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Beyond the "Brute Force Beauty": A Modular, Brain-Inspired LLM Architecture (Thoughts on grand models: Part 2)

Beyond the "Brute Force Beauty": A Modular, Brain-Inspired LLM Architecture (Thoughts on grand models: Part 2)

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4 min read
Prompt Injection Explained for Security Professionals

Prompt Injection Explained for Security Professionals

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4 min read
Curing Telegram Information Overload: How I Automate Deal Hunting with AI and MTProto

Curing Telegram Information Overload: How I Automate Deal Hunting with AI and MTProto

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1 min read
Building a Production-Grade AI Fact-Checker: Patterns, Pipelines, and the Question Every AI Engineer Must Answer

Building a Production-Grade AI Fact-Checker: Patterns, Pipelines, and the Question Every AI Engineer Must Answer

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9 min read
I Tested 10 More Models. Five Brand New Families Debuted. None Scored Below 75%.

I Tested 10 More Models. Five Brand New Families Debuted. None Scored Below 75%.

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3 min read
Beyond Prompting: Building a 4-Stage LLM Compiler with Surgical Self-Repair

Beyond Prompting: Building a 4-Stage LLM Compiler with Surgical Self-Repair

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3 min read
Token-level eval harness for tool-calling agents: what we wired up

Token-level eval harness for tool-calling agents: what we wired up

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4 min read
Agent as a Tool Call: Claude Code's Fork-Exec Pattern

Agent as a Tool Call: Claude Code's Fork-Exec Pattern

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2 min read
I built a free LLM pricing tool that updates itself daily. here's how

I built a free LLM pricing tool that updates itself daily. here's how

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3 min read
LLM Cost Optimization for Agent Workflows: A Practical Guide

LLM Cost Optimization for Agent Workflows: A Practical Guide

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13 min read
LLM Context Window Token Budget: Why Your Window Fills Up Fast

LLM Context Window Token Budget: Why Your Window Fills Up Fast

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17 min read
Evaluating Open-Weight LLMs for Phishing Simulation and Red Teaming

Evaluating Open-Weight LLMs for Phishing Simulation and Red Teaming

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3 min read
Per-customer budget caps on our caption pipeline: 3 weeks with virtual keys

Per-customer budget caps on our caption pipeline: 3 weeks with virtual keys

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4 min read
Serving a Fleet of SLMs on One RTX 5080: Multi-Model on a Single Consumer GPU

Serving a Fleet of SLMs on One RTX 5080: Multi-Model on a Single Consumer GPU

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4 min read
Voice agent latency is a lie. The number you care about is barge-in interrupt rate.

Voice agent latency is a lie. The number you care about is barge-in interrupt rate.

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4 min read
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