Samy

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Samy

Samy

@samymetref

AI Engineer building scalable & secure AI systems | I ship AI Agents that save time & money | Passionate about Problem-solving & Innovation

New York, USA Katılım Haziran 2024
433 Takip Edilen196 Takipçiler
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Samy
Samy@samymetref·
Introducing: VESSEL 🛥️ The thinnest, self-healing harness that lets you create perfect fat skills in minutes. We got tired of watching agents fail at complex tasks after days of prompt tweaking, rate limits, and broken JSON. So we removed the framework. 🟣 Zero friction — vessel create in 4 minutes 🟣 100% reliable — Pydantic + Tenacity + circuit breakers built-in 🟣 Thin harness — LLM only sends JSON, VESSEL guarantees the result 🟣 No Show more You will never manually skillify an agent again. Fully open source: github.com/predaaaasaaaaa…
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Daniel Berk 🐝
Daniel Berk 🐝@danielcberk·
I'm thinking of paying someone to setup Openclaw for me. Who is the best person for this?
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Samy
Samy@samymetref·
@Akasheth_ Build your own Claude skills.md and never hit a limit again 👍
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Akash
Akash@Akasheth_·
claude opus 4.7 was fun for about 15 minutes
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Samy
Samy@samymetref·
@iamlukethedev Thanks what I’m talking about — and it’s not only about security but also realisability of your skills! Only creating your own allows you that 💪
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Luke The Dev
Luke The Dev@iamlukethedev·
@samymetref I only create my own skills. I don’t trust downloading other skills out there.
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Luke The Dev
Luke The Dev@iamlukethedev·
4 days without an OpenClaw update. This doesn’t feel right.
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Suraj
Suraj@SurajJ326311·
Claude $20 plan is a scam.
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Samy
Samy@samymetref·
Sure man! I just dropped VESSEL. It’s a framework that will let you create your own Skills.md files (fat and detailed), 100% reliable, tested before creation so you can immediately implement them to your agents in 2min rather than teaching it what’s a successful run looks like (2-3days of prompts) 100% free and opensource (check my profile)
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Samy
Samy@samymetref·
@cathrynlavery I think the most important thing is building your own Skill.md files and making them reliable enough to give it to your agents and use them 24/7. Welcome to VESSEL 🚢 100% free & opensource btw
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Samy
Samy@samymetref·
@KSimback Are you building your own VESSELS ?
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Kevin Simback 🍷
Kevin Simback 🍷@KSimback·
Hermes Agent: The Complete Beginner's Guide Says written by me but was actually done by my Hermes agent and it used the Hermes Atlas knowledge base as a source It will be updated periodically as the canonical guide Now live on Hermes Atlas (link in replies)
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Samy
Samy@samymetref·
VESSEL is free. It’s open source. It solves one of the biggest pains in agent development today. If you’re still manually tweaking prompts at 2am… stop. Go use it. Star it on GitHub if it helps you. That’s how we make this the standard.
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Samy
Samy@samymetref·
Real talk on how VESSEL actually works under the hood: - Every generated skill gets full Pydantic validation - Automatic Tenacity retries with exponential backoff - Circuit breaker pattern built-in - Self-healing helpers.py that edits itself when needed This isn’t magic. This is what proper infrastructure looks like.
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Samy
Samy@samymetref·
POV: You tried building an agent skill the old way - 4 hours of prompt tweaking - Finally works on run #17 - Model updates - Everything breaks - You cry - Open VESSEL - Type 4 words - Done Life hits different now.
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Samy
Samy@samymetref·
Quick question for everyone building with agents: What’s the MOST painful part of creating reliable skills right now? A) Rate limits destroying everything B) JSON hell + constant debugging C) Agent forgets the skill after 3 runs D) All of the above Reply with your letter. I’m actually reading every single one.
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Samy
Samy@samymetref·
I built VESSEL because I was sick of this cycle: Day 1: “This prompt is perfect” Day 2: “Why did it break?” Day 3: “Back to square one” Never again. vessel create = done. The boat has officially sailed. 🚢
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Samy
Samy@samymetref·
Replying to my own tweet because this is too important. The #1 reason agents fail at complex tasks isn’t the model. It’s the lack of proper infrastructure. VESSEL is that infrastructure. Fat skills that actually work. Every. Single. Time. If you’re still manually debugging agent skills at 2am… this is your sign.
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Samy
Samy@samymetref·
Introducing: VESSEL 🛥️ The thinnest, self-healing harness that lets you create perfect fat skills in minutes. We got tired of watching agents fail at complex tasks after days of prompt tweaking, rate limits, and broken JSON. So we removed the framework. 🟣 Zero friction — vessel create in 4 minutes 🟣 100% reliable — Pydantic + Tenacity + circuit breakers built-in 🟣 Thin harness — LLM only sends JSON, VESSEL guarantees the result 🟣 No Show more You will never manually skillify an agent again. Fully open source: github.com/predaaaasaaaaa…
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Samy
Samy@samymetref·
@ItsAlexhere0 Just build your own fat skills.md and you’ll never hit limits again 💪
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𝘼𝙡𝙚𝙭
𝘼𝙡𝙚𝙭@ItsAlexhere0·
Hot take: $20 Codex Plus is way more useful than $20 Claude Pro
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Samy
Samy@samymetref·
We’re officially lunched V1.0 100% opensource ! If you’re tired of Skillification Hell… Drop a 🚢 and I’ll respond to everyone’s questions ! This is the last time you’ll ever build a skill the hard way.
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Samy
Samy@samymetref·
Early testers are saying: “This is the first time my agent actually completed a multi-step task without me holding its hand.” “I created a full CRM sync skill in 7 minutes. It just worked on the 50th run.” “I’m never going back to manual skill building.” The boat has sailed.
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Samy
Samy@samymetref·
How VESSEL works: 1. You type: vessel create lead-gen 2. It gives you: - leadgenvessel.py (fully validated, self-healing) - leadgenvessel.md (perfect instructions for any agent) That’s it. Your agent now has a real, reliable skill. Not another prompt that will break.
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