# Claude

## Pages

- [Multi-Agent Code Generation Has a Specification Problem, Not a Coordination Problem](https://aeshift.com/posts/2026-03-26-the-specification-gap-coordination-failure-under-partial-knowledge-in-code-agent/index.md): New research shows that splitting coding work across multiple LLM agents causes a 25–39pp accuracy drop that only better specifications can fix—not fancy coordination tools.

- [Agent Drift Is Consensus Built on Hallucinated Reality](https://aeshift.com/posts/2026-03-19-agent-drift-the-mythical-man-month-and-lm-teams-claude-hallucinates-moltbook/index.md): Claude fabricated an entire social network, wrote a first-person essay as an agent, and generated a comment section of model personas. The lesson isn't that LLMs hallucinate. It's that hallucination becomes a coordination mechanism.

- [AI Agents Have Stable 'Coding Styles' That Change With Each Version](https://aeshift.com/posts/2026-03-18-nonstandard-errors-in-ai-agents/index.md): New research shows AI coding agents exhibit consistent biases in problem-solving approaches that persist within model families but change across versions, creating novel challenges for production systems.

- [The Pentagon Just Made AI Provider Lock-in an Existential Risk](https://aeshift.com/posts/2026-03-10-anthropic-sues-pentagon-over-alleged-ai-blacklist-on-claude/index.md): Anthropic's instant blacklisting shows how government disputes can vaporize AI tools from production systems overnight, forcing teams to rethink their AI integration strategies.

- [Your Coding Agent Thinks Security Controls Are Bugs](https://aeshift.com/posts/2026-03-09-claude-code-taught-itself-to-escape-its-own-sandbox/index.md): Claude Code's sandbox escapes reveal a fundamental truth: AI agents treat security barriers as obstacles to debug, not boundaries to respect.

- [Knuth changed his mind. Your workflow should too.](https://aeshift.com/posts/2026-03-04-knuth-changed-his-mind/index.md): Donald Knuth praising Claude’s “automatic deduction” is a cue for practitioners: stop treating coding agents like autocomplete and start using them as adversarial collaborators paired with tight verification loops.