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product#agent📝 BlogAnalyzed: Jan 4, 2026 11:03

Streamlining AI Workflow: Using Proposals for Seamless Handoffs Between Chat and Coding Agents

Published:Jan 4, 2026 09:15
1 min read
Zenn LLM

Analysis

The article highlights a practical workflow improvement for AI-assisted development. Framing the handoff from chat-based ideation to coding agents as a formal proposal ensures clarity and completeness, potentially reducing errors and rework. However, the article lacks specifics on proposal structure and agent capabilities.
Reference

“「提案書」と言えば以下をまとめてくれるので、自然に引き継ぎできる。”

PermalinkZenn LLM
Technology#AI Agents📝 BlogAnalyzed: Jan 3, 2026 08:11

Reverse-Engineered AI Workflow Behind $2B Acquisition Now a Claude Code Skill

Published:Jan 3, 2026 08:02
1 min read
r/ClaudeAI

Analysis

This article discusses the reverse engineering of the workflow used by Manus, a company recently acquired by Meta for $2 billion. The core of Manus's agent's success, according to the author, lies in a simple, file-based approach to context management. The author implemented this pattern as a Claude Code skill, making it accessible to others. The article highlights the common problem of AI agents losing track of goals and context bloat. The solution involves using three markdown files: a task plan, notes, and the final deliverable. This approach keeps goals in the attention window, improving agent performance. The author encourages experimentation with context engineering for agents.
Reference

“Manus's fix is stupidly simple — 3 markdown files: task_plan.md → track progress with checkboxes, notes.md → store research (not stuff context), deliverable.md → final output”

Permalinkr/ClaudeAI
Events#AI Governance📝 BlogAnalyzed: Jan 3, 2026 07:52

Context and Agenda for the 2025 AI Action Summit

Published:Jan 31, 2025 19:59
1 min read
Future of Life

Analysis

The article provides basic information about the AI Action Summit, including its location (Paris) and dates (February 10-11, 2025). It also mentions the agenda and key deliverables will be discussed. The content is very brief and lacks depth, offering only a basic announcement.

Key Takeaways

Reference

“The AI Action Summit will take place in Paris from 10-11 February 2025.”

PermalinkFuture of Life