Top Tweets for #contextengineering
[GN⁺] LLM 시대의 엔지니어링
(by 9bow님)
https://t.co/anfGCSuVLb
#geeknews #llm #contextengineering #aiengineering #codereview #aislop
SageOx Raises $15M Seed
#AI #AIAgents #AgenticAI #AINative #AIInfrastructure #ContextEngineering #HumanAI #HumanAgentCollaboration #EnterpriseAI #Seed #Funding #SageOx
https://t.co/VPnSryG3bT
People assume AI startups are just GPT wrappers. Then I show them this. Anyone want to understand how CILOW actually works?
PS: it's all math.
Jon Beta: @cilow_ai @generalizedlabs
#AI #AIAgents #ContextEngineering #AIInfrastructure #MachineLearning #ContextInfrastructure #AIAgents

CMSWire Columnist Pierre DeBois explains why brands winning in AI search fix their data infrastructure before investing in more content.
https://t.co/t5J4459Tav
#AEO #ContextEngineering #MarTech

Every AI session should leave something useful behind.
A decision. A pattern. A warning. A sharper understanding of the project.
If nothing survives when the chat closes, your team is paying the same context tax tomorrow.
#FAI #ContextEngineering #DeveloperTools
コンテキスト管理能力は才能ではない。
コンテキストエンジニアリングは職人技ではない。
それらを必要とする時代そのものに、私達は宣戦布告する。
プロンプトに腐心する時代の更に次の時代は既に終わりを迎えている。
AnchorSpec.
#PromptEngineering #ContextEngineering #AnchorSpec
Is Context Engineering the New AEO Secret Sauce? by @zimanaanalytics https://t.co/Xhv8jM6viB #ContextEngineering #AEO
A project is the work.
A workbench is how the work gets done: decisions, patterns, preferences, tools, context, and the stuff everyone forgets to write down.
Your AI needs both.
That’s the layer FAI is built for.
#FAI #ContextEngineering #DeveloperTools
Claude Codeで「さっき言ったこと無視された」経験ありませんか?
それ、コンテキスト劣化です。
✅ 5つの劣化パターン
✅ 4つの最適化戦略
✅ MCPのトークンを99%削減する方法
✅ OSSスキル集の導入コマンド付き
#ClaudeCode #AI #LLM #ContextEngineering
https://t.co/zxNfV4EhuG
AI Tip of the Day: retrieval quality matters.
The best answer usually comes from the best match.
This is a big part of what I’m learning right now.
#AI #RAG #LearningInPublic #AI #RAG #AIEngineering #RetrievalAugmentedGeneration #LLMs #ContextEngineering #Embeddings #Vector

The next generation of devtools won't be built around models.
They'll be built around memory.
#AIEngineering #DeveloperTools #LLMs #ContextEngineering
Claude limit exhausted.
Most developers think they need better prompts.
Most actually need better context.
The model isn't dumb.
Your context is broken.
#ClaudeCode #AIEngineering #DeveloperTools #AICoding #ContextEngineering
The “Context Development Life Cycle” has evolved from a concept into a structured framework.
#ContextDevelopmentLifeCycle
#ContextEngineering
#LLM
Released AnchorSpec PreRelease v2.3.
An AI-native development protocol for fighting context drift, silent spec mutation, and structural collapse in long-running LLM development.
GitHub:
[リンク]
https://t.co/O4g0YzW8bo
#AIEngineering #ContextEngineering #LLM #AIArchitecture
「プロンプトの時代」は終わった。
NVIDIAのJensen Huangは10年後に1人100エージェントと予測。AIへの質問技術ではなく、AIの環境設計が勝負を分ける。Claude Codeは既にその5層を実装している。
https://t.co/5WvTwsV4Ie
#ClaudeCode #ContextEngineering #AI開発
・context drift
・semantic load
・unreliable memory
・hidden assumption rewrites
・specification fragmentation
In other words:
AnchorSpec attempts to turn context man agement into an explicit operational structure.
https://t.co/KqScBIHlrG
#AnchorSpec #CDLC #ContextEngineering
Released AnchorSpec PreRelease v2.3.
An AI-native development protocol for fighting context drift, silent spec mutation, and structural collapse in long-running LLM development.
GitHub:
[リンク]
https://t.co/O4g0YzW8bo
#AIEngineering #ContextEngineering #LLM #AIArchitecture
CDLC (Context Development Lifecycle) is still more of an emerging idea than a fully established engineering discipline.
AnchorSpec is not “CDLC itself.”
But many of its structures were designed to operationalize the same problems:
#AI #CDLC #ContextEngineering
The term "hallucination" is becoming outdated.
Many failures are actually attributable to one of the above.
In many cases, models are not trying to generate randomness, but rather to restore consistency.
The bottleneck is context management.
#ContextEngineering
AI coding tools don’t fail only because of hallucinations.
They also fail because:
context silently mutates
assumptions drift
importance weighting collapses
old decisions disappear under semantic load
#ContextEngineering #AIWorkflow #AIArchitecture
AI context IDE Repo Prompt goes open source with its new Community Edition as founder Eric Provencher joins OpenAI's developer experience team.
#RepoPrompt #OpenAI #OpenSource #DeveloperTools #AIagents #ContextEngineering #MacApp #CodingAgent #MCP
https://t.co/ob1bEjxQwc

12-Factor Agents: 운영 환경에서 신뢰할 수 있는 LLM 에이전트를 만들기 위한 12가지 원칙
(by 9bow님)
https://t.co/J0vIzejbNw
#promptengineering #contextengineering #apache2 #humanlayer #productionai #12factoragents #llmagents
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