Tutorials Preserved Thinking: Build a Prefix-Drift Guard in Python
Claude now 400s agents that edit history. Catch the edit before the API does.
How-to content for builders, indie hackers, and AI engineers. Less theory, more shipped code.
Tutorials Claude now 400s agents that edit history. Catch the edit before the API does.
Tutorials Build an out-of-model tool broker in Python: per-agent identity, scoped policy, tamper-evident logs.
Tutorials Build a Python egress gate that stops the four workarounds Anthropic saw Claude use on live sites.
Tutorials Benchmark Haiku 5.5 effort levels on your own tickets, then route cheap-first.
Tutorials Build an effort-routing tool-loop client for Beam's OpenAI-compatible API and size the self-host bill.
Tutorials Write a Claude Code mod that blocks, asks, and logs risky shell commands, then test it.
Tutorials Run a durable Codex-powered agent in OpenAI's hosted sandbox with a custom tool and file outputs.
Tutorials Drive a real browser with GPT-6.1 Sol's batched computer tool, with guardrails.
Tutorials Rebuild the 21-hour enzyme-hunt pattern: cheap triage, deep read, budget cap, resumable.
Tutorials Forced tool use now 400s on Claude Sonnet 5.5. Replace it with strict tools and a retry guard.
Tutorials A Claude Code agent deleted 48,000 files in 103 seconds. Build the setup that stops it.
Tutorials Set up Claude Code's new Projects beta to run coordinated, parallel AI coding threads across repos.