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docs: fix factual errors in LLM provider references#27

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docs/fix-factual-errors
Mar 10, 2026
Merged

docs: fix factual errors in LLM provider references#27
timeleft-- merged 1 commit intomainfrom
docs/fix-factual-errors

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Summary

Corrects three factual errors in documentation regarding LLM provider configuration:

  1. any-llm-sdk GitHub URL β€” Link was to non-existent marekstephens/any-llm-sdk. Corrected to mozilla-ai/any-llm (the official PyPI package maintainer).
  2. OpenRouter model count β€” Updated from understated "100+" to accurate "300–500+ models from 60+ providers".
  3. Removed unsourced latency claim β€” "~200–500ms CPU" for LLMLingua-2 had no supporting evidence; the LLMLingua-2 paper only benchmarks on GPU.

Files changed

  • README.md β€” 2 occurrences of any-llm-sdk URL + OpenRouter count
  • AGENTS_SETUP_INSTRUCTIONS.md β€” 1 occurrence of any-llm-sdk URL

All corrections consolidate messaging: OpenRouter as the default provider, any-llm-sdk infrastructure enables multi-provider support in future versions.

Verification

πŸ€– Generated with Claude Code

- Fix any-llm-sdk GitHub URL: mozilla-ai/any-llm (correct) instead of marekstephens/any-llm-sdk (non-existent)
- Update OpenRouter model count: 300–500+ from 60+ providers (was understated at 100+)
- Remove unsourced CPU latency claim (~200–500ms) for LLMLingua-2 compression
- Consolidate messaging: OpenRouter as default provider, any-llm-sdk enables future multi-provider support

Fixes based on:
- any-llm-sdk PyPI package maintained by Mozilla AI at mozilla-ai/any-llm
- OpenRouter current provider count verified at openrouter.ai
- LLMLingua-2 paper (2403.12968) only benchmarks on GPU; no published CPU latency data

Co-Authored-By: Claude Haiku 4.5 <noreply@anthropic.com>
@timeleft-- timeleft-- merged commit b4f6383 into main Mar 10, 2026
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@timeleft-- timeleft-- deleted the docs/fix-factual-errors branch March 10, 2026 19:04
timeleft-- added a commit that referenced this pull request Mar 10, 2026
…ules

Complete the corrections started in PR #27. That PR fixed README.md and
AGENTS_SETUP_INSTRUCTIONS.md but missed the same errors in protocol
READMEs, Python docstrings, the FAQ, and the protocols __init__.py.

Corrections applied across 8 files:

ACE naming: "Agentic Context Engine" β†’ "Agentic Context Engineering"
  - README.md, protocols/__init__.py, ace/README.md, ace/__init__.py,
    docs/fava_trails_faq.md

ACE affiliations: "Stanford/SambaNova" β†’ "Stanford, UC Berkeley, and SambaNova"
  - README.md, AGENTS_SETUP_INSTRUCTIONS.md, ace/README.md, ace/__init__.py,
    docs/fava_trails_faq.md

SECOM affiliations: "Microsoft" β†’ "Tsinghua University and Microsoft"
  - README.md, secom/README.md, secom/__init__.py, docs/fava_trails_faq.md

"Zero hallucination" β†’ "Purely extractive" (papers don't make that claim)
  - README.md, secom/README.md, docs/fava_trails_faq.md

OpenRouter "100+" β†’ "300–500+" (missed occurrence in AGENTS_SETUP_INSTRUCTIONS.md)

Removed link to kayba-ai/agentic-context-engine (community reimplementation
that renames core ACE concepts; official repo is ace-agent/ace)

Fixed protocols/__init__.py docstring claiming protocols are not designed
to run simultaneously β€” they ARE composable (staggered order values:
ace=10, rlm=15, secom=20)

All 558 tests pass.

Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
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