source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
WEDNESDAY, SEPTEMBER 16, 2026
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  1. 001Hacker NewsSEP · 16English

    Build a company/domain-specific harness with OSS Python framework

    Cayu is an open-source Python framework for building domain-specific long-horizon agents with durable state management. It enables agents to process complex, multi-step tasks across long sessions, pause for human input, and recover from recorded evidence without losing progress. The framework handles session recovery, permissions, budgets, and observability for enterprise workflows.

    By zamir_akimbekov
  2. 002Hacker NewsSEP · 16English

    AI memory shortage: Fairphone says RAM is now 60% of materials cost

    Memory chip shortages are forcing smartphone and laptop manufacturers to redesign products, advance-order components, and test for counterfeit chips, with memory costs reaching 60% of device bill of materials for budget phones. Companies like Fairphone, Jolla, and Framework are adopting strategies including modular designs, batch testing, and salvaged components to secure adequate supply amid expectations the shortage will persist until 2030.

    By Kunal Khullar
  3. 003Hacker NewsSEP · 16English

    Show HN: ManyBot – Framework to build WhatsApp bots, without the boring part

    ManyBot is a TypeScript/JavaScript framework for building WhatsApp bots that abstracts over Baileys, organizing functionality into independent plugins rather than monolithic code. It handles connection management and message routing while allowing plugins to be added, removed, or updated without restarting the system, with built-in error isolation and CLI tooling for plugin lifecycle management.

    By synt-xerror
  4. 004Hacker NewsSEP · 16English

    Build domain-specific harness and long-horizon agents with OS Python framework

    Cayu is a production-grade Python framework for building domain-specific AI agents with full lifecycle control, including context assembly, tool invocation, durable state management, and human oversight. Extracted from a software factory that deployed thousands of applications using specialized AI agents, Cayu addresses production challenges like process failures, state persistence, and cost attribution that existing agent SDKs overlook.

    By Cayu-Dev
  5. 005Hacker NewsSEP · 15English

    Vapor 5 Beta

    Vapor 5 Beta was announced 10 years after Vapor 1.0, featuring a complete framework rewrite with async/await support, a new HTTP server built on Swift HTTP Server, streaming-first request/response bodies, and integration with Swift Configuration and HTTP Types. The beta requires Swift 6.4 and includes known issues with compression and WebSocket support.

    By Tim