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shhdwi merged 1 commit into from
Oct 14, 2026
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docs(readme): proof lines say what the page shows #596

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8 changes: 4 additions & 4 deletions README.md
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Expand Up @@ -70,7 +70,7 @@ npm install -g @trailhq/trail-code && trail init

**Same model, more tasks solved.** On SWE-bench Verified (real GitHub issues, graded by the maintainers' own tests), Claude Sonnet 5 solved **33 of 50** issues with the graft map and **27 of 50** without it, using 23% fewer tokens. [Details](#swe-bench-verified)

**Cheaper and faster.** Across 162 runs of the same agent on the same tasks: **32% lower cost**, **42% fewer tokens**, **60% less time**, and the same share of correct answers. On popular open-source repos, up to **4脳 cheaper** and **3脳 faster**. [Details](#benchmark)
**Cheaper and faster.** Across 162 runs of the same agent on the same tasks: **32% lower cost**, **42% fewer uncached input tokens**, **60% less time**, and the same share of correct answers. On PocketBase, 15 real tasks ran **21% cheaper** and **14% faster**. [Details](#benchmark)

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Expand Down Expand Up @@ -152,11 +152,11 @@ The graft map builds that understanding once, and keeps it current:
- **Plain files you can read.** Linked markdown nodes your agent opens and greps like any other file. No embeddings, no index to keep warm.
- **Summaries if you want them.** `trail build --deep` adds plain-English summaries of each part of the system, written by the model provider you choose, under your own key.

| | Cold Claude Code | Claude Code with the graft map |
| | Cold agent | Agent with the graft map |
|---|---|---|
| SWE-bench Verified, 50 real issues | 27 solved | **33 solved (+12 pts)** |
| Our benchmark, 162 runs | baseline | **32% lower cost, 42% fewer tokens, 60% less time** |
| Popular open-source repos | baseline | **up to 4脳 cheaper, 3脳 faster** |
| Our benchmark, 162 runs | baseline | **32% lower cost, 42% fewer uncached input tokens, 60% less time** |
| PocketBase, 15 real tasks | baseline | **21% cheaper, 14% faster** |

How it is measured: [Benchmark](#benchmark), [SWE-bench Verified](#swe-bench-verified) and [Tested on popular repos](#tested-on-popular-repos). How it is built: [the reference](#how-the-graph-gets-built).

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