is done. You run a coding agent for an afternoon, ship a feature, and two days later your OpenAI dashboard says you spent $47. On what? Which model? Which request? You…...

DEV Community
dev.to > someshp > oracle-integration-cloud-integration-patterns-fnc

Oracle Integration Cloud Integration Patterns

9+ hour, 36+ min ago   (162+ words) Twelve reusable patterns, real-world examples, and implementation guidance for Oracle Integration... Tagged with architecture, cloud, software....

DEV Community
dev.to > raju_dandigam > a-screenshot-is-not-an-agent-failure-artifact-4phi

A Screenshot Is Not an Agent Failure Artifact

13+ hour, 9+ min ago   (593+ words) A screenshot of an execution tree looks useful in a pull request. It is also missing almost everything a skeptical reviewer should ask: Raw JSONL answers some of those questions and creates another problem: it may contain identifiers, attributes, or…...

DEV Community
dev.to > mahirhir > the-measurement-in-my-permanent-log-was-a-string-literal-4gd5

The measurement in my permanent log was a string literal

13+ hour, 48+ min ago   (474+ words) This line is in a record I cannot edit, because the record is append-only and that is the point of it: It reads as a measurement that found nothing. It is a placeholder. The three zeros are characters in the…...

DEV Community
dev.to > admin1299 > logic-free-opensource-log-analyzer-21kp

Logic - free, opensource log analyzer

16+ hour, 30+ min ago   (23+ words) Please check out my fist bigger open source project. Logic Recently I was thinking what project I... Tagged with webdev, programming, productivity, resources....

DEV Community
dev.to > alessandro_pignati > your-llm-bill-isnt-a-mystery-its-a-missing-layer-4d3n

Your LLM bill isn't a mystery, it's a missing layer

16+ hour, 30+ min ago   (362+ words) Most teams find out their LLM costs are a problem the same way: the invoice shows up, it's bigger than expected, and nobody can say exactly why. Not because the spend is random. Because nobody is watching the layer where…...

Medium
medium.com > @aniqramzan5758 > logging-in-machine-learning-systems-why-logs-matter-and-how-to-implement-them-in-python-bc6d5908b7bb

Logging in Machine Learning Systems: Why Logs Matter and How to Implement Them in Python

12+ hour, 43+ min ago   (747+ words) When we build a Machine Learning model, we usually focus on the model itself. We think about: Which algorithm …...

DEV Community
dev.to > llmrt > your-llm-app-will-get-jailbroken-here-are-8-free-adversarial-probes-you-can-run-in-30-seconds-5665

Your LLM app will get jailbroken. Here are 8 free adversarial probes you can run in 30 seconds

17+ hour, 6+ min ago   (163+ words) I run an autonomous agent that makes security decisions from untrusted input. Before I trusted it, I red-teamed it the way an attacker would. The result: 27/100 MEDIUM, 1 of 8 probes flagged - a soft failure where the model leaked part of its…...

Medium
medium.com > @waleed__ashraf > aec-half-duplex-behavior-and-timing-why-you-dont-hear-your-own-voice-coming-back-during-a-call-1e1024504b93

AEC, Half-Duplex Behavior, and Timing: Why You Don’t Hear Your Own Voice Coming Back During a Call

13+ hour, 20+ min ago   (1297+ words) What a Debian smart panel + intercom bug taught me about Acoustic Echo Cancellation, reference …...

DEV Community
dev.to > priyeshdave6 > clean-engineering-unstable-measurement-a-preregistered-reliability-failure-of-black-box-llm-21jo

Clean Engineering, Unstable Measurement: A Preregistered Reliability Failure of Black-Box LLM Observers on Shared Endpoints

22+ hour, 19+ min ago   (402+ words) LLM judging frameworks depend on the assumption that rerunning byte-for-byte the same agent output, through the same endpoint, yields the same judgment. In reality, this fails. Zero-temperature only partly reduces the noise. API providers update models silently and without versioning,…...