
Talorys: A Free Personal AI Agent on Cloudflare, and What 10,000 Neurons Buys
Talorys deploys a personal AI agent to your own Cloudflare account with one npx command. How far 10,000 free daily Neurons go and where "self-hosted" breaks.
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Talorys deploys a personal AI agent to your own Cloudflare account with one npx command. How far 10,000 free daily Neurons go and where "self-hosted" breaks.

Anthropic's unintended model actions report confirms a Claude model filed a false police tip. The four behaviors it lists and the scoping mistake behind each.

CLAUDE_CODE_RETRY_WATCHDOG=1 makes Claude Code wait out 429 and 529 errors instead of failing after 10 retries. When to use it, how to cap it, what we measured.

Claude Code's Explore subagent runs on your main model, and CLAUDE_CODE_SUBAGENT_MODEL alone won't move it. Three ways to put it on Haiku 5.5, with test runs.

Team seats ($25 or $125 a month), Enterprise ($20 plus API-rate usage) or the Console API? How to pay for Claude Code for a team, with 10-developer math.

One agent run crashes mid tool call, waits two days for approval, then retries a charge. How LangGraph, Mastra, Pydantic AI and OpenAI Agents SDK handle it.

EmbeddingGemma 2 is a 740M open model that embeds code, images, video and audio in one space. Specs, Matryoshka storage math, and where it breaks.

OpenAI Decisions API costs $0.10 per million input tokens, 2.4x Jev. Pick Jev for cheap text decisions, Clef-flash for speed, Decisions API for images.

Google's Gemini agent can create coworker agents with their own Workspace account, email and audit trail. What Google announced and what builders should copy.

Claude Opus 5.5 and Higgsfield MCP built an interactive 3D Library of Alexandria in the browser. The verified connector setup and where the workflow holds up.

OpenCode server on Railway: run opencode serve in a container as a password-protected HTTP API with a persistent volume, reachable from any machine or webhook.

An agent harness is everything around the model: loop, tools, context, sandbox. How Pi, DeepSeek, Codex and Claude Code differ, and how to choose.
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