Benchmark proof
Curated scorecards
A product-facing readout of where task packets are already strong, where they still drift, and which repo shapes benefit most.
Start here
Run the packaged auth-refresh example
Map a small codebase, locate the implementation and its test, and load a focused context bundle without a model API key.
Follow the complete walkthroughSample artifacts
Real outputs from a strong `llama.cpp` packet.
These files are generated from Cartograph's local analysis path and are included here so people can inspect a focused bug-fix packet and a curated DeepWiki-style repo brief without leaving the site.
Artifacts
Open the packet, the brief, or the raw export.
Task packet
Markdown handoff
A prompt-ready bug-fix packet for the Dots OCR adapter and GGUF conversion path in `llama.cpp`.
Repo brief
DeepWiki-style summary
A curated architecture brief covering runtime, GGUF conversion, MTMD adapters, and server/web UI boundaries.
Highlights
Why this example is useful.
Focused
The packet stays on the actual bug surface.
- `tools/mtmd/models/dots_ocr.cpp` is the first candidate file.
- `convert_hf_to_gguf.py` stays in the working set.
- The exact Dots OCR GGUF test is the top validation target.
Structured
The repo brief reads like architecture, not a file dump.
- Core runtime and `ggml` layers are separated clearly.
- The GGUF conversion pipeline is explained as a subsystem.
- The Dots OCR issue is grounded in the right local context.