REPOGEO REPORT · LITE
WeianMao/triattention
Default branch main · commit c3744ee6 · scanned 6/7/2026, 2:37:09 PM
GitHub: 769 stars · 73 forks
Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface WeianMao/triattention, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.
Action plan — copy-paste fixes
3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.
- hightopics#1Add relevant topics to the repository
Why:
COPY-PASTE FIXllm, kv-cache, attention, long-context, gpu-optimization, deep-learning, ai-inference, memory-compression, large-language-models
- highreadme#2Strengthen the README's opening problem statement
Why:
CURRENT*Compress KV cache by 10.7x and boost throughput by 2.5x on long reasoning tasks -- with no accuracy loss.*
COPY-PASTE FIX*TriAttention addresses the critical challenge of enabling **efficient long context reasoning for large language models (LLMs) on memory-constrained GPUs** by introducing trigonometric KV cache compression. It achieves 10.7x KV cache compression and 2.5x throughput boost on long reasoning tasks with no accuracy loss.*
- mediumhomepage#3Add the project homepage URL to repository metadata
Why:
COPY-PASTE FIXhttps://weianmao.github.io/tri-attention-project-page/
Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash
Category visibility — the real GEO test
Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?
Same questions for every model — switch tabs to compare answers and rankings.
- FlashAttention · recommended 2×
- QLoRA · recommended 2×
- bitsandbytes · recommended 1×
- AutoGPTQ · recommended 1×
- autoawq · recommended 1×
- CATEGORY QUERYHow to improve large language model long context reasoning on memory-constrained GPUs?you: not recommendedAI recommended (in order):
- bitsandbytes
- AutoGPTQ
- autoawq
- FlashAttention
- FlashAttention-2
- DeepSpeed
- ZeRO-Offload
- ZeRO-Infinity
- vLLM
- Hugging Face Transformers
- LoRA
- QLoRA
- ExLlamaV2
AI recommended 13 alternatives but never named WeianMao/triattention. This is the gap to close.
Show full AI answer
- CATEGORY QUERYWhat are methods to reduce KV cache memory usage for LLMs without accuracy loss?you: not recommendedAI recommended (in order):
- AWQ
- GPTQ
- QLoRA
- H2O
- StreamingLLM
- Multi-Query Attention
- Grouped-Query Attention
- Medusa
- Google's Speculative Decoding
- FlashAttention
- PagedAttention
AI recommended 11 alternatives but never named WeianMao/triattention. This is the gap to close.
Show full AI answer
Objective checks
Rule-based audits of metadata signals AI engines weight most.
- Metadata completenesswarn
Suggestion:
- README presencepass
Self-mention check
Does AI even know your repo exists when asked about it directly?
- Compared to common alternatives in this category, what is the core differentiator of WeianMao/triattention?passAI named WeianMao/triattention explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- If a team adopts WeianMao/triattention in production, what risks or prerequisites should they evaluate first?passAI named WeianMao/triattention explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
- In one sentence, what problem does the repo WeianMao/triattention solve, and who is the primary audience?passAI named WeianMao/triattention explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
Embed your GEO score
Drop this badge into the README of WeianMao/triattention. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.
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WeianMao/triattention — Lite scans stay free; this card itemizes Pro deep limits vs Lite.
- Deep reports10 / month
- Brand-free category queries5 vs 2 in Lite
- Prioritized action items8 vs 3 in Lite