Lior Kocabay Arias

I just love side questing, Logic, Gaming, Software, Music

[Lior Kocabay Arias @AllenEpsilon]

Architecting model tier routing into multi-agent systems slashes execution costs by ~50% without dropping quality.

How are you optimizing token allocation across your agent harness? 🛠️

#AIEngineering #SoftwareArchitecture #DevOps #BuildInPublic (4/4)

[Lior Kocabay Arias @AllenEpsilon]

Benchmarking my S.N.A.P. System multi-agent harness on 22 parallel tasks across 3 model tiers ⚡️

Breakdown:
• 2.85M tokens extraction ($0.3–$1.4)
• 0.83M drafting ($1.7–$3)
• 74K fact check (<$0.05)

Total: 3.8M tokens for ~$2–$4.5 vs $6–$7 on pure mid models 👇 (1/4)

[Lior Kocabay Arias @AllenEpsilon]

2️⃣ Drafting & Verification

The mid-tier models picked up 4 drafting tasks (239K peak tokens) where reasoning mattered. A dedicated small model fact-checking step processed 74K tokens for under $0.05 to validate the harness output. (3/4)

[Lior Kocabay Arias @AllenEpsilon]

@claudeai im just testing it 👀

[Lior Kocabay Arias @AllenEpsilon]

@SemDayy @claudeai welp i guess tmrw we shall have our own Genesis in our pockets 🤣

[Claude @claudeai]

Introducing Claude Haiku 5.5: the cheapest, fastest, and most capable small model we’ve ever released.

On average, it costs around 75% less to run than Claude Haiku 4.5.

[Lior Kocabay Arias @AllenEpsilon]

@kapilansh_twt in the 20$ its claude even with opus 5.5 just now upgraded to my first 100$ with claude and as i grow my income more i can upgrade more , for now from what i hear and see other friends and people and how they using their 200$ its definitely Claude

[Lior Kocabay Arias @AllenEpsilon]

Draining token quotas like water 🌊

Let’s see if Astra delivers elite security insights or just expensive token burns 🛠️🤖 #AIEngineering (4/4)

[Lior Kocabay Arias @AllenEpsilon]

Giving Google Astra free rein to audit my local AI infrastructure while burning through hourly token limits like a jet engine running on full throttle ⚡️

Here is what’s going down 👇 (1/4)

[Lior Kocabay Arias @AllenEpsilon]

2️⃣ The Experiment & Target

I authorized Astra to audit the system (without breaching containment folders) to:
• Run a full security audit on connectors
• Diff legacy GitHub memory system vs new setup
• Benchmark old vs new dev plans (3/4)

[Ryoru 𒌐 @Ryorugg]

🚨 ESTE TIPO USÓ CLAUDE PARA CONSTRUIR UN SISTEMA DE TRADING AUTOMATIZADO QUE GANÓ 847 $ DE LA NOCHE A LA MAÑANA

Todo empezó con un solo artículo sobre bots de Polymarket.

Claude lo leyó, seleccionó 7 repositorios de GitHub, los conectó en un pipeline funcional y desplegó el sistema de principio a fin.

A partir de ahí, todo funcionó de forma autónoma.

El sistema escaneó más de 412.000 operaciones, rastreó wallets de ballenas, detectó actividad de insiders y tomó decisiones en tiempo real.

Según él, cada pocos segundos analizaba datos, decidía si comprar, vender o pasar, y ejecutaba las operaciones automáticamente.

47 operaciones después, el sistema terminó la noche con 847 $ de ganancia, sin ninguna intervención manual.

[Lior Kocabay Arias @AllenEpsilon]

@axhiii88547 Ópera GX

[Lior Kocabay Arias @AllenEpsilon]

@8UILDERMAN Love it!

[Lior Kocabay Arias @AllenEpsilon]

@MrBeast 😂😂😂😂😂

[MrBeast @MrBeast]

Elon Musk is now paying me $5 a month, who’s really in charge now

[Starfall @StarfallWorlds]

Here's a sneak peek of some environmental assets being created to elevate the Starfall experience to a whole new level! What kind of plants are you looking forward to seeing?

#Worldbuilding #MMORPG

[Lior Kocabay Arias @AllenEpsilon]

@SOTSPodcast Ruler of all 😂🤷🏼‍♂️

[State of the Scene @SOTSPodcast]

ur sex tape is named after the last song you listened to.