Claude: Elevated errors across many models [resolved]

Original Article ↗ Hacker News Discussion ↗

Service reliability & outage impact

  • Multiple users report Claude being unusable during the incident; some switch to other providers (e.g., GPT 5.5, Codex) citing better stability or speed.
  • Others say they rarely or never see issues, or feel reliability has improved in the last 1–2 months.
  • Some complain outages are now “every few weeks” and describe Anthropic as a “hot mess” since late 2025, though others disagree.
  • One user notes only Auto Mode’s safety classifier was erroring; switching to “Accept Edits” avoided failures.
  • Long-running agent sessions break on 500s; subagents erroring can cause the main agent to panic and reset the git state.

Claude Code quality, terminals, and UX

  • Several reports of Claude Code being slow, choppy, or garbling lines, especially in Windows Terminal and tmux; others say it’s “wonderful” and rock solid on their setups.
  • Specific bugs mentioned: massive scroll flashes, severe slowdowns in tmux over time, rendering issues that improve when vim mode is disabled.
  • Some compare other harnesses (Codex TUI, OpenCode, pi.dev) as faster, less buggy, or simpler; others argue Claude Code’s extra complexity reflects useful features (memory, tasks, sub-agents, worktrees) rather than pure bloat.
  • Complaints also extend to the web UI (opening settings spikes CPU/fans) and CLI flickering.

“Coding is solved” debate

  • Many criticize Anthropic’s public claims that coding/software engineering is “solved” or that “software engineer” as a role is fading.
  • Counterpoint: LLMs can write code, but complex engineering, large-scale distributed systems, and infrastructure reliability remain hard.
  • Some users see 10x gains for hobby projects but minimal gains on large, complex production systems, warning against unrealistic productivity expectations.

Model comparisons & usage

  • Mixed views on Claude vs GPT 5.5 vs Codex:
    • Some prefer Claude’s capability, humor, and lower BS confidence.
    • Others prefer GPT 5.5’s denser, more deterministic output and Codex’s long-task performance and auditability.
  • Claude is seen as stronger for rapid UI/frontend generation; Codex favored for large codebases and long tasks.
  • Outage risk is leading a few users to cancel Claude subs and rely solely on Codex or GPT.

Infrastructure, billing, and government offering

  • Users note Anthropic’s uptime lags OpenAI’s, and criticize janky products despite strong revenue and PMF.
  • One detailed comment describes confusing infrastructure/billing variants (Bedrock legacy/new, Claude for AWS, Marketplace, Anthropic’s own infra) and missing/buggy support for features like “Fast Mode” under certain billing routes.
  • Some speculate outages are due to rapid scaling, GPU scarcity, or “slop code” (referencing a prior code leak discussion), but root causes are unclear.
  • “Claude for Government” shows better uptime on the status page; users hypothesize separate, more predictable infrastructure.

Developer environments tangent

  • Long side discussion on Windows vs macOS/Linux as dev platforms.
  • Many report Windows is still common in large orgs, gaming, C++/graphics, CAD/CAE, and enterprises; others say they rarely see Windows among “serious” devs.
  • WSL2 is frequently mentioned as making Windows a viable dev environment.