proomt

Search

Search posts, papers, and topics

All posts

Hacker News front pagepizza-bot-app4 min readrelease notesintermediate

Show HN: Pizza Bot – An inbox for AI agents that work in the background

Read on github.comHN 59·33 comments

Summary

Pizza Bot is an open‑source inbox for long‑running LLM‑based agents. It runs a stateful DeepAgents/LangGraph runtime behind an HTTP/SSE API server, with Electron, web, and CLI front‑ends. The tool supports multiple model providers (Bedrock, Anthropic, Gemini, OpenAI, OpenRouter, Ollama), checkpointed runs, human‑in‑the‑loop approvals, and a plugin/skill system. The repo includes a clear monorepo…

  • Runs a persistent API server (Hono) that survives client disconnects; front‑ends communicate via HTTP/SSE.
  • Supports a wide range of LLM providers via configurable environment variables; Bedrock integrates AWS credentials and region handling.
  • Built on a LangGraph runtime isolated in `packages/runtime‑langgraph`; front‑ends only see protocol projections.
  • Extensible via MCP servers, skill plugins, and a plugin SDK; skills can override built‑ins without code changes.

Provides a reusable, self‑hosted framework for orchestrating asynchronous LLM workflows with human approvals, filling a gap between ad‑hoc scripts and heavyweight orchestration platforms.

6/10
devopsllmsecurityarchitectureelectron

Related reading

  1. Changing the game: How Google uses agentic AI to secure hundreds of millions of lines of code

    Google’s AI & Infrastructure team built an agentic pipeline (Mantis) that runs pre‑submit AI‑driven scans on every code check‑in, validates findings with a fast triage agent (AST + call‑graph analysis) achieving >92% precision in <1 min, then auto‑generates fixes via a bug‑fix agent. Localized threat models and a two‑step scan cut false‑positives to ~3% and prevent hundreds of vulnerabilities eac…

    Google Cloud Bloggoogle.com4 min

  2. Reimagining advertising with AI

    OpenAI announced new AI‑driven features for ChatGPT Ads: Sponsored Agents that let users chat with business‑run agents after clicking an ad, AI‑assisted copy and image generation in Ads Manager, AI‑powered text customization and translation, plus integrations with HubSpot and Shopify for campaign creation and lead tracking. The features are in limited US testing and aim to streamline ad creation…

    OpenAIopenai.com3 minreleaseHN156180

  3. Agent Anomaly Detection, now in Private Preview on the Gemini Enterprise Agent Platform

    Google’s Gemini Enterprise Agent Platform now offers a private‑preview Agent Anomaly Detection service that asynchronously analyzes agents’ OpenTelemetry traces and logs to flag risky behavior (e.g., tool misuse, privilege abuse) without adding latency, surfacing findings in Security Command Center and via an API for automated mitigation.

    Google Developersgoogleblog.com4 min

  4. Building Sentry's Laravel AI Integration

    Sentry added zero‑config Agent Tracing for Laravel AI agents. The integration hooks into Laravel AI events and HTTP request events to create Chat spans for each LLM call, matching requests by provider URL prefix. Updating to sentry‑laravel 4.27 automatically instruments agents without any user code changes.

    Sentrysentry.io4 min