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Title: GitHub - algorithmicsuperintelligence/optillm: Optimizing inference proxy for LLMs

Open Graph Title: GitHub - algorithmicsuperintelligence/optillm: Optimizing inference proxy for LLMs

X Title: GitHub - algorithmicsuperintelligence/optillm: Optimizing inference proxy for LLMs

Description: Optimizing inference proxy for LLMs. Contribute to algorithmicsuperintelligence/optillm development by creating an account on GitHub.

Open Graph Description: Optimizing inference proxy for LLMs. Contribute to algorithmicsuperintelligence/optillm development by creating an account on GitHub.

X Description: Optimizing inference proxy for LLMs. Contribute to algorithmicsuperintelligence/optillm development by creating an account on GitHub.

Opengraph URL: https://github.com/algorithmicsuperintelligence/optillm

X: @github

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	https://github.com/algorithmicsuperintelligence/optillm/blob/main/LICENSE
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	https://raw.githubusercontent.com/algorithmicsuperintelligence/optillm/main/moa-results.png
	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm#optillm-with-patchwork-july-2024
patchwork	https://github.com/patched-codes/patchwork
	https://raw.githubusercontent.com/algorithmicsuperintelligence/optillm/main/moa-patchwork-results.png
	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm#testing
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Open an issue	https://github.com/algorithmicsuperintelligence/optillm/issues/new
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good first issues	https://github.com/algorithmicsuperintelligence/optillm/labels/good%20first%20issue
	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm#development-setup
	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm#references
Eliciting Fine-Tuned Transformer Capabilities via Inference-Time Techniques	https://arxiv.org/abs/2506.08060
AutoThink: efficient inference for reasoning LLMs	https://dx.doi.org/10.2139/ssrn.5253327
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/autothink
Deep Think with Confidence: Confidence-guided reasoning and inference-time scaling	https://arxiv.org/abs/2508.15260
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/deepconf
Self-Discover: Large Language Models Self-Compose Reasoning Structures	https://arxiv.org/abs/2402.03620
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plugings/deepthink
CePO: Empowering Llama with Reasoning using Test-Time Compute	https://cerebras.ai/blog/cepo
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/cepo
LongCePO: Empowering LLMs to efficiently leverage infinite context	https://cerebras.ai/blog/longcepo
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plugins/longcepo
Chain of Code: Reasoning with a Language Model-Augmented Code Emulator	https://arxiv.org/abs/2312.04474
Inspired the implementation of coc plugin	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plugins/coc_plugin.py
Entropy Based Sampling and Parallel CoT Decoding	https://github.com/xjdr-alt/entropix
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/entropy_decoding.py
Fact, Fetch, and Reason: A Unified Evaluation of Retrieval-Augmented Generation	https://arxiv.org/abs/2409.12941
Evaluation script	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/scripts/eval_frames_benchmark.py
Writing in the Margins: Better Inference Pattern for Long Context Retrieval	https://www.arxiv.org/abs/2408.14906
Inspired the implementation of the memory plugin	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plugins/memory_plugin.py
Chain-of-Thought Reasoning Without Prompting	https://arxiv.org/abs/2402.10200
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/cot_decoding.py
Re-Reading Improves Reasoning in Large Language Models	https://arxiv.org/abs/2309.06275
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/reread.py
In-Context Principle Learning from Mistakes	https://arxiv.org/abs/2402.05403
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/leap.py
Planning In Natural Language Improves LLM Search For Code Generation	https://arxiv.org/abs/2409.03733
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plansearch.py
Self-Consistency Improves Chain of Thought Reasoning in Language Models	https://arxiv.org/abs/2203.11171
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/self_consistency.py
Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers	https://arxiv.org/abs/2408.06195
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/rstar.py
Mixture-of-Agents Enhances Large Language Model Capabilities	https://arxiv.org/abs/2406.04692
Inspired the implementation of moa	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/moa.py
Prover-Verifier Games improve legibility of LLM outputs	https://arxiv.org/abs/2407.13692
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/pvg.py
Monte Carlo Tree Search Boosts Reasoning via Iterative Preference Learning	https://arxiv.org/abs/2405.00451
Inspired the implementation of mcts	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/mcts.py
Unsupervised Evaluation of Code LLMs with Round-Trip Correctness	https://arxiv.org/abs/2402.08699
Inspired the implementation of rto	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/rto.py
Patched MOA: optimizing inference for diverse software development tasks	https://arxiv.org/abs/2407.18521
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/moa.py
Patched RTC: evaluating LLMs for diverse software development tasks	https://arxiv.org/abs/2407.16557
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/rto.py
AIMO-2 Winning Solution: Building State-of-the-Art Mathematical Reasoning Models with OpenMathReasoning dataset	https://arxiv.org/abs/2504.16891
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plugins/genselect_plugin.py
Test-Time Diffusion Deep Researcher (TTD-DR): Think More, Research More, Answer Better!	https://arxiv.org/abs/2507.16075v1
Implementation	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/blob/main/optillm/plugins/deep_research
	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm#citation
Star us on GitHub	https://github.com/algorithmicsuperintelligence/optillm
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optimization	https://patch-diff.githubusercontent.com/topics/optimization
api-gateway	https://patch-diff.githubusercontent.com/topics/api-gateway
proxy-server	https://patch-diff.githubusercontent.com/topics/proxy-server
openai	https://patch-diff.githubusercontent.com/topics/openai
agents	https://patch-diff.githubusercontent.com/topics/agents
monte-carlo-tree-search	https://patch-diff.githubusercontent.com/topics/monte-carlo-tree-search
moa	https://patch-diff.githubusercontent.com/topics/moa
mixture-of-experts	https://patch-diff.githubusercontent.com/topics/mixture-of-experts
openai-api	https://patch-diff.githubusercontent.com/topics/openai-api
large-language-models	https://patch-diff.githubusercontent.com/topics/large-language-models
llm	https://patch-diff.githubusercontent.com/topics/llm
prompt-engineering	https://patch-diff.githubusercontent.com/topics/prompt-engineering
chain-of-thought	https://patch-diff.githubusercontent.com/topics/chain-of-thought
genai	https://patch-diff.githubusercontent.com/topics/genai
llm-inference	https://patch-diff.githubusercontent.com/topics/llm-inference
llmapi	https://patch-diff.githubusercontent.com/topics/llmapi
agentic-framework	https://patch-diff.githubusercontent.com/topics/agentic-framework
agentic-workflow	https://patch-diff.githubusercontent.com/topics/agentic-workflow
agentic-ai	https://patch-diff.githubusercontent.com/topics/agentic-ai
Readme	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm#readme-ov-file
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Releases 90	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/releases
v0.3.12 Latest Dec 25, 2025	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/releases/tag/v0.3.12
+ 89 releases	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/releases
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Contributors 16	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/graphs/contributors
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+ 2 contributors	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/graphs/contributors
Python 99.8%	https://patch-diff.githubusercontent.com/algorithmicsuperintelligence/optillm/search?l=python
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