Blog

Research articles

Adaline articles about research, self-improving agents, evals, production traces, and agent reliability.

Why Deployed AI Agents Decay Without a Continuous Improvement Loop

Why Deployed AI Agents Decay Without a Continuous Improvement Loop

10 min read

How the Agent Metabolism Compounds Quality With Every Production Improvement Cycle

How the Agent Metabolism Compounds Quality With Every Production Improvement Cycle

14 min read

LLM Evaluation Metrics: How To Derive Yours From Production Traces

LLM Evaluation Metrics: How To Derive Yours From Production Traces

10 min read

AI Agent Observability: Why Latency Charts Miss The Failures That Matter

AI Agent Observability: Why Latency Charts Miss The Failures That Matter

8 min read

LLM-as-a-Judge: Why Frontier Models Fail 50%+ Bias Tests

LLM-as-a-Judge: Why Frontier Models Fail 50%+ Bias Tests

10 min read

LLM Evaluation: A Complete Guide To Methods, Metrics, And Frameworks

LLM Evaluation: A Complete Guide To Methods, Metrics, And Frameworks

10 min read

What Is Prompt Engineering? A Complete Guide From Definition To Production

What Is Prompt Engineering? A Complete Guide From Definition To Production

10 min read

LLM Cost Optimization: Token Efficiency, Caching, and Prompt Design

LLM Cost Optimization: Token Efficiency, Caching, and Prompt Design

7 min read

What Is Eval-Driven Development? How to Ship AI Features Without Guessing

What Is Eval-Driven Development? How to Ship AI Features Without Guessing

7 min read

The Complete Guide To OpenAI GPT-5 Models

The Complete Guide To OpenAI GPT-5 Models

7 min read

Why Agentic Infrastructure Will Power The Next Wave Of AI Products

Why Agentic Infrastructure Will Power The Next Wave Of AI Products

10 min read

Gemini 3 vs GPT-5.1

Gemini 3 vs GPT-5.1

10 min read

LoRA Fine-tuning Efficiency Under Different Loss Functions

LoRA Fine-tuning Efficiency Under Different Loss Functions

25 min read

A Theoretical Understanding of Foundation Models

A Theoretical Understanding of Foundation Models

25 min read

Claude Sonnet 4.5: Build Reliable Long-Horizon Coding Agents

Claude Sonnet 4.5: Build Reliable Long-Horizon Coding Agents

10 min read

Understanding Supervised Finetuning (SFT) with GPT in 2025

Understanding Supervised Finetuning (SFT) with GPT in 2025

20 min read

Activation Functions In Neural Networks

Activation Functions In Neural Networks

40 min read

Practical Implementation of Encoder–Decoder Architecture

Practical Implementation of Encoder–Decoder Architecture

20 min read

Understanding Self-Attention Using PyTorch

Understanding Self-Attention Using PyTorch

20 min read

How AI Superintelligence Will Transform Our Products

How AI Superintelligence Will Transform Our Products

12 min read

What is Context Engineering for AI Agents?

What is Context Engineering for AI Agents?

12 min read

The 5 Levels of Agentic AI

The 5 Levels of Agentic AI

14 min read

What is Active-Prompt in LLM?

What is Active-Prompt in LLM?

10 min read

What is Iterative Prompting?

What is Iterative Prompting?

10 min read

Least-to-Most Prompting

Least-to-Most Prompting

11 min read