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Built a 6-microservice AI platform serving 1,000+ users across 867 Discord servers. Reduced Claude API costs by 90% through prompt caching architecture. Handles high-volume concurrent requests with Redis-backed token management and OAuth 2.0. Stack: Python, TypeScript, Node.js, Redis, Docker, PostgreSQL.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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Continuing my deep dive into Claude and loving the results. The speed and precision it adds to the workflow is incredible. Here is a look at the final result! Let me know what you think.
Intentional work. Every piece has a purpose.
I used Claude for two very different things this weekend:
✦ building an interactive effect for my website
✦ planning the construction of a piece of furniture I want to build on my balcony
And this is exactly why AI feels so exciting to me!
Digital world
Physical world
Same creative brain
Same need to turn an idea into something that works
This is why I find AI genuinely useful. Not as a magic button, but as a translation layer between imagination and execution
Context is everything. You can have the best tech in the world, but without that deep community knowledge, the automation and design won't hit the mark. It’s all about turning those years of context into a seamless journey for the creator. Great take!
A goal-tracking sub-system that grounds an AI assistant in the user's full life-state — target amount, hard deadline, days remaining, current balance, pace status (ahead / on-pace / behind), and reflection streak.
Core features:
Multi-entry timestamped reflection log — plain Enter submits, Shift+Enter newline, optimistic UI, all entries inside one unified container with centered timestamp dividers
Ephemeral Summarize chat modal — loads today's braindumps as live AI context, brother-tone system prompt, conversation NOT persisted (privacy by design)
Nightly auto-summary cron at 23:55 — pulls reflections, runs through Claude, creates a standalone daily summary that downstream AI engines pick up automatically
Pace analysis — surfaces required-vs-actual daily rate, projected gap at deadline, status flag
Each AI engine pulling this data adapts its suggestions based on whether the user is ahead or behind on their goal — recursive context that compounds over time.
Tech: Claude API, SQLite, Node.js cron, custom retrieval logic.
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