Raza Rizwan

2025: AI agents

The year the job changed from building models to building workers, and the first year of agency work at Canz Marketing.

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This is the year the job title started to change. Instead of building models, the repositories start building workers: software that reads, decides, uses tools and finishes a task. 18 repositories, 10 of them private, 9 of those agency work.1

What happened

  • OpenAI Agents SDK. A customer-support agent in February, a meeting-booking agent in November, math and calculator agents in November.2
  • First agency work at Canz Marketing. From May, the agency's first agents repository; from August, a client platform (backend and frontend) and the plant-identification app rebuilt as three services, one of them a chat service on the OpenAI Agents SDK. All private.
  • Agent infrastructure. StoreLite IMS in December: an inventory and billing system built in phases, with FastAPI, MCP and agents working together in one backend.2
  • Learning alongside. A fork of the Panaversity agentic-AI curriculum in July, and a robotics-textbook hackathon repository in December.

The public repositories

CreatedRepositoryWhat it is
2025-02-06agentic-portfolioWebsite
2025-02-21customerSupportAgentCustomer-support agent
2025-06-23G_drive_configGoogle Drive configuration
2025-11-14meetbooking-agentMeeting-booking agent
2025-11-20calc-projectCalculator project
2025-11-29math-agentMath agent
2025-12-02hackathon-robotics-textbookHackathon: robotics textbook
2025-12-07StoreLite-IMSInventory and billing system; Python backend with FastAPI, MCP and agents, built in phases

Private work

Ten private repositories: the agency's first agents repository, a client platform in two parts (backend and frontend), the rebuilt plant-identification app as three services (identification, chat, search), a portfolio site for a client, a testing sandbox and a GPT-based agent experiment.1 They are counted here and never named.

What this era taught

The leap from AI that answers to AI that acts: tools, guardrails and bounded loops.2

Next: 2026: AI employees and MCP connectors.

Footnotes

  1. GitHub API, repositories owned by rrizwan98, read 26 August 2026: 18 repositories created in 2025 (8 public, 10 private). 2

  2. From Predictive AI to Forward Deployed Engineer: My 6-Year Journey, Raza Rizwan, July 2026. 2 3

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