One trace, two layers: OpenTelemetry between your LLM app and your cache
How BetterDB and LangWatch composed semantic-cache spans and LLM traces into one OpenTelemetry trace with zero integration code, and why OTel-native layers make it free.
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How BetterDB and LangWatch composed semantic-cache spans and LLM traces into one OpenTelemetry trace with zero integration code, and why OTel-native layers make it free.
Compare the best LLM gateways of 2026: LangWatch, LiteLLM, Portkey, OpenRouter, Kong, Vercel AI Gateway, Cloudflare, and Amazon Bedrock, on governance, latency, and pricing.
Important Claude Code skills shipped since February 2026, what each replaces, install commands, and the security problem that came with the marketplace.
Install @tabstack/claude-agent, wire its ready-built in-process MCP server into a query() call, and give Claude extraction, research, and browser tools.
A step by step tutorial: install @tabstack/eve, add one-line tool files, and give your agent schema-enforced extraction, research, and browser automation.
A step by step tutorial: install @tabstack/ai, give the model web tools, and stream a cited answer token by token instead of making users wait.
A step by step TypeScript tutorial: install @tabstack/langchain, call tools directly, then assemble an agent that reads a competitor's pages and produces a structured brief.
Why the agent harness shouldn't run inside the sandbox, and how to run it in your own backend instead.
What it actually takes to build agent approvals in-house: delivery, enrollment, pending state, fail-closed timeouts, recovery, and audit, itemized honestly.
Add a human approval step to a Vercel AI SDK agent with @pushary/ai-sdk: an askHuman tool that reaches a person on their phone and blocks until they decide.
Two working patterns for LangGraph human-in-the-loop with Pushary: a blocking decisions.ask tool inside a node, and interrupt() with a webhook-driven resume.
Cowork does real work unattended, and for individuals it keeps no reviewable record of what was asked and approved. Here is how to get one.
Cowork pauses on questions and approvals, and if you stepped away it just sits there. Route those moments to your phone so tasks finish while you are gone.
Answer Cowork's questions and go-aheads from your lock screen: paste one connector link, add standing instructions, and every session reaches you anywhere.
AI Plaza sat down with our founder to talk about why an agent should tell you the moment it is done, and how to keep a person in the loop without slowing the work down.
A useful AI agent audit log records the action, arguments, decision, who approved it, and which surface. Here is what to capture, and the honest limits.
The person or team who deployed the agent owns what it does. An audit trail of who approved each action is how you prove it.
Run several Claude Code agents at once and still know which is blocked, which finished, and which is burning budget.
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