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Ramsis Hammadi

Building Helix, an outbound desk for founders who sell to local shops. Find, score, and email plumbers, clinics, and bakeries without the spam. 4+ yrs in AI

Education

Master's in Big Data & Data Science

Work

GenAI Expert

Find local clients without guessing who needs a website

Find local clients without guessing who needs a website

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7 min read
You don't retrain For You when the product changes. You change a weight. I simulated that loop.

You don't retrain For You when the product changes. You change a weight. I simulated that loop.

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4 min read
Google AI Studio Mobile + Gemini Managed Agents: Build and Deploy AI Agents Without Infrastructure in 2026

Google AI Studio Mobile + Gemini Managed Agents: Build and Deploy AI Agents Without Infrastructure in 2026

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9 min read
Anthropic Self-Hosted Sandboxes + MCP Tunnels: Enterprise AI Agents That Keep Your Data Behind Your Walls

Anthropic Self-Hosted Sandboxes + MCP Tunnels: Enterprise AI Agents That Keep Your Data Behind Your Walls

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9 min read
Hallmark: Stop AI-Generated UI Slop in One Command in 2026

Hallmark: Stop AI-Generated UI Slop in One Command in 2026

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8 min read
GitHub Spec Kit: How 104K Developers Are Making AI Plan Before It Codes in 2026

GitHub Spec Kit: How 104K Developers Are Making AI Plan Before It Codes in 2026

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9 min read
Cursor Composer 2.5: Targeted RL, Self-Correction, and a Million-GPU Training Run

Cursor Composer 2.5: Targeted RL, Self-Correction, and a Million-GPU Training Run

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9 min read
The Return of Recursion: How 5M-Parameter Models Are Outperforming Frontier LLMs on Reasoning in 2026

The Return of Recursion: How 5M-Parameter Models Are Outperforming Frontier LLMs on Reasoning in 2026

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11 min read
X's Feed Ranking Algorithm: How Grok Ranks 500M Posts in 200ms

X's Feed Ranking Algorithm: How Grok Ranks 500M Posts in 200ms

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8 min read
DeepSeek-V3: The 671B MoE Model You Can Run Locally in 2026

DeepSeek-V3: The 671B MoE Model You Can Run Locally in 2026

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9 min read
Codex Mobile: Control AI Coding Agents From Your Phone in 2026

Codex Mobile: Control AI Coding Agents From Your Phone in 2026

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9 min read
Claude Code Routines: Automate AI Workflows on Autopilot in 2026

Claude Code Routines: Automate AI Workflows on Autopilot in 2026

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9 min read
OpenAI Agents SDK: Sandbox Execution and Model-Native Harness in 2026

OpenAI Agents SDK: Sandbox Execution and Model-Native Harness in 2026

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8 min read
CLAUDE.md Rules: How to Cut AI Coding Mistakes from 40% to 3% in 2026

CLAUDE.md Rules: How to Cut AI Coding Mistakes from 40% to 3% in 2026

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11 min read
Claude Code Ultraplan: Cloud-Based AI Planning in 2026 — A Hands-On Tutorial

Claude Code Ultraplan: Cloud-Based AI Planning in 2026 — A Hands-On Tutorial

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8 min read
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