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 Meta's new Muse Wonder API: web-search citations, a cost meter and an audit pass.
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 Meta and Sierra's draft agent standard, in Python: discovery, DPoP sessions, and replay tests.
Tutorials Benchmark Haiku 5.5 effort levels on your own tickets, then route cheap-first.
Tutorials OpenAI dots have no API yet. Build their allow/ask/hand-off rules in Python.
Tutorials Build an effort-routing tool-loop client for Beam's OpenAI-compatible API and size the self-host bill.
Tutorials Call OpenAI's agent loop from AWS with SigV4 in Python: create a session, send a turn, read items.
Tutorials Cloudflare's open Clef models return typed probabilities, not text. Build a cheap cascade router.
Tutorials Write a Claude Code mod that blocks, asks, and logs risky shell commands, then test it.
Tutorials OpenAI shipped MCP Events at DevDay. Build, sign and harden a server that pushes events to agents.