Melak Wubshet 🐈 (@MelakeWub) profile picture

Software Engineer | AI Engineer | AI/ML Enthusiast | Indie builder.

Coding Lab
Joined November 2015
Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)Photo by Melak Wubshet 🐈 (@MelakeWub)
Melak Wubshet 🐈 retweeted
Binance just published how $6.34 billion walked out the door. June: an engineer searches for a popular AI coding tool, clicks a search result, and installs a tampered homebrew. Binance catches it, replaces the laptop, rotates the credentials. the attackers now know who works on the wallet team. September: another engineer gets a job offer on a real job-hunting site. first-round interview with β€œHR” over live video. β€œHR” shares their social media, personal photos and videos included, so he trusts them. second round is with the β€œCEO” of a company that doesn’t exist. at the end of the call he’s asked to download a take-home β€œassignment” onto his work laptop. the assignment quietly swaps out pyenv for a malicious copy. No antivirus flags it. october 20: the attacker uses binance’s own internal AI tool to get into two more engineers’ machines. One of them has a container deployment token sitting on his laptop. october 29: container deployed. Signing service reached. $6.34 billion moved. Binance shut off withdrawals. the money kept moving anyway, because the attacker had already given their own smart contract permission over a hot wallet, on-chain. binance’s off switch didn’t reach that far. then they tried to revoke the permission. the wallet uses MPC, so there’s no single private key to sign the revoke with. they had to build a revoke procedure on the spot while funds were still leaving. last stolen ETH went through at 23:56 UTC. almost four hours after the first transfer. Phew!
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Melak Wubshet 🐈 retweeted
Vibe coding isn’t the problem. Your taste is. I built 100 apps in 30 days. 2,000 people use them. They live in an app store I built myself. Not one of them looks vibe coded. Same AI you have. Different standards.
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The UX for C02 calculator app, at the science museum should get attention and rebuilt. p.s. Visiting Addis with my boss from HTM Technologies. #AddisAbaba #Ethiopia
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Cats are the most adorable and crazy creatures; Nest js too! 🐈 @nestframework #nestjs #backend #developers
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Like a father, like son moment.
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Melak Wubshet 🐈 retweeted
Hosting Zero to Agent in Addis Ababa on May 2. Global Build Week. Ship a real agent with @v0 + @vercel. Free, $6k+ prizes up for grabs. Don’t miss out secure your spot now :) luma.com/f9yxgtri #ZerotoAgent
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Cooking something for the @SallaApp merchant community in the middle east. #saas #startup #ai
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Melak Wubshet 🐈 retweeted
African Cities Innovation Fund – Grants Up to $75,000 for African Innovators. Are you working on solutions to urban challenges in Sub-Saharan Africa? The #African Cities #Innovation Fund is supporting collaborative innovations that build smart, healthy, equitable, and resilient cities. ✨ Key Benefits 1. Grant funding of up to $75,000 2. Support for collaborative, scale-ready urban innovations 3. Focus on climate resilience, digital equity, youth employment, and healthy urban spaces 4. Opportunity to pilot impactful solutions for low-income urban communities πŸ“… Applications open: Early 2026 πŸ”— Learn more & apply:
 lnkd.in/gXeTbzjZ #AfricanOpportunities #GrantsForAfrica #UrbanInnovation #AfricaFunding #OpportunitiesForYouth
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Melak Wubshet 🐈 retweeted
Advanced Machine Intelligence (AMI) is building a new breed of AI systems that understand the world, have persistent memory, can reason and plan, and are controllable and safe. We’ve raised a $1.03B (~€890M) round from global investors who believe in our vision of universally intelligent systems centered on world models. This round is co-led by Cathay Innovation, Greycroft, Hiro Capital, HV Capital, and Bezos Expeditions, along with other investors and angels across the world. We are a growing team of researchers and builders, operating in Paris, New York, Montreal and Singapore from day one. Read more: amilabs.xyz/ AMI - Real world. Real intelligence.
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Melak Wubshet 🐈 retweeted
IShowSpeed showing the nightlife of this Ethiopian city πŸ‡ͺπŸ‡Ή It looks insanely beautiful 😍
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#Ethiopian Orthodox are celebrating christmas in such beauty 😍. #Ethiopia #Christmas #AddisAbaba
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What's is going on below us?
JUST IN - Volcanic ash from Russia’s Bezymianny volcano is blowing east and is expected to reach about 33,000 feet.
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My feed flooded with "one-shot" landing pages vibe-coded with #Gemini3 πŸ˜„.
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Thread: 🧡 AI agents must be resilient, not just smart! Execution stage in agentic workflow is the hardest stage for agents to achieve successfully. It could be due to tool call error (the most common one), output parsing fails, side-effect mismatch or env't changed mid-loop.
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Top Systems have common "Execution Trick" to mitigate these failures. For example: LangGraph - Roll back on failed execution, retry with new plan OpenAI Swarm - Human-in-the-loop on execution failure Semantic Kernel - Automatic function calling with execution setting
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CrewAI - Max iterations to prevent loops or timeouts. TL;DR: Never trust execution! turn a 70% failure risk into 99.9% reliability using -> Validate-> Atomic write -> Verify -> Fallback #AI #AIAgent #AgenticAI
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Anticipating the surge of consumer and commercial robots by 2026. The real question is, how will we adapt to the unprecedented level of automation in the workforce and the scale of job displacement that's coming? #AI #Automation #Robotics
NEO The Home Robot Order Today
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Unitree G1 Kungfu Kid V6.0 A year and a half as a trainee β€” I'll keep working hard! Hope to earn more of your loveπŸ₯°
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