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Computer Use Agents Go Local: A Deep Technical Dive into On-Device GUI Automation, Quantized Inference & Holo3.1

Computer Use Agents Go Local: A Deep Technical Dive into On-Device GUI Automation, Quantized Inference & Holo3.1

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18 min read
Bedrock Codex, Robust MILP, Multi‑Model Deliberation, Tree‑Based Molecule Ops, and MoE Quantization

Bedrock Codex, Robust MILP, Multi‑Model Deliberation, Tree‑Based Molecule Ops, and MoE Quantization

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2 min read
AI.Insaf (@ai_tablet) — Полный архив постов канала

AI.Insaf (@ai_tablet) — Полный архив постов канала

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4 min read
Why MCP Hookups, Not Just Models, enable Agent Potential in Production

Why MCP Hookups, Not Just Models, enable Agent Potential in Production

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5 min read
Tokenmaxxing Is a 2026 Anti-Pattern: Why Your Team's Token Bill Is Up 10x and What

Tokenmaxxing Is a 2026 Anti-Pattern: Why Your Team's Token Bill Is Up 10x and What

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6 min read
The Rise of Agentic Engineering — Part 1: The Prompt Engineering Era

The Rise of Agentic Engineering — Part 1: The Prompt Engineering Era

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8 min read
Agent Architecture Is a Compute Allocation Problem: The Advisor Strategy, Cost-Curve Frame Recursed

Agent Architecture Is a Compute Allocation Problem: The Advisor Strategy, Cost-Curve Frame Recursed

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17 min read
Self-hosted video creation is coming

Self-hosted video creation is coming

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1 min read
We ran an AI 'peer organization' (Claude + Codex + Gemini) for 7 weeks. Here is the operational record.

We ran an AI 'peer organization' (Claude + Codex + Gemini) for 7 weeks. Here is the operational record.

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5 min read
LLM SQL Guard Architecture: Parser, Catalog, Policy Engine, Audit Log

LLM SQL Guard Architecture: Parser, Catalog, Policy Engine, Audit Log

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1 min read
The Infrastructure Rule That Prevents AI Automation Disasters

The Infrastructure Rule That Prevents AI Automation Disasters

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3 min read
I tested the 'deterministic agent loop' claims with four experiments. They all failed — including my own fix.

Formal code failing at the semantic layer

I tested the 'deterministic agent loop' claims with four experiments. They all failed — including my own fix.

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9 min read
AI.Insaf — Архив постов канала (реальные посты из web_fetch)

AI.Insaf — Архив постов канала (реальные посты из web_fetch)

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4 min read
Agents optimizing agents: the wins that stick aren't in the prompt

Agents optimizing agents: the wins that stick aren't in the prompt

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2 min read
Why I'm writing about making AI agents actually reliable

Why I'm writing about making AI agents actually reliable

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1 min read
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