# Cohort Voice Discussion on AI-Assisted Development Workflows
- Session: 0684e418-5fc8-4195-90b0-634fe1aa32f2
- Channel: Discord #🐣│cohort-voice
- Started: 2026-06-17T21:59:14.912Z
- Ended: 2026-06-17T22:36:39.792Z
- Participants: duckanbro, victorthe1st.eth (YkW), takekek, ECWireless
- Tags: ai-assisted-development, developer-workflows, raidguild-ai, agent-orchestration, software-collaboration
## TL;DR
The group discussed how experienced developers are adapting to AI coding tools, with emphasis on shifting from writing code directly to managing agents, reviewing outputs, building internal CLIs, and rethinking collaboration.
## Summary
This cohort voice session centered on how AI is changing software development practice and developer identity. duckanbro framed the conversation as part of RaidGuild's broader reboot toward AI services and a content pipeline for gathering perspectives from members and adjacent builders. victorthe1st.eth described moving from early skepticism toward heavy daily use of AI coding tools, including Codex, Claude, Cursor-like workflows, terminal tools, and mobile prompting. He emphasized that trust built gradually: early AI output often required as much work to verify as writing the code manually, but newer tools now let him operate more like an engineering manager coordinating AI coworkers and reviewing their output.
A recurring theme was the emotional adjustment from writing code by hand to orchestrating AI-generated work. victorthe1st.eth and ECWireless both described moments of existential dread when AI made the traditional coding grind feel less central, while also noting that the work has become more enjoyable as tooling improved. The group discussed how the highest leverage now often comes from building CLIs and wrappers that agents can reliably use, documenting small command surfaces, and letting agents run repeatable internal workflows such as social data pulls, cleanup tasks, PR checks, and codebase exploration.
The discussion also covered limits and risks. AI is strong in the middle of a project but still struggles at the edges: product planning, infrastructure, deployment, long-term maintenance, nuanced review, and governance decisions. The speakers were skeptical that AI replaces developers wholesale in the near term, but agreed that developers' roles are changing toward review, specification, orchestration, and tool design. They also discussed collaboration shifts: rather than many developers working line-by-line in the same repo, teams may increasingly share internal tools, specs, and agent-ready interfaces that let individuals or small groups execute broader slices of work.
Other topics included mobile AI workflows, worktrees, goal-mode automation, AI-generated tests and screenshots, the importance of human review before shipping code, concerns about future model access restrictions, and how AI may help communities surface signal from noisy DAO-style communication without replacing human governance judgment.
## Action Items
- Share cohort interview link more broadly: duckanbro mentioned sharing the Google Calendar link and inviting people beyond RaidGuild members, including people from other industries, to join similar AI workflow conversations. (owner: duckanbro)
- Synthesize multiple cohort perspectives: After completing more sessions, synthesize the collected interviews into broader themes and content about how different builders and industries are adapting to AI. (owner: duckanbro)
- Follow up with victorthe1st.eth on future sessions: duckanbro invited victorthe1st.eth to stop by more often and continue contributing perspectives as the cohort conversations continue. (owner: duckanbro)
- Explore collaboration patterns in AI-heavy teams: ECWireless raised a question about how team collaboration changes when individuals use agents heavily, especially around shared repos, specs, internal tools, and splitting execution work.
- Review possible AI fit for DAOhaus tooling: victorthe1st.eth noted that some DAOhaus developer tooling or front-end flows might be much more useful with AI support and suggested reviewing specific code/design areas. (owner: victorthe1st.eth (YkW))
## Notable Quotes
- victorthe1st.eth (YkW): "I'm just engineering manager. I have all these coworkers that are AI and so then I just review it."
- He sees his current role less as hand-writing every line and more as managing AI agents and reviewing their work.
- victorthe1st.eth (YkW): "There's no reason why you shouldn't be prompting at all times."
- He described a workflow where AI can continuously work in the background on learning loops, route loops, or other tasks.
- duckanbro: "We're calling ourselves now a forward deployed agency."
- RaidGuild is leaning into AI while positioning itself as an agency that still brings human expertise and execution judgment.
- duckanbro: "The edges don't need people for now at least."
- AI may handle much of the middle of a project, but humans are still needed for planning, infrastructure, deployment, maintenance, and judgment.
- ECWireless: "I just definitely feel the whole month of existential dread whenever I no longer was writing any code."
- ECWireless highlighted the emotional impact developers can feel when AI changes the core activity they built their identity around.