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@cedd_plusplus
Just a young boy motivated to chase a bag! I stay in my lane and vibe! Insta & snapchat: ceddy_cedd #BlackTechTwitter #STEM
Oceanside, CA Katılım Şubat 2014
376 Takip Edilen190 Takipçiler
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Cursor month in review: March 1 - April 7
176% increase in patient growth, 4 website designs, and an AI call center.
$1,929.81 spent
374 Agent Sessions
3,551 messages
I'm running a growth agency mainly servicing private equity-held companies. My focus this month was building repeatable growth systems and shipping client-facing web experiences.
Most of this month's work was focused on:
- paid ads build + optimization loops ($433)
- web design + page system work ($289)
- AI call-center / ingestion workflow ($268)
- operations stack and command-center workflows ($209)
Model usage highlights:
- Claude Sonnet ($986)
- Codex 5.3 ($447)
- Claude Opus ($230)
- gpt-5.4-medium ($198)
What I built in this same period:
- 4 website designs/builds shipped
- AI call center workflow
- OpenClaw like iMessage voice-note powered agent
- Internal command-center workflows for faster client ops and execution
- SEO updates and on-page conversion improvements
- Analytics and reporting dashboard updates
- Readouts/presentations and client narrative deliverables
- Paid ads campaign build/review loops
- Client operations automations and workflow hygiene
Outcomes over 367 transcript-scored chats:
- 104 success (28.3%)
- 125 iteration_required (34.1%)
- 18 wrong (4.9%)
- 120 trivial (32.7%, low-leverage/routine chats like simple status or one-off actions)
Top failure themes:
tool_failure (14.2%)
skill_routing_error (10.9%)
missing_context (8.2%)
scope_misunderstood (6.5%)
Product tool usage:
Browser tools: 737 calls ($177.16)
Figma + (redacted designer tool): 415 calls ($127.92)
Perplexity tools: 51 calls ($108.71)
Sendblue tools: 14 calls ($21.95)
The return on investment was worth it - we hit their patient numbers six months ahead of schedule and before the ads even finished learning. Overall traffic stayed the same, but the on-page optimizations we identified increased conversion rates by 3-4x.
I do think I overspent - I spent most of my time on Sonnet-thinking when I could've used Composer 2 or Premium. I was a bit spoiled by the "unlimited" usage limits we're getting at Lyft.
I also spent too much on weak tooling. Looking through my chats, tool failures were my biggest cost driver and had the most chat failures (required iterations or complete restarts). I probably should've used a cheaper model for those loops.
I look through my chats weekly to find these weak spots, then I update my Cursor skills and tool routing accordingly.
In all honesty, right now most of my workload comes from quality-of-life adjustments and codifying my process so I have reusable workflows inside my Cursor Command Center.
I can send voice notes to access my Cursor workflows, update task systems, and launch new ideas in an instant - but my best work still comes from managing the agent session live.
Cursor 3
Cursor 3 was kind of an adjustment for me because I couldn't figure out how to get a workspace to load. It wasn't as intuitive. So far I'm liking the new setup, and this is much easier on the eyes than the editor was.
But here's a punch list of what I think they need to fix in Cursor 3:
- We need to be able to collapse all folders again.
- We need to handle workspaces better. It's not as intuitive. I had to use a filter just to open a workspace. That was my biggest issue when Glass launched - I couldn't open a workspace and gave up and went back to the editor. A lot of friction there.
- There needs to be a hotkey for navigating to the next unread agent, especially when the sidebar is closed. I can't jump to the next open thread. Maybe I'm doing this wrong. Maybe that's not how it's supposed to work. But that's unintuitive to me.
- The git UI is better, but it should probably still show the main repo where the change is happening. I think this is another workspace UI issue. If I were working out of one repo, this would make more sense.
- The handler/chat feels different in Cursor 3 compared to editor. Something about the conversation feels a little more natural. Not sure if they made any changes there, but I can definitely feel it - I like it.
Other than those issues, it feels pretty close to how I work.
I always had this workspace where agents were going file to file, repo to repo.
If I had a random idea, I would start it and add the file to the workspace. So it is designed for how I work. I think it's just missing some small things.
I'm excited for the next month of Cursor 3. Hopefully I spend a little less – now that I have some good systems in place, I think Composer should be able to handle my requests more reliably.
Oh, one other thing I messed up on – I thought I was "upgrading" from Ultra to Teams, and I think I made a big mistake.
For Ultra, I was paying $200/month and getting 20x usage from OpenAI and Anthropic. For Teams, I don't get any 20x usage on those models, but I do get access to API billing so I can do these reviews more easily. I also get to give Cursor access to my family so they can build too.
It would've been nice to have a Teams Ultra account where I keep that same 20x bonus from being an Ultra user.
Anyway - I have a few other things I'm working on, but this is a real use case for somebody running a business out of Cursor, not some clickbaity skill.
I also use Cursor at Lyft as my daily driver so maybe I'll do a write-up on how I'm using it when I have the time.
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OpenClaw 2026.4.5 🦞
🎬 Built-in video + music generation
🧠 /dreaming is now real
🔀 Structured task progress
⚡ Better prompt-cache reuse
🌍 Control UI + Docs now speak 12 more languages
Anthropic cut us off. GPT-5.4 got better. We moved on. github.com/openclaw/openc…
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