hakimrule
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About Me

MTB rider and racer obsessed with suspension setup, bike feel, and always trying to improve on trail. I’ve spent a lot of time helping other riders dial in their bikes, which led me to build Trailogic, a tool focused on turning rider feedback into clearer suspension changes. More interested in practical setup and real improvement than hype. Always keen to learn, compare notes, and talk bikes, racing, suspension, and setup.

Member Summary
Setup: view
Forum topics started: 1
Forum replies: 2
Lives in:

Kajang, Selangor, MY

Member Since:
4/20/2026
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jeff.brines Liked a reply to forum topic Looking for feedback on a suspension tuning app

4/23/2026 7:13pm
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original 149187 936024901533 10205078 50991835 3734911 n
I hear you. I spend a lot of time building applications and keep getting reminded of "The Bitter Lesson," so I might be a touch jaded here. My take: a large context SOTA model with tool calling (web search + code sandbox) in a simple chat interface will probably outperform a purpose-built web app, unless you've got something heavily quantitative on the suspension side that actually needs a database. Think about it this way: over a full summer of suspension work, you're highly unlikely to exceed the context window of a modern model. That means a chat thread can hold...
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hakimrule Added a reply to Looking for feedback on a suspension tuning app

4/23/2026 7:13pm
That’s actually a good example of what I mean. Once you move from a blank chat into a structured tool with saved setup, specific inputs, and a repeatable tuning flow, you’re already pretty close to what I’m trying to build. The value to me isn’t just “use a model,” it’s making the process more consistent and useful over time for...
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hakimrule Added a reply to Looking for feedback on a suspension tuning app

4/21/2026 12:41am
Fair question. You probably could use the raw model on its own, but what I’m trying to build is more the structure around it. For suspension tuning, the hard part usually isn’t just getting an answer, it’s getting consistent input, keeping the bike/setup context, and narrowing things down to one clear next change instead of a broad conversation that can...
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hakimrule Started a new thread Looking for feedback on a suspension tuning app

4/20/2026 4:14am
Greeting Vital MTBer, Over the years a lot of riders have asked me for help with suspension setup, and I kept seeing the same problem: they know the bike feels wrong, but they’re not always sure how to describe it clearly or which adjustment actually matches what they’re feeling. So I built a web app called Trailogic around that idea...
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