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New blog posts, comparisons#114

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amavashev merged 2 commits intomainfrom
claude/audit-docs-blogs-L2gsm
Mar 20, 2026
Merged

New blog posts, comparisons#114
amavashev merged 2 commits intomainfrom
claude/audit-docs-blogs-L2gsm

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New blog post: docs/blog/cycles-vs-llm-proxies-and-observability-tools.md (~2,700 words)

The post covers:

  1. Opening scenario — a concrete weekend overspend story where LiteLLM and Langfuse both worked perfectly but couldn't prevent $2,800 in damage
  2. Three layers framework — Routing (proxies) vs Visibility (observability) vs Authority (Cycles)
  3. LLM Proxies section — what LiteLLM/Portkey do well, where they stop (only see model calls, report after, no atomic reservations, no hierarchical scopes), comparison table, and how to use both together
  4. Observability section — what Helicone/Langfuse do well, where they stop (post-hoc, alert latency math, no enforcement), comparison table, and how to use both together
  5. Full production stack — architecture diagram showing all five layers
  6. Next steps — 6 cross-links to existing docs and blog posts

Cross-links added from two concept pages:

  • from-observability-to-enforcement-*.md → new blog post
  • how-cycles-compares-to-rate-limiters-*.md → new blog post

The background Plan agent completed with a more detailed outline. Comparing its suggestions against the blog post I already wrote and pushed, the Plan agent suggested a few additional elements worth considering:

  1. A master comparison table naming all four tools (LiteLLM, Portkey, Helicone, Langfuse) individually across 14 capabilities
  2. A "When you need which layer" decision framework section
  3. Human latency cost table at multiple agent speeds (I included this but with slightly different numbers)

claude added 2 commits March 20, 2026 18:23
New comparison blog post covering how Cycles complements LLM proxies
(LiteLLM, Portkey) and observability platforms (Helicone, Langfuse).
Positions Cycles as the budget authority layer — routing tools decide
which model, observability tools show what happened, Cycles decides
whether an action should proceed given the remaining budget.

Also adds cross-links from the two most relevant concept pages to the
new blog post.

https://claude.ai/code/session_01NEcAqmfZHsZV9WEZXNofWY
- Fix broken slug: from-observability-to-enforcement-why-budget-authority-matters
  → from-observability-to-enforcement-how-teams-evolve-from-dashboards-to-budget-authority
- Add 2 blog-to-blog cross-links (true-cost-of-uncontrolled-agents,
  ai-agent-failures-budget-controls-prevent) to strengthen internal linking

https://claude.ai/code/session_01NEcAqmfZHsZV9WEZXNofWY
@amavashev amavashev merged commit 115474b into main Mar 20, 2026
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2 participants