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davila7 avatar

Nowait Reasoning Optimizer

davila7/claude-code-templates
438 installs30.2k stars
Summary

This implements the NOWAIT technique from a 2025 paper that suppresses self-reflection tokens during inference to cut reasoning token usage by 27-51% without hurting accuracy. It works by blocking words like "wait," "hmm," and "alternatively" during generation, which forces models like QwQ and DeepSeek-R1 into more direct reasoning paths. Works great on RL-based models but can degrade performance on distilled ones since they rely heavily on the CoT structure from training. The implementation is straightforward, just a logit processor you drop into your generation call. If you're running reasoning models in production and token costs or latency matter, this is a clean win with minimal integration work.

Install to Claude Code

npx -y skills add davila7/claude-code-templates --skill nowait-reasoning-optimizer --agent claude-code

Installs into .claude/skills of the current project.

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belt - the only tool your agent needs
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CodeRabbit
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AI writes the code. CodeRabbit catches the slop.
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Plug Mailtrap into your AI workflow and let it handle the email.
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Make your agent a DeFi expert
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Agent, run crypto. Access onchain data & trade routes via 1inch.
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Try For Free →
CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
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Integrate web data into your AI product. One API to scrape website & brand data.
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Files
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Featured
CodeRabbit
CodeRabbit
AI writes the code. CodeRabbit catches the slop.
Try For Free →
MCP-ready Email SendingMCP-ready Email Sending
MCP-ready Email Sending
Plug Mailtrap into your AI workflow and let it handle the email.
Connect Mailtrap MCP →
Make your agent a DeFi expert
Make your agent a DeFi expert
Agent, run crypto. Access onchain data & trade routes via 1inch.
Install now →
Capacitor - Shared memory for your team’s coding agents.
Capacitor - Shared memory for your team’s coding agents.
Make coding agent sessions - Searchable, Shareable, Vendor-neutral & Scored.
Try For Free →
CodeScene MCP ServerCodeScene MCP Server
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Your agent targets a perfect 10 Code Health score. Deterministic. Every commit.
Try For Free →
Give your AI the whole web as clean markdownGive your AI the whole web as clean markdown
Give your AI the whole web as clean markdown
Integrate web data into your AI product. One API to scrape website & brand data.
Get API Key Now →
belt - the only tool your agent needs
belt - the only tool your agent needs
belt cli automatically finds the best tools and skills for your agent. image, video, music, tts...
one prompt install →
inference shell
inference shell
create and run specialised agents in minutes
build now →
Categories
Code Review & Quality
First SeenJun 3, 2026
View on GitHub

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