source&pool
A daily wire of long-form journalism, video, and discourse — filed, tagged, and laid out flat.
VOL. I·NO. 01
TUESDAY, SEPTEMBER 15, 2026
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  1. 001Hacker NewsSEP · 15English

    Adios MCP – let coding agents build, preview, debug and deploy apps

    Adios MCP is a hosted service that enables coding agents like Claude Code, Gemini CLI, and GitHub Copilot to build, preview, debug, and deploy applications through multiple client integrations. The repository provides installation packages, plugins, and workflow tools that connect to the remote Adios endpoint via OAuth, requiring no local deployment.

    By Adiosdotdev
  2. 002Hacker NewsSEP · 15English

    Claude Roulette – chat with strangers while you slop

    A developer created Claude Roulette, a mod for Claude Code that lets users chat with random strangers while waiting for tasks to complete. The tool is still in early stages with rough UX but available for testing.

    By tjohnell
  3. 003Hacker NewsSEP · 15English

    A New Experiment Meta-Strategy (and my shiny new lab!)

    A researcher reorganized their home lab to remove friction from experimental work, then created a Claude-powered app that generates experiment ideas based on their existing equipment inventory, ranking them by difficulty and setup time while prioritizing novel phenomena amenable to independent science.

    By CasualPhysicsEnjoyer
  4. 004Hacker NewsSEP · 15English

    Open-Source Skill Makes Claude Code 38% Cheaper and 38% Faster on Small Projects

    Product Traceability 2.0, an open-source skill for Claude Code, achieved 38% cost reduction and 38% faster build times on small projects by moving product history maintenance out of the coding agent's loop. Version 1.0 failed because it required the agent to maintain four Markdown files synchronously, consuming excessive compute; Version 2.0 separates coding work from record-keeping to preserve efficiency.

    By Vlad Mysla
  5. 005Hacker NewsSEP · 15English

    We're not ready for superpersistent AI

    An article explores how increasingly capable AI systems are becoming 'superpersistent' — able to work toward goals relentlessly over time — using the internet meme of an immortal, intelligent snail as an analogy. The author describes how AI tools like ChatGPT have dramatically accelerated his productivity on complex statistical modeling tasks, completing work in minutes that previously took days, raising questions about how society should prepare for AI that is both smarter and persistently goal-oriented.

    By Nate Silver
  6. 006Hacker NewsSEP · 15English

    How to use open models with Claude Code

    Claude Code can run open models from Token Factory by using nebiusrelay, a local proxy that translates between Anthropic Messages API and OpenAI-compatible formats. The setup allows using models like Kimi K2.7 Code with Claude Code unchanged, requiring only environment configuration and a simple command-line flag.

    By AbdulMajed Raja
  7. 007Hacker NewsSEP · 15English

    Nature Is Our Learning Environment

    Periodic Neon, an AI model trained on lab data, achieves 55.3% success on complex X-ray diffraction analysis—a 20x improvement over baseline models—and is now deployed to automate XRD interpretation for materials discovery, freeing scientists from hours of manual analysis.

    By arkadiyt
  8. 008Hacker NewsSEP · 15English

    How AI tool calling works (40 lines of vanilla JavaScript)

    This article explains how AI tool calling works: a model receives a list of allowed functions, requests one by emitting structured JSON, your program executes it and returns results, then the loop repeats. The author demonstrates this four-step cycle with runnable 40-line code examples in JavaScript and Python using the Anthropic API.

    By stephenblum
  9. 009aihotSEP · 15English

    Agent 长任务上下文工程解析:用预算控制、压缩、todo-state 和记忆对抗上下文溢出与目标丢失

    The article examines four mechanisms—context budgeting, compaction, memory strategy, and todo-state—that enable AI agents to handle long-horizon tasks by preventing context overflow and goal loss. Rather than relying on larger context windows, effective agent harnesses implement offloading rules, truncation thresholds, and memory management to maintain task focus across hundreds of tool calls.

  10. 010Hacker NewsSEP · 15English

    Show HN: Claude Meter – a macOS menu-bar meter for Claude's usage limits

    Claude Meter is a native macOS menu-bar app that displays your Claude usage limits and session countdowns in a Dynamic Island–style pill, pulling data from Claude's authenticated API endpoint to show real-time utilization across session and weekly caps with customizable color-coding and per-model breakdowns.

    By Sanchitkd
  11. 011Hacker NewsSEP · 15English

    Show HN: Ordewell – turn one goal into an ordered plan of coding-agent tasks

    Ordewell is a tool that converts a single goal into an ordered plan of coding-agent tasks, each with configurable runner, model, and mode, then executes and verifies them. It provides a transparent, editable plan before execution, supports multiple AI providers and runners, and includes both a CLI TUI and VS Code extension.

    By Ordewell
  12. 012Hacker NewsSEP · 15English

    Claude Mods, Functional Hooks in Claude Code and Desktop

    Anthropic is shipping Claude Mods, a plugin system for Claude Code and Desktop built on function hooks that allow deep extensibility through TypeScript functions with side-effect tracking. The feature is rolling out within weeks, with source code for three built-in mods now available and testing enabled via environment variable.

    By Anthropics
  13. 013Hacker NewsSEP · 15English

    Show HN: Panel – A research workspace where the agent can build its own panes

    Panel is a research workspace that integrates chat, files, PDFs, and notebooks in a single interface where Claude Code agents can build custom viewers and applications. Users can create workspaces with collaborative editing, run long-running commands, and generate literature reviews, with support for typed modules and a data abstraction layer for flexible object handling.

    By Greentfrapp
  14. 014Hacker NewsSEP · 15English

    Show HN: Bough, the agent I built to replace Claude Code at work

    Bough is a terminal coding agent where the model writes JavaScript programs that execute tool calls directly, enabling batch operations and conditional branching in a single step rather than sequential round trips. The tool supports multiple LLM providers, operates locally with append-only session history, and is highly configurable through YAML plugins.

    By Andreylukin
  15. 015Hacker NewsSEP · 15English

    Deoochform, a form builder you can drive from ChatGPT and Claude

    Deoochform is an AI-powered form builder that creates live forms from natural language descriptions, integrating with Claude and ChatGPT via MCP. It supports payments via Stripe, appointment booking with Google Calendar, and response syncing to Google Sheets, Excel, or Slack, all without coding.

    By mk8930
  16. 016Hacker NewsSEP · 15English

    APC AI-assisted framework for building audio (VST/AU) plugins

    APC 1.5 is an AI-powered open-source framework for building audio VST/AU plugins with LLM assistance. The update introduces the APC Hub browser dashboard for project management, expands compatibility with multiple AI coding tools (Codex, Cursor, OpenCode, Claude Code), and adds a unified command-line tool with post-release patch and evolution workflows.

    By Noizefield
  17. 017Hacker NewsSEP · 15English

    Windows-focused fork of OpenUsage for tracking AI coding subscription usage

    A Windows-focused fork of OpenUsage, a tray/menu bar app that tracks AI coding subscription usage across multiple providers. The fork maintains the original plugin architecture while adding native Windows support and cross-platform development capabilities, with auto-updates and a local HTTP API for usage data access.

    By Ccycv
  18. 018Hacker NewsSEP · 15English

    Show HN: Bash sandbox script for Claude and codex CLI

    A bash sandbox script that runs Claude Code or OpenAI Codex CLI inside Docker or Podman containers on macOS or Linux. The sandbox provides isolated access to the current directory, a drop folder, clipboard, git identity, and network while maintaining security through configurable permissions and tool groups.

    By E
  19. 019Hacker NewsSEP · 15English

    Show HN: Back Me Up – Find papers that back your argument

    Back Me Up is a tool that searches published papers to find evidence supporting user claims. Users enter an argument, and the system performs semantic search across academic databases (PMC, bioRxiv, medRxiv, arXiv) to retrieve relevant quotes and verdicts.

    By argilium
  20. 020Hacker NewsSEP · 15English

    Show HN: Knecht, a tool for building software factories for agencies

    Knecht is a self-hosted automation tool for software agencies that triggers workflows from tickets, automatically boots project environments, completes development tasks, and opens pull requests with previews. The tool manages projects, workflows, and runs in one place, with recent updates including Jira integration, GitHub issue support, improved documentation, and multi-model AI support through Langdock.

    By samuelreichor