Navigate oncology trial complexity under execution pressure with Andrew Zupnick, PhD, Heidi Gillenwater, MD, Elise Horvath Walsh, MD, VP and Victor Moreno, MD, PhD in this webinar hosted by Worldwide Clinical Trials Oncology. ASCO may shape scientific direction, but sponsors still have to convert insight into executable development strategy. As biomarker-driven approaches, novel modalities, AI, and multi-cohort designs raise complexity, success increasingly depends on early operational alignment across protocol design, feasibility, oversight, vendors, data flows, and global study execution. Register for this webinar to learn how ASCO 2026 insights can inform faster decisions, more feasible trial design, and stronger execution as oncology programs scale: buff.ly/uyg82gl #WorldwideClinicalTrials #Oncology #ClinicalTrials #OncologyDrugDevelopment #ClinicalOperations #Biomarkers #PrecisionMedicine #EarlyPhaseTrials #TrialExecution #ProtocolDesign #AIInHealthcare #Biopharma #LifeSciences #DrugDevelopment

📷 Most "protocols" are monoliths dressed up with buzzwords. Arcadia ships a real 4-layer stack: Data Capture → RDA Verification → Token Incentive → Governance Each layer decoupled. All layers composable. Built to scale, not to demo 📷​ #Arcadia #ProtocolDesign #Web3Infra

Kaanch Network delivers scalable blockchain architecture designed to support continuous ecosystem expansion at a global level. kaanch.com #KaanchNetwork #ProtocolDesign #GlobalScale #Web3Infrastructure

Kaanch Network provides the infrastructure required to support large-scale Web3 participation and application growth. kaanch.com #KaanchNetwork #ProtocolDesign #MassAdoption #Web3

Kaanch Network integrates high-performance infrastructure designed to support scalable and efficient blockchain deployment. kaanch.com #KaanchNetwork #ProtocolDesign #DigitalInfrastructure #Web3

𝐔𝐬𝐞 𝐗 𝐒𝐞𝐚𝐫𝐜𝐡 𝐏𝐫𝐨𝐩𝐞𝐫𝐥𝐲 The biggest mistake people make is searching for project names. Don’t do that. Search for BEHAVIOR instead. Most early projects use certain keywords and hashtags for visibility, so instead of searching for names, search for the words they naturally use while building. Here are a few keywords/hashtags for job hunting #AIStack
#SmartAgents
#OnchainAI
#BuildingInPublic
#TokenUtility
#DecentralizedInfra
#Web3UseCases
#Layer1
#Layer2
#Interoperability
#SmartContracts
#DappDevelopment
#ZeroKnowledge
#ZKRollups
#ModularBlockchain
#OnchainGovernance
#ProtocolDesign There are many more, so do well to DYOR.

# Imprint：一个 Skill 定义了 Agent 与人交互的「协议」 --- 大多数 Agent Skill 是「教 Agent 做一件事」——写代码、做 code review、剪视频、生成 SEO 内容。 Imprint 不教 Agent 做事。它教 Agent **怎么跟你协作**。 而且它不是教一个 Agent。它是一份协议——一份任何 Agent（Claude Code、Codex、Cursor、Copilot、Gemini、Hermes……11 个）都能读写的文件，定义了「你是谁、你怎么工作、你偏好什么、你踩过什么坑」。 我把这种 Skill 称为**协议级 Skill**。 --- ## 它到底做了什么 第一次运行时，Imprint 会跟你聊天。不是聊项目，是聊你。 「你平时做什么类型的项目？」 「开始新项目时，你是先写计划还是直接动手？」 「你用几个 AI 工具？」 每次只问一个问题。等你的答案，再问下一个。 这段对话变成一个 `.dna.md` 文件，放在你的项目或 home 目录下。312 个 token。 之后每次新 session，Agent 自动读取这个文件。你的代码风格、你的 review 标准、你的 debug 习惯、你的 git 偏好——全在里面。 换模型？换平台？文件跟你走。 --- ## 为什么说它是「协议级」 如果你去看它的 SKILL.md，你会发现它不像一个教程或操作手册。它像一份 RFC。 它定义了一套 **DSL（领域特定语言）**： ``` ::DNA{user} ::META{schema:2.0|updated:2026-04-18|sessions:5} ::CORE{ ::GENE{debug|conf:confirmed|scope:global} T:check_architecture_before_code A:guess_from_error_message⇒wrong_direction } ::FACT{key:preferred_stack|value:react,node|conf:confirmed} ::LESSONS{ ::LESSON{id:middleware_order_matters|type:debug|scope:project|conf:confirmed} } ::END{DNA} ``` 这不是一个 Agent 的内部记忆格式。这是一个**跨 Agent、跨平台、跨 session 的数据交换格式**。 任何一个实现了 Imprint 协议的 Agent，都能： - 读取 `.dna.md`，理解你的偏好 - 在协作中更新它（`conf:1/5` → `conf:confirmed`） - 处理冲突（两个不同 Agent 对你的同一个偏好做出了矛盾的推断） 这跟 TCP 定义数据包格式、HTTP 定义请求格式，是同一个思路。只是它的 domain 是「人-Agent 协作」。 --- ## 协议中最精妙的设计 **Rule 1：永远不要对用户暴露内部术语。** SKILL.md 里白纸黑字写了一条铁律：禁止对用户说「DNA」「gene」「behavioral pattern」「encode」「mutation」「decay」「confidence level」。 说人话。「我记了点笔记方便下次」。「慢慢我们配合会更顺」。 这是整个协议里最被低估的设计决策。它把协议的复杂性封装在 Agent 侧，用户只看到一个聊天很自然的 Agent，偶尔会说「我记住了」。 **Rule 2：一次只问一个问题。** SKILL.md 里标注了 NON-NEGOTIABLE。不允许列问题清单。问一个，等答案，再问下一个。 这个规则来自血的教训——v1.0 一口气问 4-6 个问题，用户跑了。v1.1 修了。 两条规则加起来，定义了 Agent-Human 交互的基本礼仪。不是技术问题，是 UX 问题。而协议把 UX 写进了规范。 --- ## 自我进化机制 Imprint 不只记录，它会进化。 **变异规则**：同一个行为出现 3 次以上 → 确认为固定偏好。用户明确否定 → 标记为反模式。一次性事件 → 忽略。 **衰减规则**：30 天没出现的试探性偏好 → 删除。被多次确认的教训 → 升级。矛盾偏好 → 按上下文拆分。 **冲突解决**：五个冲突类型，每种有明确处理规则。 - 用户当面说「给我详细输出」，但 profile 里写 `minimal_output` → 听用户这次的，不改 profile。重复 3 次再更新 - 全局偏好「先建后规划」，但某个项目要求「先写 spec」→ 项目覆盖全局，记录不匹配，不删全局基因 - 两个 Agent 对你的技术栈做了不同推断 → 都降级为试探性，等用户确认 这是一套完整的**分布式系统共识协议**。只不过共识的对象是「你是一个什么样的开发者」。 --- ## 一个文件，11 个能力域 Imprint 覆盖了这些通常需要单独 Skill 的领域： | 能力 | 实现方式 | |------|---------| | 记忆 | 存模式不存事件，比自然语言记忆小 90% | | 压缩 | 结构化格式是默认，不是可选模式 | | 代码审查 | 按你的标准 review，不是通用最佳实践 | | 调试 | 先查架构再查代码，二分法排查 | | 规划 | 读你的风格。建优先？那就直接写代码 | | 进度追踪 | 只在里程碑节点保存，10 条后自动压缩 | | 测试 | 多模型交叉验证；单模型强制自检 | | Git | 可搜索 commit README 即落地页 | | SEO | 结构化输出天然更易被 AI 搜索引擎解析 | | 设计 | 从你的代码和 profile 推断审美偏好 | | 文案 | 语气、术语、节奏从你的 imprint 中推导 | 一个文件。11 个领域。深度因领域而异。 --- ## 这东西为什么重要 我们正在进入一个「一人多用 Agent」的世界。你早上用 Claude Code 写后端，下午用 Codex 写前端，晚上用 Cursor 调 UI。三个 Agent，三个 session，三个完全不同的上下文。 目前的解决方案是什么？复制粘贴 CLAUDE.md。手动维护多份。Agent A 学到的，Agent B 完全不知道。 Imprint 说：**不要复制文件。定义协议。** 一份 `.dna.md`，所有 Agent 都能读写。Agent A 发现你讨厌冗长输出 → 写进协议。Agent B 下次 session 自动读取 → 「好的，简洁输出」。 这不是一个 feature。这是一个 **infrastructure**。 --- ## 用户拥有数据 `.dna.md` 是纯文本。放在你的项目里。你拥有它。 - 读它——不是黑盒，不是 vendor cache - 改它——直接编辑，偏好调一下，commit - 版本它——git 管理 - 分享它——给队友一份，他们继承你的工作风格 - 迁移它——换工具，文件跟你走 SKILL.md 里专门写了一行：「User owns this file.」不是比喻。是设计原则。 --- ## 我的判断 Imprint 的 GitHub star 不多（78），但它的设计质量远超这个数字。 它不是那种「酷炫 demo」型的 Skill。它是基础设施型的。用的人越多，价值越大。Agent 越多，协议越必要。 如果 Karpathy Skills（220K 星）定义了 Agent 该怎么写代码，Imprint 定义了 Agent 该怎么理解人。 前者是行为约束。后者是交互协议。 协议级 Skill 这个概念，2026 年会被越来越多地讨论。Imprint 是目前我看到的最接近完整实现的一个。 --- 来源：ilang-ai/Imprint, GitHub github.com/ilang-ai/Imprint Awesome Skills: awesomeskills.dev/en/skill/i… #AgentSkills #Imprint #ProtocolDesign #ClaudeCode

The long-term development of all Web3 ecosystems relies on the neutral rule system built by underlying protocols. The innovation and prosperity of application layers are essentially extensions and implementations of underlying rules. Most current industry projects focus on superficial application innovation, ignoring the core logic of decentralized collaboration: a trusted, fair and traceable value distribution system. Whether it is DeSci scientific research collaboration, distributed AI computing scheduling or multi-party data sharing, the core pain point of all decentralized scenarios is the inability to quantify participant contributions, confirm value rights and formulate standardized income distribution rules. The core significance of underlying protocols is to provide a universal, fair and automated on-chain rule system for all types of decentralized collaboration scenarios. High-quality underlying protocols never rely on short-term hype and traffic. By continuously polishing neutral and universal underlying rules, they empower ecological innovation and implementation. They ensure that every contribution from computing, data and scientific research can be accurately identified and positively incentivized, building a sustainable decentralized collaboration ecosystem. #HETU #Setu #ProtocolDesign #DecentralizedCollab #Web3Growth

After multiple market cycles, the crypto space is shifting its preference from short-term narrative speculation toward fundamental paradigm reconstruction. The market has begun to revalue the long-term significance of protocol-layer infrastructure. Fluctuations at the application layer ultimately rely on the underlying protocol’s security, neutrality and openness. Most innovations in emerging tracks will eventually settle into the infrastructure layer to undertake rule-making, right confirmation and incentive logic. The long-term value of a protocol never lies in frequent version updates or short-term market hype. It lies in continuously building a stable neutral underlying framework that allows DeSci, AI computing and decentralized collaboration scenarios to grow naturally under unified on-chain rules. #HETU #Setu #CryptoParadigm #ProtocolDesign #Web3Evolution

KEX ensures that all transactions adhere to deterministic on-chain rules, reinforcing transparency and consistency. k.exchange #kaanchNetwork #KEX #kaanchexchange #ProtocolDesign

Tokenopoly Explainer🧠 Each property runs its own system. Separate liquidity. Separate risk. 🔒 No cross-contamination between markets. Explore: tokenopoly.io/?utm_source=x&… #ProtocolDesign #RWA

Yes, $NONPC is a Solana meme token but the real story is underneath the protocol grade architecture, sustainable mechanics, genuine utility. That's what separates contenders from pretenders #Solana #MemeCoin #ProtocolDesign

🔥Predictability is not a limitation. It’s a feature of well-designed protocols. TSR aims for consistent execution by design. #TSR #TESSERA #ProtocolDesign #CryptoEngineering

A signal is moving beneath the chains. Not another token. Not another bridge. An execution fabric. A network that will speak across networks. To the builders of blockchains, infra, validators, relayers, and protocol rails: watch the horizon. The giant is not arriving loudly. It is assembling quietly. #RANNTA #Layer0 #Interoperability #BlockchainInfrastructure #CrossChain #Web3Infrastructure #ProtocolDesign #Validators #Relayers #ExecutionLayer #FutureOfWeb3 #OnchainInfrastructure

🔥Clear logic leads to stable execution. TSR focuses on making protocol behavior predictable over time. #TSR #TESSERA #ProtocolDesign #Blockchain

Beatcoin isn't a "move fast and break things" project. We are guided by Long-term Constraints. 🏗️ These principles shape our: 1️⃣ Protocol Architecture 2️⃣ Evolution of Incentive Models 3️⃣ Integration of AI Capabilities By sticking to our core, we remain neutral, scalable, and resistant to short-term market distortions. #BuildToLast #ProtocolDesign

Efficiency at the protocol level drives innovation. Kaanch Network is built to support the next generation of on-chain applications. kaanch.com #KaanchNetwork #ProtocolDesign #DigitalInfrastructure

The Killer Feature: No Auto-Deleveraging (ADL). On many platforms, if the system gets too risky, they force-close profitable traders to save the protocol. SparkDEX uses a unique liquidity design to prevent this. Your winners stay winners. 🏆 #TradingTips #CryptoAlpha #OnChain #ProtocolDesign #WealthBuilding

Kaanch Network is structurally positioned to accommodate the next wave of ecosystem expansion. kaanch.com #KaanchNetwork #EcosystemGrowth #ProtocolDesign #Scalability