Your AI Voice Agent Is a Black Box. Here's How to Open It.

·6 views

When your AI agent types, you can see everything it does. LangChain traces every The moment that same agent picks up a phone, the lights go out. A voice agent's entire interaction lives inside an .mp3. The transcript, the So most teams do the only thing they can: they listen to a handful of calls by their behavior drifts. You tweak a This series is about closing that gap.

Read the full story at DEV Community

This is an AI-generated summary. ShortSingh links to the original source for the complete article.

Discussion (0)

Memory Sidecar v3.5.1: Operational Hardening for Agent-Agnostic Memory

The Memory Sidecar has always been the invisible workhorse behind decentralized agent interactions—providing agent-agnostic memory persistence without coupling to any single AI framework. With v3.5.1, the focus shifts from feature velocity to operational maturity. This release, delivered via the hermes-memory-installer, is expressly designed for teams running memory sidecars in production at scale. If you’ve been treating your memory layer as a pet, it’s time to make it cattle. This is not a feature drop.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

A RUBE'S CUBE

The very SERIOUSLY serious Puzzle Cube Game that is definitely not just Rubix Cube from the inside. jchildree.itch.io Juniper Dev, that one YouTuber, looked into the camera and told me to take this seriously. I think anyway, IDK, I was chewing at the time, so I definitely didn't decide to just do my own thing. The challenge: one week, build a game around the core concept of SPIN TO WIN. I asked myself what is more spin-to-win than anything else in the known universe.

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Day 42: Exploring ClickHouse® Table Engines Beyond MergeTree

Introduction When people first start using ClickHouse®, most of the attention naturally goes to the MergeTree engine. It's the default choice for analytical workloads thanks to its exceptional query performance, indexing capabilities, and efficient storage. However, ClickHouse offers a wide range of table engines beyond MergeTree. Each engine is designed to solve a specific problem, whether it's handling updates, pre-aggregating data, buffering high-frequency inserts, integrating with external systems, or scaling queries across clusters. Understanding these engines is essential for designing e

0 comments Read more at DEV Community

ProgrammingDEV Community ·

Python Selenium Architecture

Python Selenium Architecture Key Components: Selenium Client Libraries JSON Wire Protocol/ W3C WebDriver Protocol Browser Drivers Browser Workflow A python script sends commands using Selenium client library. These commands are converted into HTTP requests following the WebDriver protocol. The browser driver receives the requests and translates them into native browser actions. the browser executes the actions and sends back the results (Success/Failure, element states, etc.) The driver communicates the response back to the python script. Advantages of the Architecture Conclusion: Python Selen

0 comments Read more at DEV Community