10-year dev | ex cofounder | building AI tools | limited freelance spots

Joined April 2015
190 Photos and videos
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I build AI-powered products for non-technical founders. If you have an idea and budget but no technical team, I can take it from concept to production. Go, Python, TypeScript. Berlin-based. Case studies and pricing: arif.sh/work
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For years, I have wanted to start a newsletter, but something holds me back. What is it?
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I reviewed all PRs in the company without AI for a month. Guess what happened.
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I benchmarked 7 LLMs on cross-domain MCP orchestration. GPT-5.4, DeepSeek R1, Mistral Large 3, Llama 4, Gemini 2.5 Flash, Claude Sonnet 4.5, Claude Haiku 4.5. All 7 independently found the same gap. Here's what happened:
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The most striking finding: all 7 models independently identified the SAME gap. - LangChain has MultiServerMCPClient (the mechanism). - Benchmarks evaluate individual tool calls. - Nobody documents HOW to compose multi-server workflows. We call this the "mechanism-pattern gap."
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We propose 5 composition patterns: - Sequential Pipeline - Parallel Fan-Out - Cross-Reference Verification - Iterative Refinement - Domain Bridging All 5 observed in practice. Paper benchmark code: github.com/doganarif/mcp-ben… Tag: @alexalbert__ @AnthropicAI @LangChain
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I built Tokei, a macOS menu bar app that shows exactly what you're spending on Claude Code. Per-project breakdown, daily/weekly/monthly costs, model usage. All from local session files. Nothing leaves your machine. tokei.arif.sh
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arif ☁︎ retweeted
i built a CLI for @polar_sh. now an agent can: create products, issue refunds, manage subs, inspect events, all from one terminal interface.
CLIs are super exciting precisely because they are a "legacy" technology, which means AI agents can natively and easily use them, combine them, interact with them via the entire terminal toolkit. E.g ask your Claude/Codex agent to install this new Polymarket CLI and ask for any arbitrary dashboards or interfaces or logic. The agents will build it for you. Install the Github CLI too and you can ask them to navigate the repo, see issues, PRs, discussions, even the code itself. Example: Claude built this terminal dashboard in ~3 minutes, of the highest volume polymarkets and the 24hr change. Or you can make it a web app or whatever you want. Even more powerful when you use it as a module of bigger pipelines. If you have any kind of product or service think: can agents access and use them? - are your legacy docs (for humans) at least exportable in markdown? - have you written Skills for your product? - can your product/service be usable via CLI? Or MCP? - ... It's 2026. Build. For. Agents.
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built and shipped FeedShield this week. Chrome extension that uses AI to filter your social media feeds. you set the rules, it does the blocking. tired of muting keywords manually every week. this just works. available: feedshield.app #buildinpublic #indiehacker
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arif ☁︎ retweeted
We built CloudWaste. AWS Cost Explorer tells you what's expensive. It doesn't tell you what to cut. CloudWaste does both: → Connects via read-only IAM role (2 min) → Scans EC2, RDS, EBS, S3, Lambda against real usage → One-click fixes or full autopilot Early access open: cloudwaste.io
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arif ☁︎ retweeted
imagine your trace are auto labeled for golden dataset generation. thats coming with @021_labs
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I build AI-powered products for non-technical founders. If you have an idea and budget but no technical team, I can take it from concept to production. Go, Python, TypeScript. Berlin-based. Case studies and pricing: arif.sh/work
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Another one: AI content intelligence platform from zero to public launch in 6 weeks. 5 AI modules. Next.js Supabase multiple AI models. Founder onboarded users, then handed off to a new CTO. Clean codebase, seamless transition. arif.sh/work/ai-content-plat…
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E-commerce platform with VIN-based part matching, real-time Algolia search, interactive installer maps, and Twilio notifications. Started as one milestone. Now an ongoing partnership. arif.sh/work/ecommerce-parts…
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9 Dec 2025
aight bro. its happened @berkant_thedev
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