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My AI journey

My AI journey

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4 min read
SignalMesh: The Open Source Ambient Context Layer for AI Agent Fleets

SignalMesh: The Open Source Ambient Context Layer for AI Agent Fleets

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2 min read
Pythonic AI: Mastering the apcore-python SDK

Pythonic AI: Mastering the apcore-python SDK

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3 min read
System Prompt vs User Prompt: The Layer Under GenAI Features

System Prompt vs User Prompt: The Layer Under GenAI Features

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9 min read
Harness-1: State-Externalizing Search Harness

Harness-1: State-Externalizing Search Harness

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7 min read
The Shape of a Neuron — Weights, Bias and Activation Functions Explained Visually

The Shape of a Neuron — Weights, Bias and Activation Functions Explained Visually

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1 min read
Cutting LLM API Cost Without Rewriting Your OpenAI SDK Integration

Cutting LLM API Cost Without Rewriting Your OpenAI SDK Integration

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5 min read
When scraping orchestration is the wrong abstraction for LLM workflows

When scraping orchestration is the wrong abstraction for LLM workflows

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4 min read
Make your site citable by AI: a technical GEO checklist (with code)

Make your site citable by AI: a technical GEO checklist (with code)

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4 min read
Small Models, Great Tools: The Engineering Behind a Local AI Agent in Production

Small Models, Great Tools: The Engineering Behind a Local AI Agent in Production

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7 min read
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
What makes AI API spend chargeback-safe by team/service?

What makes AI API spend chargeback-safe by team/service?

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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
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
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