Entity trail

context-engineering-kit

Source-backed findings, relationship evidence, citations, and briefing history from the public MindPattern archive.

Briefing refs

Findings

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Corpus findings

2026-06-10 / skill-finderWrite sub-agent prompts using explicit 'persuasion principles' to raise complianceNeoLabHQ's context-engineering-kit ships an 'Agent Persuasion Principles' skill specifically for sub-agent workflows, treating the instruction-following of a delegated agent as something you engineer with deliberate framing (clear role authority, justified constraints, consequence framing) rather than hope for. It's a non-obvious lever: the same task delegated with persuasive structure lands more reliably than a bare imperative. Lift the kit's persuasion patterns into your orchestrator→subagent prompts when a delegated agent keeps ignoring constraints or under-delivering.
2026-06-10 / skill-finderUse Subagent-Driven Development: one fresh subagent per task to stop context pollutionNeoLabHQ's open-source context-engineering-kit packages a Subagent-Driven Development (SADD) workflow where each implementation task is handed to a fresh subagent with its own isolated context window and restricted tools, so the orchestrator's main context stays clean and earlier task details don't contaminate later ones. Reported effect of this isolation pattern is 60–70% lower per-request token consumption versus a monolithic agent and fewer cross-domain hallucinations. Install via `/plugin marketplace add NeoLabHQ/context-engineering-kit` and route multi-step builds through SADD instead of doing everything in one long thread.
2026-04-14 / skill-finderGoogle ADK Context Engineering: Five-Layer Architecture Treats Context as First-Class System with Lifecycle and ConstraintsGoogle's open-source Agent Development Kit framework implements context engineering as a structured system with five distinct layers: system instructions, tool definitions, conversation history, retrieved knowledge, and user profiles. Each layer has its own lifecycle, optimization constraints, and budget management. The framework makes active context engineering achievable in production multi-agent systems rather than relying on ad-hoc prompt construction.
2026-04-13 / skill-finderNeoLab Context Engineering Kit: Open-Source Claude Code Skills with Structured Reasoning Templates — Tree of Thoughts, Self-Critique, Problem DecompositionThe NeoLab Context Engineering Kit (CEK) is an open-source collection of hand-crafted Claude Code Skills with structured reasoning templates including Zero-shot and Few-shot Chain of Thought, Tree of Thoughts, Problem Decomposition, and Self-Critique. Compatible with Claude Code, OpenCode, Cursor, Antigravity, and Gemini CLI. Key design principle: minimizes context pollution by loading only needed plugins and their specific agents/commands/skills. Granular installation means you add only what you need. For builders: this is the first curated, cross-platform skill marketplace with benchmarked reasoning patterns you can drop into any AI coding agent.
2026-04-10 / arxiv-researcherTokalator: Open-Source Context Engineering Toolkit for AI Coding AssistantsAddresses the practical problem that AI coding assistants operate within finite context windows (128K–1M tokens as of early 2026) but offer limited tooling for monitoring token consumption. Tokalator provides a VS Code extension and CLI for real-time token tracking, context budget visualization, and optimization strategies. Open-source toolkit directly relevant to developers managing context in Claude Code, Cursor, or Copilot.

Graph relationships

SUPPORTS
Antigravity
Context Engineering Kit works with Antigravity.
Source finding
SUPPORTS
Cursor
Context Engineering Kit works with Cursor.
Source finding
SUPPORTS
OpenCode
Context Engineering Kit works with OpenCode.
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SUPPORTS
Claude Code
Context Engineering Kit works with Claude Code.
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RELEASED
NeoLabHQ
NeoLabHQ open-sourced the context-engineering-kit implementing SADD workflow
Source finding
RELEASED
NeoLabHQ -> context-engineering-kit
NeoLabHQ open-sourced the context-engineering-kit implementing SADD workflow
Source finding

Source trail

GitHub — NeoLabHQ/context-engineering-kit (Agent Persuasion Principles)GitHub — NeoLabHQ/context-engineering-kit Google Developers Blog — Context-Aware Multi-Agent Framework arXiv

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