Tutorials Claude Browser Toolset: Ref Targeting Over Pixels
Wire browser_toolset_20260801 to Playwright: ref targeting, batched turns, halt-on-failure.
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials Wire browser_toolset_20260801 to Playwright: ref targeting, batched turns, halt-on-failure.
Machine Learning Score any text for Claude-style SynthID watermarks in Python, with real measured g-values.
Tutorials Gate agent tool calls on what happened before, not one request at a time.
Tutorials Wire Cloudflare's agent-first browser into a Python LLM tool loop, with a Chromium fallback.
Tutorials Preflight your configs for gemini-3.7-flash: 5 breaking changes, a validator, real cost math.
Tutorials Build a custom tool plugin for DeepSeek's new open-source agent harness, then ship it as a bundle.
Tutorials Keep long-running Grok 4.6 agents cheap: cache keys, token budgets, and the 200K cliff.
Tutorials Build a tool-using DeepSeek V4-Pro agent with effort escalation, on the day it hit GA.
Tutorials Grok 4.6 self-verifies during long agent runs. Build a Python coding agent that checks its own work.
Tutorials Build a Python gate that scans MCP tool descriptions for hidden injections and pins them by hash.
Tutorials Generate a 30-second AI video with synced audio using ByteDance's Seedance 2.5 API in Python.
Tutorials Run the open-weight MiniMax H3 model to make 768p clips with in-sync stereo audio using Diffusers.