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Experience Admission for White-Box Agentic RL: A Position on Dataflow between Exploration and the Base Policy

Experience Admission for White-Box Agentic RL: A Position on Dataflow between Exploration and the Base Policy

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16 min read
The Cleaner vs Data Leaks: Sanitizing LLM Context

The Cleaner vs Data Leaks: Sanitizing LLM Context

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4 min read
Jev Explained: The Fast Decisions Before the AI Reply

Jev Explained: The Fast Decisions Before the AI Reply

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5 min read
I Gave Two AI Models the Same Instructions. They Got It Wrong in Opposite Ways.

I Gave Two AI Models the Same Instructions. They Got It Wrong in Opposite Ways.

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5 min read
A 1.5MB Local LLM Manager That Turns llama.cpp Into a Complete Desktop AI Workstation

A 1.5MB Local LLM Manager That Turns llama.cpp Into a Complete Desktop AI Workstation

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10 min read
How Many LLM Agents Does It Take to Screw In a Lightbulb?

How Many LLM Agents Does It Take to Screw In a Lightbulb?

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6 min read
Multi-Agent Orchestration with LangGraph: Patterns and Pitfalls

Multi-Agent Orchestration with LangGraph: Patterns and Pitfalls

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4 min read
How AI Is Changing the Life of Software Engineers

How AI Is Changing the Life of Software Engineers

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6 min read
Strata: Running a 125-Billion-Parameter Model on Your Own Gaming PC

Strata: Running a 125-Billion-Parameter Model on Your Own Gaming PC

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2 min read
Why LLM Agent Token Costs Are Hard to Attribute, and What Telemetry Design Can Do About It

Why LLM Agent Token Costs Are Hard to Attribute, and What Telemetry Design Can Do About It

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3 min read
One Extension, Five Browsers, Zero Malicious Code: The Agent Hijack Nobody Priced In

One Extension, Five Browsers, Zero Malicious Code: The Agent Hijack Nobody Priced In

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3 min read
7 Best Model Routing Tools for Cutting Inference Cost in 2026

7 Best Model Routing Tools for Cutting Inference Cost in 2026

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15 min read
How I contain prompt injection in a production LLM feature

How I contain prompt injection in a production LLM feature

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3 min read
LLM-as-Judge: Auto‑Annotate & Triage AI Failures

LLM-as-Judge: Auto‑Annotate & Triage AI Failures

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4 min read
Orchestrating Sub-Agents for Cost-Efficient Engineering

Orchestrating Sub-Agents for Cost-Efficient Engineering

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4 min read
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