How Do You Want to Remember? | Zak El Fassi | Systems Engineering for the Agentic AI Age

kept by eddie mar 17

An AI agent diagnosed and redesigned its own memory system, improving recall from 60% to 93% by adding 'why' fields to decisions, costing $2 in API calls.

GitHub - CopilotKit/channels-sdk: The open-source SDK for bringing any agent into any chat platform: Slack, Microsoft Teams, Discord, Telegram - with native, Interactive UI.
CopilotKit/channels-sdk is an open-source MIT-licensed SDK that enables AI agents to operate natively in Slack, Microsoft Teams, Discord, and Telegram with interactive UI and platform integration via AG-UI.
also on Telegram, #ai-integration, #ai-agents, #developer-tools
Introducing Manus in Your Chat : Your Personal Agent, Everywhere You Are
Manus launched its AI agent in Telegram chat, letting users run full multi-step tasks via voice, images, or text without setup.
also on Telegram, #ai-agents, #user-experience
It's 2026, Just Use Postgres
The Hacker News commenters debate whether Postgres can truly replace specialized databases like Redis or Elasticsearch, with pushback on performance claims for caching and search.
also on SQLite, #ai-integration, #software-engineering, #developer-tools
SQLite for Everything
SQLite can replace many specialized systems—search, document store, queue, cache, vector DB, etc.—by serving as a single-file, zero‑maintenance database for applications.
also on SQLite, #ai-integration, #developer-tools