docs: fix README typos and copy bugs

[HugoTheCat]

Summary

• Fix three copy bugs in README.md — no code changes.
• Notably, the TokenJuice bullet was claiming the layer increases latency (the opposite of intent).

Problem

• non-Asccii typo (line 57).
• TokenJuice bullet (line 57): Reducing costs & increasing latency by upto 80% — reads as a regression and contains upto.
• Memory Trees sentence (line 73): have [Memory Trees](…) compresses everything — subject/verb disagreement under the have X do Y construction.
• Intro sentence (line 75): In just one sync pass and the agent has full (compressed) context your inbox… — dangling and, and missing of after context.

Solution

• non-Asccii → non-ASCII.
• Reducing costs & increasing latency by upto 80% → Reducing cost & latency by up to 80%.
• have Memory Trees compresses → have Memory Trees compress.
• In just one sync pass and the agent has full (compressed) context your inbox… → In just one sync pass, the agent has full (compressed) context of your inbox….

Submission Checklist

• Tests added or updated — N/A: README copy fix, no behavior change.
• Diff coverage ≥ 80% — N/A: documentation-only change, no executable lines.
• Coverage matrix updated — N/A: behaviour-only change (no feature added/removed/renamed).
• All affected feature IDs listed under ## Related — N/A: no feature touched.
• No new external network dependencies introduced — N/A: no code change.
• Manual smoke checklist updated — N/A: not a release-cut surface.
• Linked issue closed via Closes #NNN — N/A: no tracking issue.

Impact

• Documentation only. No runtime/platform impact.

Related

• Closes: N/A
• Follow-up PR(s)/TODOs: none.

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AI Authored PR Metadata (required for Codex/Linear PRs)

Linear Issue

• Key: N/A
• URL: N/A

Commit & Branch

• Branch: docs/readme-typos
• Commit SHA: 54f2f038

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Note to reviewers

Pre-push hook (pnpm format:check) failed locally with sh: cargo: command not found in its rust:format:check step — environment issue, unrelated to this README-only change. Prettier itself reported "All matched files use Prettier code style!" before the cargo step failed. Pushed with --no-verify per the project's documented policy for pre-existing/unrelated hook failures.

Summary by CodeRabbit

• Documentation
  • Updated feature descriptions for clarity and accuracy
  • Refined explanation of smart token compression benefits and cost/latency reductions
  • Clarified how context compression and storage works

[coderabbitai]

Caution

Review failed

The pull request is closed.

ℹ️ Recent review info

⚙️ Run configuration

Configuration used: Organization UI

Review profile: CHILL

Plan: Pro

Run ID: ba9e1e63-c591-4d14-8655-262b3269c886

📥 Commits

Reviewing files that changed from the base of the PR and between 2426110 and 54f2f03.

📒 Files selected for processing (1)

• README.md

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📝 Walkthrough

Walkthrough

README.md receives two documentation updates: the TokenJuice feature description is reworded to fix typos and clarify cost/latency reduction impact, and the auto-fetch context section is rewritten to correct the explanation of periodic sync, Memory Trees compression to Markdown, Obsidian wiki storage, and context availability.

Changes

Documentation Updates

Layer / File(s)	Summary
TokenJuice Feature Description README.md	TokenJuice feature bullet corrected for typos and reworded to state "Reducing cost & latency by up to 80%" instead of "increasing latency."
Auto-Fetch Context Section README.md	"Context in minutes, not weeks" section rewritten to clarify periodic auto-fetch loop, Memory Trees compression to Markdown files stored in Obsidian-style wiki, and full compressed context availability after one sync pass.

Estimated code review effort

🎯 1 (Trivial) | ⏱️ ~3 minutes

Possibly related PRs

• tinyhumansai/openhuman#1392: Modifies the same Obsidian wiki documentation for Memory Trees and auto-fetch/sync flow descriptions.
• tinyhumansai/openhuman#1449: Directly related—rewrites the same README.md sections for TokenJuice and context sync descriptions.

Poem

🐰 With whiskers twitched and nose held high,
The prose now flows, no typos nigh!
Token juice squeezed, context flows free,
In Markdown trees, for all to see. ✨

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[senamakel]

merged baby