Leo ♦️

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Leo ♦️

Leo ♦️

@nichtleoo

Getting rid of bureaucracy with Agents @ https://t.co/ekI0krjouG

Berlin เข้าร่วม Aralık 2019
282 กำลังติดตาม31 ผู้ติดตาม
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Leo ♦️
Leo ♦️@nichtleoo·
We built an AI document processing system for Deutsche Verrechnungsstelle AG — one of Germany's largest billing/factoring companies. 2M+ documents processed in the first month. Fully GDPR-compliant. Two-person team from Berlin. Full case study:
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Leo ♦️
Leo ♦️@nichtleoo·
Repo is public. Fork it, swap in your own PixelLab assets, and you have your own portfolio world: github.com/duozokker/leon… Stack: Kaboom.js + Vite + TypeScript Tiled for the map editor PixelLab for AI-generated pixel art assets Gemini CLI / Cursor for spatial coding
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Leo ♦️
Leo ♦️@nichtleoo·
I built my portfolio as a playable pixel RPG. No template. No Framer. You walk around a retro town, talk to NPCs, and discover my work through exploration. leonaderi.com Here's how I made it and what I learned. The whole thing runs on Kaboom.js, a lightweight JavaScript game library. About 800 lines of TypeScript handle sprites, physics, collision, camera, dialog system, everything. One Vite project. No React. Just a canvas and game logic. Every building on the map links to a real part of my portfolio. LinkedIn, GitHub, my company Artesiana. You walk up, press Space, and a Pokemon-style dialog pops up with info and links. There's a recruiter NPC who has an easter egg if you talk to him three times. The map is a 66x42 tile grid with Wang tile autotiling for smooth terrain transitions between water, grass, dirt, and brick. I wrote a greedy meshing algorithm that batches water collision boxes into horizontal strips instead of spawning thousands of individual tile colliders. That's what makes it run smooth on mobile. All the pixel art was generated with PixelLab. Characters, buildings, trees, tilesets, walk animations. I gave it reference styles and it produced consistent spritesheets across the board. If you do any kind of indie game dev, check it out. Now the interesting part. I coded most of this with Gemini 3.1 Pro inside Gemini CLI. I tried basically everything else. Claude, GPT-5.4. None of them could properly reason about spatial game layouts. When I said "place the bridge at tile 26,22 connecting the island to the mainland" they fumbled the coordinates, broke collision boxes, or just didn't understand what the result would look like visually. Gemini 3.1 Pro actually gets it. It has real spatial intuition. I described what I wanted and it placed objects correctly, understood depth sorting, and wrote clean Kaboom.js code that rendered the way I had it in my head. For this kind of visual-spatial coding, nothing else came close. That said, Gemini is also kind of unhinged. It pushed my API keys to the repo on first deploy. It kept changing things that were already working. Very confident, very wrong sometimes. It has this energy where it "knows better" and silently rewrites stuff you didn't ask it to touch. Setting it up through Vertex was painful. Gemini CLI itself is super buggy, performance is inconsistent, the whole DX is rough. I eventually moved to Cursor with Gemini 3.1 Pro as the backend model. That's what actually tamed it. Cursor gave it the guardrails it needed. Same spatial intelligence, way less chaos. After the core was done, I cleaned up the codebase with GPT-5.4. Refactoring, strict TypeScript, architecture cleanup. Each model where it's strongest. Some more details on what's in there: Mobile support with a virtual D-pad and action button i18n toggle that hot-swaps all NPC dialog and UI between English and German Camera with lerp smoothing, zoom controls, and boundary clamping so you never see black borders Y-sorting so the player walks behind trees and in front of paths naturally Typewriter text animation with skip-on-tap, just like Pokemon Deployed on Vercel, zero config From idea to live: a few days. Repo link in the reply.
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Leo ♦️
Leo ♦️@nichtleoo·
This Claude Code skill that clones any website in one prompt is actually wild. No more screenshot guessing, no more fighting with fonts and spacing. It opens Chrome MCP, pulls real assets and code, then spins up parallel agents to rebuild everything properly. One could build serious production agents with this idea: • Use Opus 4.6 as orchestrator to deeply learn the full vision + docs first (Context7 + websearch) • Spawn parallel subagents with proper research phase + tests • Let Gemini 3.1 in Cursor do the frontend magic (it still finds UI bugs no one else sees) • Finish reliably with GPT-5.4 + Codex autonomous review I'm already running something very similar for my self-hosted OCR agents on Runpod after Mistral doubled the price. The difference in speed and quality is ridiculous. What's the best "one-prompt" agent skill you've seen or built lately?
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Leo ♦️
Leo ♦️@nichtleoo·
Voxtral just dropped and it actually sounds very promising. Low latency, better emotional expressiveness, natural prosody and it seems to handle long-form content much smoother than previous TTS models. This could be a big step for voice-enabled agents. One could build really nice experiences like: • Reading out processed documents or reports • Voice-first internal tools • Natural audio summaries from enterprise data I'm especially curious how well it integrates with agent workflows (planning → action → spoken output). Would you use something like Voxtral in production voice features, or are you waiting for more benchmarks first?
Mistral AI@MistralAI

🔊Introducing Voxtral TTS: our new frontier open-weight model for natural, expressive, and ultra-fast text-to-speech 🎭Realistic, emotionally expressive speech. 🌍Supports 9 languages and accurately captures diverse dialects. ⚡Very low latency for time-to-first-audio. 🔄Easily adaptable to new voices

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Leo ♦️
Leo ♦️@nichtleoo·
This AI-native UI tool (Tenor) + Claude Code is a big deal. Skip Figma, build real components directly, send them into your codebase. Regenerate from screenshots. Best design-to-code workflow you're using right now?
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Leo ♦️
Leo ♦️@nichtleoo·
This is exactly why single-model workflows are getting outdated. Guy rebuilds an entire app from a video in under a minute using Grok for requirements + Claude Code in Plan Mode. Insane speed. One could build serious enterprise agents with this approach: - Use Opus 4.6 as orchestrator to deeply learn the vision + docs first - Spawn parallel subagents with proper research + tests - Let Gemini handle the frontend glow-up - Finish reliably with GPT-5.4 + Codex review I’m already doing something very similar for my self-hosted OCR agents on Runpod. The multiplier when models play to their strengths is ridiculous. What’s the craziest “one-prompt rebuild” you’ve seen lately?
Wayne Culbreth@wayne_culbreth

Your one-minute clock starts now. Prompt 1 to Grok: "Review the video in the post. Create a detailed project requirements document to exactly recreate the app in the video" - about 15 seconds of typing Prompt 2 to Claude Code: "Go into planning mode and create a detailed plan to implement the app described in the attached PRD" - about 15 seconds of typing. Although I did have to come back and type "1" to give it permission to execute the plan. Prompt 3 to Claude Code: "Push this to a public repo." - about 5 seconds of typing All coding about 60 seconds of my time. The longest part was trying to figure out how to screen capture a video with system audio. That flummoxed me for three to four minutes. github.com/magnum6actual/…

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Devin
Devin@Devinbuild·
Which tool actually helps you? - Claude Code - Cursor - OpenClaw - VScode
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Leo ♦️
Leo ♦️@nichtleoo·
@TeeDevh too much overhead Gotta get things done and that (whilst fun) is just another distraction
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Vu.
Vu.@TeeDevh·
Why do people still use Vercel? You can just buy a $5 VPS on Hetzner and run everything yourself. More control. Lower cost. More responsibility 🤔
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Arlan
Arlan@arlanr·
my engineer is running openclaw on his raspberry pi 💀
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Tushar Kapil
Tushar Kapil@TusharKapil003·
Drop your best website. I’m gonna rate it.
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Sayan
Sayan@thesayannayak·
What problem does your product solve? Drop the link.
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Noah
Noah@NoahKingJr·
TELL ME SOMETHING YOU CAN DO THAT CLAUDE CANNOT
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Leo ♦️
Leo ♦️@nichtleoo·
@hthieblot @nichtleoo (me lol) and @Luuuca78 are getting rid of bureaucracy right now by building MandantLink (automates german tax lawyers) powered by our own framework Agent-2 (fastapi for openclaw style agents) We processed over 2 million documents so far! x.com/nichtleoo/stat…
Leo ♦️@nichtleoo

We built an AI document processing system for Deutsche Verrechnungsstelle AG — one of Germany's largest billing/factoring companies. 2M+ documents processed in the first month. Fully GDPR-compliant. Two-person team from Berlin. Full case study:

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Hubert Thieblot
Hubert Thieblot@hthieblot·
Drop or tag an underrated builder/founder who deserves way more attention. If it’s you, self-tag, no shame.
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Leo ♦️
Leo ♦️@nichtleoo·
@thekitze honestly the timing is suspicious. every time claude ships something big openai drops a reorg or a new model announcement within 48 hours. at this point im convinced they have a slack alert for anthropic blog posts. curious which agent setup you're running day to day?
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kitze 🛠️ tinkerer.club
claude code is shipping so hard right now that openai started restructuring 💀
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Leo ♦️
Leo ♦️@nichtleoo·
@enunomaduro the chunk size is everything. too granular and you waste time prompting. too vague and it hallucinates. we landed on 3 to 5 step plans before each session, changed everything. do you prescribe the plan or let the model break it down?
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nunomaduro
nunomaduro@enunomaduro·
your experience with claude code (or any AI model really) changes a lot when you build things step by step instead of asking for everything at once.. this is where most people struggle when they say AI doesn’t work well for them.. build things incrementally and guide the agent: that’s basically what real software engineering is turning into..
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Leo ♦️
Leo ♦️@nichtleoo·
I’ve consumed so much AI-generated text that I’ve started writing like one The slop is contagious —
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Hubert Thieblot
Hubert Thieblot@hthieblot·
pitch me your company in 3 word.
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factorydoge
factorydoge@factorydoge69·
claude confirm all my pre existing cognitive biases and amplify them by sycophantically agreeing with all my ideas. make no mistakes.
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