AI works better when it knows your work: the rules, examples, documents and data behind each decision. We map the workflow, then build around it. People still decide.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 26, 2026 at 12:30 PM
AI works better when it knows your work: the rules, examples, documents and data behind each decision. We map the workflow, then build around it. People still decide.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
阿里在 Apsara 大会亮出全栈 Agent 路线图：
Agent Native Cloud + AgentCore（企业级 Agent 平台）
+ Agent Context（实时上下文 + 长期记忆，知识密集场景最多省 67% token）。
信号：云厂商从「卖模型」转向「卖托管 Agent 平台」，
CIO 不用再自己拼编排/记忆/安全那套栈。
给独立开发者：上下文/记忆层是省 token 的洼地，
谁把 context 引擎做扎实，谁的 Agent 既便宜又准。
#AIAgent #AgentInfra #ContextEngineering
Agent Native Cloud + AgentCore（企业级 Agent 平台）
+ Agent Context（实时上下文 + 长期记忆，知识密集场景最多省 67% token）。
信号：云厂商从「卖模型」转向「卖托管 Agent 平台」，
CIO 不用再自己拼编排/记忆/安全那套栈。
给独立开发者：上下文/记忆层是省 token 的洼地，
谁把 context 引擎做扎实，谁的 Agent 既便宜又准。
#AIAgent #AgentInfra #ContextEngineering
September 25, 2026 at 5:31 PM
阿里在 Apsara 大会亮出全栈 Agent 路线图：
Agent Native Cloud + AgentCore（企业级 Agent 平台）
+ Agent Context（实时上下文 + 长期记忆，知识密集场景最多省 67% token）。
信号：云厂商从「卖模型」转向「卖托管 Agent 平台」，
CIO 不用再自己拼编排/记忆/安全那套栈。
给独立开发者：上下文/记忆层是省 token 的洼地，
谁把 context 引擎做扎实，谁的 Agent 既便宜又准。
#AIAgent #AgentInfra #ContextEngineering
Agent Native Cloud + AgentCore（企业级 Agent 平台）
+ Agent Context（实时上下文 + 长期记忆，知识密集场景最多省 67% token）。
信号：云厂商从「卖模型」转向「卖托管 Agent 平台」，
CIO 不用再自己拼编排/记忆/安全那套栈。
给独立开发者：上下文/记忆层是省 token 的洼地，
谁把 context 引擎做扎实，谁的 Agent 既便宜又准。
#AIAgent #AgentInfra #ContextEngineering
Meet Graphify - an #opensource tool that turns codebases and unstructured docs into queryable #KnowledgeGraphs to optimize LLM workflows.
Recent updates have improved parser features & cross-file resolution.
🔗 Learn more via #InfoQ – buff.ly/nEOMJ1x
#AI #LLMs #ContextEngineering
Recent updates have improved parser features & cross-file resolution.
🔗 Learn more via #InfoQ – buff.ly/nEOMJ1x
#AI #LLMs #ContextEngineering
September 25, 2026 at 3:30 PM
Meet Graphify - an #opensource tool that turns codebases and unstructured docs into queryable #KnowledgeGraphs to optimize LLM workflows.
Recent updates have improved parser features & cross-file resolution.
🔗 Learn more via #InfoQ – buff.ly/nEOMJ1x
#AI #LLMs #ContextEngineering
Recent updates have improved parser features & cross-file resolution.
🔗 Learn more via #InfoQ – buff.ly/nEOMJ1x
#AI #LLMs #ContextEngineering
AI agents can look forgetful when context compaction drops critical state. Typed summaries and regression probes make that failure measurable. #contextengineering
Before You Blame the Model, Check What Your Compactor Deleted
hackernoon.com
September 25, 2026 at 1:17 PM
AI agents can look forgetful when context compaction drops critical state. Typed summaries and regression probes make that failure measurable. #contextengineering
AI becomes more useful when the workflow has the right rules, examples, documents and connected data. Build around the work—and keep people deciding.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 25, 2026 at 12:30 PM
AI becomes more useful when the workflow has the right rules, examples, documents and connected data. Build around the work—and keep people deciding.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
You retype who you sell to and how you talk into every new chat, then wonder why the output sounds like nobody.
www.korvai.com/blog/context...
#contextengineering #promptengineering
www.korvai.com/blog/context...
#contextengineering #promptengineering
September 25, 2026 at 3:30 AM
You retype who you sell to and how you talk into every new chat, then wonder why the output sounds like nobody.
www.korvai.com/blog/context...
#contextengineering #promptengineering
www.korvai.com/blog/context...
#contextengineering #promptengineering
Your AI's Context Should Stop Growing
www.fathym.com/blog/2026/09...
#ContextEngineering #DevTools #Git
www.fathym.com/blog/2026/09...
#ContextEngineering #DevTools #Git
Your AI's Context Should Stop Growing | Fathym
Keeping a record of your work and giving AI agents context are different jobs. The record should grow forever. What you put in front of a model should not.
www.fathym.com
September 24, 2026 at 8:38 PM
Your AI's Context Should Stop Growing
www.fathym.com/blog/2026/09...
#ContextEngineering #DevTools #Git
www.fathym.com/blog/2026/09...
#ContextEngineering #DevTools #Git
When AI output feels flat, people rewrite the prompt. Wrong fix. Try this instead: "What do you need to know from me to do this well? Ask me up to 5 questions first." Answer them, then let it write.
#promptengineering #contextengineering
#promptengineering #contextengineering
September 24, 2026 at 6:30 PM
When AI output feels flat, people rewrite the prompt. Wrong fix. Try this instead: "What do you need to know from me to do this well? Ask me up to 5 questions first." Answer them, then let it write.
#promptengineering #contextengineering
#promptengineering #contextengineering
AI works better with the right context: your rules, examples, documents and connected data. We map the workflow, then build around it—so repetitive work becomes more consistent and people still decide.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 24, 2026 at 12:30 PM
AI works better with the right context: your rules, examples, documents and connected data. We map the workflow, then build around it—so repetitive work becomes more consistent and people still decide.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
Nobody hands a new hire a keyboard and says 'write something good,' no context, no examples. We do that to AI constantly. Skip the onboarding and it fills the gap with the most average version of everything, because average is all it has…
#contextengineering #promptengineering
#contextengineering #promptengineering
September 24, 2026 at 6:30 AM
Nobody hands a new hire a keyboard and says 'write something good,' no context, no examples. We do that to AI constantly. Skip the onboarding and it fills the gap with the most average version of everything, because average is all it has…
#contextengineering #promptengineering
#contextengineering #promptengineering
AI does not work in a vacuum. Give it the rules, examples, documents and connected data behind the work. Better context leads to more consistent output—and a system built around how your team actually works.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 23, 2026 at 12:30 PM
AI does not work in a vacuum. Give it the rules, examples, documents and connected data behind the work. Better context leads to more consistent output—and a system built around how your team actually works.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
What is #ContextEngineering, really?
Birgitta Böckeler breaks down the core components - instructions, conventions, tools, and MCP servers - along with the non-deterministic challenge every developer faces when relying on LLMs to load them.
🎥 Watch now: buff.ly/eVmX85i
#AI #LLMs #MCP #InfoQ
Birgitta Böckeler breaks down the core components - instructions, conventions, tools, and MCP servers - along with the non-deterministic challenge every developer faces when relying on LLMs to load them.
🎥 Watch now: buff.ly/eVmX85i
#AI #LLMs #MCP #InfoQ
September 22, 2026 at 11:45 AM
What is #ContextEngineering, really?
Birgitta Böckeler breaks down the core components - instructions, conventions, tools, and MCP servers - along with the non-deterministic challenge every developer faces when relying on LLMs to load them.
🎥 Watch now: buff.ly/eVmX85i
#AI #LLMs #MCP #InfoQ
Birgitta Böckeler breaks down the core components - instructions, conventions, tools, and MCP servers - along with the non-deterministic challenge every developer faces when relying on LLMs to load them.
🎥 Watch now: buff.ly/eVmX85i
#AI #LLMs #MCP #InfoQ
https://lckhd.eu/MmaRlV
#StrandsAgents #AIAgents #ContextEngineering #AmazonBedrock
There are a number of AI harnesses out there now. You have likely used coding harnesses like Claude Code or Codex.
#StrandsAgents #AIAgents #ContextEngineering #AmazonBedrock
There are a number of AI harnesses out there now. You have likely used coding harnesses like Claude Code or Codex.
Introducing Strands harness: frontier performance with 28% lower token cost
Strands harness is a fully assembled, customizable, state-of-the-art agent you run locally or deploy anywhere.
lckhd.eu
September 22, 2026 at 5:30 AM
https://lckhd.eu/MmaRlV
#StrandsAgents #AIAgents #ContextEngineering #AmazonBedrock
There are a number of AI harnesses out there now. You have likely used coding harnesses like Claude Code or Codex.
#StrandsAgents #AIAgents #ContextEngineering #AmazonBedrock
There are a number of AI harnesses out there now. You have likely used coding harnesses like Claude Code or Codex.
Most developers build #RAG for semantic similarity. But similar ≠ relevant!
Your coding agent can retrieve documents that match the prompt word-for-word - without actually getting the context it needs to solve the problem.
🔗 See how #ContextEngineering bridges the gap: ⇨ buff.ly/dbdIicm
#AI
Your coding agent can retrieve documents that match the prompt word-for-word - without actually getting the context it needs to solve the problem.
🔗 See how #ContextEngineering bridges the gap: ⇨ buff.ly/dbdIicm
#AI
September 21, 2026 at 5:35 PM
Most developers build #RAG for semantic similarity. But similar ≠ relevant!
Your coding agent can retrieve documents that match the prompt word-for-word - without actually getting the context it needs to solve the problem.
🔗 See how #ContextEngineering bridges the gap: ⇨ buff.ly/dbdIicm
#AI
Your coding agent can retrieve documents that match the prompt word-for-word - without actually getting the context it needs to solve the problem.
🔗 See how #ContextEngineering bridges the gap: ⇨ buff.ly/dbdIicm
#AI
#Claude #Code now reads AGENTS.md (when CLAUDE.md) is missing
#AI #Agents #CodingAgent #LLM #ContextEngineering
github.com/anthropics/c...
#AI #Agents #CodingAgent #LLM #ContextEngineering
github.com/anthropics/c...
AGENTS.md
AGENTS.md is a simple, open format for guiding coding agents. Think of it as a README for agents.
AGENTS.md
September 21, 2026 at 4:49 PM
#Claude #Code now reads AGENTS.md (when CLAUDE.md) is missing
#AI #Agents #CodingAgent #LLM #ContextEngineering
github.com/anthropics/c...
#AI #Agents #CodingAgent #LLM #ContextEngineering
github.com/anthropics/c...
AI works better with the right context: your rules, examples, documents and connected data. We map the workflow, then build a system around the way your team works.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 19, 2026 at 12:30 PM
AI works better with the right context: your rules, examples, documents and connected data. We map the workflow, then build a system around the way your team works.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
Bad AI output usually isn't a prompt problem. It's a missing-person problem. The model doesn't know your role, your audience, or your voice, so it writes to nobody. Give it a real example of you before you ask for the draft.
#contextengineering #promptengineering
#contextengineering #promptengineering
September 18, 2026 at 6:30 PM
Bad AI output usually isn't a prompt problem. It's a missing-person problem. The model doesn't know your role, your audience, or your voice, so it writes to nobody. Give it a real example of you before you ask for the draft.
#contextengineering #promptengineering
#contextengineering #promptengineering
Build enterprise context pipelines for AI - retrieval, ranking, filtering, compression, access control and prompt assembly with AWS examples. #contextengineering
Building Enterprise Context Pipelines: Retrieval, Orchestration, and Cloud-Native Architecture
hackernoon.com
September 18, 2026 at 9:32 AM
Build enterprise context pipelines for AI - retrieval, ranking, filtering, compression, access control and prompt assembly with AWS examples. #contextengineering
AI works better with the right context. Clear rules, examples, documents and connected data can turn unreliable answers into a workflow your team can review and use. We map the work, then build around it.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 17, 2026 at 12:30 PM
AI works better with the right context. Clear rules, examples, documents and connected data can turn unreliable answers into a workflow your team can review and use. We map the work, then build around it.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
Type just a question mark into a new chat and hit enter. Watch what happens: it won't ask you anything, it'll just guess a topic and run with it. That's what every blank prompt does.
#contextengineering #promptengineering
#contextengineering #promptengineering
September 17, 2026 at 3:30 AM
Type just a question mark into a new chat and hit enter. Watch what happens: it won't ask you anything, it'll just guess a topic and run with it. That's what every blank prompt does.
#contextengineering #promptengineering
#contextengineering #promptengineering
I pasted the same four paragraphs of context into a fresh chat about a dozen times a day and never counted it as work. It is work. It's the same setup, on repeat, forever, because the model forgets you the second the chat closes.
#contextengineering #promptengineering
#contextengineering #promptengineering
September 16, 2026 at 3:30 PM
I pasted the same four paragraphs of context into a fresh chat about a dozen times a day and never counted it as work. It is work. It's the same setup, on repeat, forever, because the model forgets you the second the chat closes.
#contextengineering #promptengineering
#contextengineering #promptengineering
AI can move quickly and still miss the mark without business context. Start with the rules, examples, documents and connected data that shape how your team works. Then build around it. People still decide.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 16, 2026 at 12:30 PM
AI can move quickly and still miss the mark without business context. Start with the rules, examples, documents and connected data that shape how your team works. Then build around it. People still decide.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
You'd never hand a new hire a laptop and say 'go write the homepage,' no examples, no context. But that's what most people do to their AI tool every single day. Write the onboarding once. Role, audience, voice, standards.
#contextengineering #promptengineering
#contextengineering #promptengineering
September 16, 2026 at 6:30 AM
You'd never hand a new hire a laptop and say 'go write the homepage,' no examples, no context. But that's what most people do to their AI tool every single day. Write the onboarding once. Role, audience, voice, standards.
#contextengineering #promptengineering
#contextengineering #promptengineering
内容平台 Sanity 这周上线了一个好设计：Agent Context。
思路很简单也很对：
与其让 Agent 整段读取内容（费 token、易跑偏），
不如给它一个结构化入口——直接查内容 schema，
拿到字段、类型、关系这些元信息。
把 schema 当生产代码来管👇🧵
#AIAgent #ContextEngineering
思路很简单也很对：
与其让 Agent 整段读取内容（费 token、易跑偏），
不如给它一个结构化入口——直接查内容 schema，
拿到字段、类型、关系这些元信息。
把 schema 当生产代码来管👇🧵
#AIAgent #ContextEngineering
September 14, 2026 at 5:31 PM
内容平台 Sanity 这周上线了一个好设计：Agent Context。
思路很简单也很对：
与其让 Agent 整段读取内容（费 token、易跑偏），
不如给它一个结构化入口——直接查内容 schema，
拿到字段、类型、关系这些元信息。
把 schema 当生产代码来管👇🧵
#AIAgent #ContextEngineering
思路很简单也很对：
与其让 Agent 整段读取内容（费 token、易跑偏），
不如给它一个结构化入口——直接查内容 schema，
拿到字段、类型、关系这些元信息。
把 schema 当生产代码来管👇🧵
#AIAgent #ContextEngineering
AI rarely fails in a vacuum. It fails when the workflow lacks the rules, examples, documents, or connected data that make an answer useful. Build the context first. Then automate what your team can trust.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation
September 14, 2026 at 12:30 PM
AI rarely fails in a vacuum. It fails when the workflow lacks the rules, examples, documents, or connected data that make an answer useful. Build the context first. Then automate what your team can trust.
#ContextEngineering #WorkflowAutomation
#ContextEngineering #WorkflowAutomation