Working Notes on Agent Systems/Brad Zhang

@teach_fireworks / X longform

This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given to

This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given to friends from AI startup companies. Friends who have signed...

December 30, 2025 · 2 min read

This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given to friends from AI startup companies. Friends who have signed up before have privately messaged me to join the group. There are still a few seats left. Everyone is welcome to sign up. There will be high-quality AI-related sharing by Microsoft experts, on-site exchanges, souvenirs and some real benefits ヾ(≧▽≦*)o[love], don’t miss [wit] 🕺First come first served, we will screen based on the information you filled in. In addition to professional closed-door sharing provided by Microsoft cloud experts, there will also be great benefits. Each attendee will have the opportunity to receive a Microsoft entrepreneurial gift package. This event is one of the year-end benefits for the community to give back to the majority of its friends. Everyone is welcome to click on the link to fill in the form. The activity process is as follows: Agentic AI Technical seminar (3 hours) 🤳Microsoft joins hands with industry experts, entrepreneurs and investors to discuss full-stack solutions from technology to business. ✅Three hours of efficient communication, with both technical depth and business insights, helping start-up teams seize opportunities in the smart era. Registration link: 🤩Conference outline:

  • The era of Agentic AI is coming (20 minutes)
  • Microsoft technology AI capabilities and tool chains (60 minutes)
  • Entrepreneurs’ practical sharing (20 minutes) Investment insights + roundtable discussion (40 minutes) Face-to-face communication with investors and entrepreneurs about future opportunities.
  • Networking Establish connections with peers, experts and investors to promote cooperation and resource docking.

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FORMATTOPICCAPABILITYMARKETcoverscoverssignalssignalssignalssignalsFORMATlongform noteTOPICagentsTOPICtoolingCAPABILITYagent workflowCAPABILITYdeveloper toolingCAPABILITYevaluationMARKETAI startup
Mermaid outline
flowchart LR
  format-long_post["longform note"]
  topic-agents["agents"]
  topic-tooling["tooling"]
  capability-agent-workflow["agent workflow"]
  capability-developer-tooling["developer tooling"]
  capability-evaluation["evaluation"]
  market-ai-startup["AI startup"]
  format-long_post -->|covers| topic-agents
  format-long_post -->|covers| topic-tooling
  format-long_post -->|signals| capability-agent-workflow
  format-long_post -->|signals| capability-developer-tooling
  format-long_post -->|signals| capability-evaluation
  format-long_post -->|signals| market-ai-startup

Visual structure

Essay structure map

Built from summary and key paragraph positions

This event has been confirmed to be held in Beijing on January 24th. There is no char...THESISThis event has beenconfirmed to be heldin Beijing on January24th. There is noSIGNALThis event has beenconfirmed to be heldin Beijing on January24th. There is noOPERATOR2. Microsofttechnology AIcapabilities and toolchains (60 minutes)IMPLICATION5.Networking Establishconnections withpeers, experts andinvestors to promote
Mermaid outline
flowchart LR
  thesis["This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given..."]
  signal["This event has been confirmed to be held in Beijing on January 24th. There is no charge. Priority is given..."]
  operator["2. Microsoft technology AI capabilities and tool chains (60 minutes)"]
  implication["5.Networking Establish connections with peers, experts and investors to promote cooperation and resource do..."]
  thesis -->|frames| signal
  signal -->|develops| operator
  operator -->|lands in| implication

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