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[33:18] High-Ceiling Skill
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Classroom Contents
The Emerging Skillset of Wielding Coding Agents
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- 1 [00:14] Current Discourse: The talk begins by acknowledging the polarized debate on AI's role in coding. While some elite programmers are skeptical, many developers find significant value in AI tools…
- 2 [03:01] Paradigm Shift: The most significant mistake developers make is using new agents with old mental models. Liu emphasizes that we are in a "step function transition" in model capabilities, mean…
- 3 [05:06] GPT-3 Era 2022: This era was defined by text completion models. The primary application was "copilot" or "autocomplete," where the AI would suggest the next few lines of code based on the pre…
- 4 [05:24] ChatGPT Era 2023: The introduction of instruct-tuned models like GPT-3.5 led to the rise of chatbots. In the coding world, this manifested as "ragbots," which combined a chat interface with a…
- 5 [06:11] Agent Era Present: The current era is defined by models capable of tool use and autonomous operation. This requires a new application architecture where the agent can directly edit files, run…
- 6 [07:27] Autonomous Edits
- 7 [09:55] Unix Philosophy
- 8 [10:24] New Applications
- 9 [13:15] The Task
- 10 [14:30] Tool Use
- 11 [15:53] Sub-Agents
- 12 [17:56] Planning & Execution
- 13 [19:46] Nuanced Problem Solving
- 14 [23:21] Detailed Prompts
- 15 [24:21] Feedback Loops
- 16 [28:03] Code Understanding
- 17 [28:36] Code Reviews
- 18 [30:35] Micromanagement
- 19 [30:46] Under-prompting
- 20 [31:52] Parallel Agents
- 21 [33:18] High-Ceiling Skill
