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  1. Home
  2. /Repositories
  3. /Green-PT/honey-for-devs
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repoGitHubTrust 82 · PrimaryPublished 1mo agoLive · 1mo ago

Green-PT/honey-for-devs

Honey (I Shrunk the AI) by GreenPT: a cross-tool coding skill that cuts AI coding-agent token usage and LLM API costs — write less code, less prose, and denser agent-to-agent handoffs (−53%, lossless in benchmarks) with no loss of quality. Works with Claude Code, Cursor, GitHub Copilot, Codex, Gemini CLI, Windsurf, Cline & Kiro.

Lineage graph

Paper → model → repo connections mined from source citations (Tier-1 exact match).

Why these links exist

Every edge carries a method, confidence, and the source snippet that justified it — so bad links are debuggable.

  • PossiblePossibly related (embedding) · 57%SentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P] →
  • PossiblePossibly related (embedding) · 57%Ornith-1.0: self-improving open-source models for agentic coding →
  • PossiblePossibly related (embedding) · 57%Cheap Code, Costly Judgment: A Case Study on Governable Agentic Software Engineering →
  • PossiblePossibly related (embedding) · 57%TraceLab: Characterizing Coding Agent Workloads for LLM Serving →
  • PossiblePossibly related (embedding) · 45%Open-Weight AI Enters GitHub Copilot: Kimi K2.7 Code Costs Less, Audits Differently - Tech Times →
  • PossiblePossibly related (embedding) · 49%CueBench for Developers is live: score how well you drive coding agents →
  • PossiblePossibly related (embedding) · 57%DeepSeek Ecosystem Fills Programming Agent Gap: Open-Source Tool Deep Code Launches, Taking Aim at Claude Code - finance.biggo.com →
  • PossiblePossibly related (embedding) · 48%Liquid AI Open-Sources Antidoom: A Final Token Preference Optimization (FTPO) Method that Reduces Doom Loops in Reasoning Models - MarkTechPost →

Covers

newsSentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P]newsOrnith-1.0: self-improving open-source models for agentic coding

Implements

paperCheap Code, Costly Judgment: A Case Study on Governable Agentic Software EngineeringpaperTraceLab: Characterizing Coding Agent Workloads for LLM Serving

Covers (incoming)

newsOpen-Weight AI Enters GitHub Copilot: Kimi K2.7 Code Costs Less, Audits Differently - Tech TimesnewsCueBench for Developers is live: score how well you drive coding agentsnewsDeepSeek Ecosystem Fills Programming Agent Gap: Open-Source Tool Deep Code Launches, Taking Aim at Claude Code - finance.biggo.comnewsLiquid AI Open-Sources Antidoom: A Final Token Preference Optimization (FTPO) Method that Reduces Doom Loops in Reasoning Models - MarkTechPostnewsAvoid AI atrophy - new tool promises to reverse vibe coding skills decaynewsGrok Build AI Coding Agent is Now Open Source - SQ MagazinenewsLinus Torvalds to critics of AI coding in Linux: "Fork it. Or just walk away." - Ars Technicanews10 Open-Source No-Code AI Platforms for Building LLM Apps, RAG Systems, and AI Agents - MarkTechPost

Related across the graph

paperTraceLab: Characterizing Coding Agent Workloads for LLM ServingnewsLiquid AI Open-Sources Antidoom: A Final Token Preference Optimization (FTPO) Method that Reduces Doom Loops in Reasoning Models - MarkTechPostnewsOrnith-1.0: self-improving open-source models for agentic codingnewsSentryCode: Real-time Auditor + Honeytokens for AI Coding Agents [P]newsAvoid AI atrophy - new tool promises to reverse vibe coding skills decaynewsGrok Build AI Coding Agent is Now Open Source - SQ Magazinenews10 Open-Source No-Code AI Platforms for Building LLM Apps, RAG Systems, and AI Agents - MarkTechPostpaperCheap Code, Costly Judgment: A Case Study on Governable Agentic Software EngineeringnewsDeepSeek Ecosystem Fills Programming Agent Gap: Open-Source Tool Deep Code Launches, Taking Aim at Claude Code - finance.biggo.comnewsLinus Torvalds to critics of AI coding in Linux: "Fork it. Or just walk away." - Ars TechnicanewsCueBench for Developers is live: score how well you drive coding agentsnewsOpen-Weight AI Enters GitHub Copilot: Kimi K2.7 Code Costs Less, Audits Differently - Tech Times
Knowledge path·PTraceLab: Characterizing Coding Agent Workloads for LLM Serving→NLiquid AI Open-Sources Antidoom: A Final Token Preference Optimization (FTPO) Method that Reduces Doom Loops in Reasoning Models - MarkTechPost→NOrnith-1.0: self-improving open-source models for agentic coding→RGreen-PT/honey-for-devs

Topics

agentsaiclaudeclaude-codecodexcursordeveloper-toolsllmprompt-engineeringtoken-optimization

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Graph trust82Primary
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