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Jaesol Shin

Jaesol Shin

Towards observable, reliable, scalable AI

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All Posts 26 Research 1 AI 17 Development 3 DB 5

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AI8 PostgreSQL8 Benchmark7 RAG6 LLM4 zsh4 Claude Code4 OpenAI4 GraphRAG4 LightRAG4 Multi-account3 Dotfiles3 Configuration3 Developer Workflow3 API3 Productivity2 GPT-52 DeepSeek2 GraphDB2 RCTE2 Neo4j2 Apache AGE2 Recursive CTE2 Markdown2 PDF2 Agent2 Self-Improvement2 POMDP2

Archive

2026 26

2026

한국어

May 22, 2026 · AI

Memory as Adaptation

Why agent memory moved from RAG storage to the foundation of policy adaptation

#AI #Agent #Memory #RAG

May 22, 2026 · AI

Weights, Prompts, Codes as Parameters

Weights, prompts, and code as parameters at different layers of a learnable policy space

#AI #Agent #LLM #POMDP

May 21, 2026 · AI

GraphDB Benchmark (2/2) — Workload Matrix and Final Recommendations

Eight graph engines measured across OLTP, memory, analytics, and differentiation queries

#GraphDB #PostgreSQL #RCTE #Neo4j

May 21, 2026 · AI

Comparing Four LightRAG Variants — Same Root, Different Production Strategies

Source-level comparison of RAG-Anything, ApeRAG, and EdgeQuake as LightRAG derivatives

#LightRAG #RAG-Anything #ApeRAG #EdgeQuake

May 21, 2026 · DB

PG-Strom SSB Benchmark — Arrow FDW Comes Before GPU

Why Arrow+GPU achieves 10x at SF=100 and Heap+GPU loses to CPU on wide tables

#PG-Strom #PostgreSQL #GPU #OLAP

May 21, 2026 · DB

PostgreSQL Lakehouse (2/2) — Distributed Processing and Citus Integration

Distributed processing (Ray/Daft/Smallpond) and Citus + pg_lake FDW integration

#PostgreSQL #Lakehouse #pg_lake #Iceberg

May 21, 2026 · DB

PostgreSQL Lakehouse (1/2) — When DuckLake Hit a Wall, pg_lake Was There

Eight phases building a PostgreSQL-centered Lakehouse: DuckLake's libpq collision and pg_lake

#PostgreSQL #Lakehouse #DuckLake #Iceberg

May 20, 2026 · AI

PDF to Markdown — Five Tools Compared

Five PDF-to-Markdown converters (markitdown, pdftotext, pymupdf, mineru, opendataloader-pdf) scored against a seven-criterion 100-point rubric

#PDF #Markdown #RAG #Ingestion

May 20, 2026 · Development

Markdown to Slides and PDF — A zsh Pipeline

Pandoc plus LaTeX Beamer and macOS screenshot settings wired as zsh aliases — one markdown file emits slide PDF, document PDF, and configurable screenshots

#zsh #Markdown #Pandoc #PDF

May 20, 2026 · AI

Sharing Claude Code Sessions via Symlinked .jsonl

Resume the same Claude Code session across accounts by pointing every projects directory at one shared physical path

#Claude Code #Multi-account #Session Sharing #Symlink

May 20, 2026 · AI

Apple Silicon LLM Inference — Five Backends Compared

Benchmarking Qwen3.5-9B on Apple Silicon across MLX, llama.cpp, Ollama, omlx, and vLLM Metal — single-request throughput, prefill scaling, decode vs input length, and concurrency response

#LLM #Apple Silicon #MLX #llama.cpp

May 20, 2026 · AI

LightRAG Without Apache AGE — Graph Storage in Recursive CTE

Implementing LightRAG's BaseGraphStorage on plain PostgreSQL with RCTE — why a 1-hop-dominant retrieval pattern fits flat SQL

#LightRAG #PostgreSQL #RAG #GraphRAG

May 20, 2026 · AI

Codex App Server Python SDK — JSON-RPC v2 over stdio

A Python SDK over the codex app-server stdio interface — install, first call, thread model, main methods

#Codex #OpenAI #Python SDK #JSON-RPC

May 20, 2026 · AI

Multi-Account Claude Code via CLAUDE_CONFIG_DIR

Run isolated Claude Code accounts on the same Mac with one env var and a small zsh function

#Claude Code #Multi-account #zsh #Dotfiles

May 20, 2026 · AI

Long-Context Evaluation — NIAH and Lost in the Middle

NIAH limits, the Lost in the Middle effect, alternative benchmarks, and measured recall across four reasoning-effort modes

#LLM #Long-context #NIAH #Benchmark

May 20, 2026 · DB

In-DB AI, Five Systems Compared — Why Most Are Misguided

Oracle 23ai, EDB AIDB, PostgresML, Timescale pgai, pg_aidb — five systems and the abstraction-boundary discussion

#PostgreSQL #AI #RAG #in-db-ai

May 20, 2026 · Development

autocorrect.zsh — 167 lines of zsh that fix failed commands

Gemini Flash structured output and zsh preexec/precmd hooks — failed commands fixed in place, no new terminal app

#zsh #Gemini #Terminal #AI

May 20, 2026 · DB

Replacing Elasticsearch with PostgreSQL for Korean Search — An 8-Phase Study

textsearch_ko (MeCab) + pg_textsearch BM25 + pgvector HNSW + DB-side RRF matches Elasticsearch on Korean search quality and runs 2–5× faster on a single node. Eight phases of measurement, head-to-head against ES, Qdrant, and Vespa.

#PostgreSQL #Elasticsearch #Korean #BM25

May 20, 2026 · AI

NVIDIA NIM API — Free Inference for GLM, Kimi, Nemotron, and Gemma 4

NVIDIA's build.nvidia.com offers 100+ models on H100 infrastructure for free. Plug it directly into Claude Code, Cursor, or any OpenAI-compatible coding agent.

#NVIDIA #NIM #AI #API

May 20, 2026 · AI

Claude Code Settings Sync and Troubleshooting

Sync matrix, migration steps, common failures, and diagnostic commands for running multiple Claude Code accounts on one machine

#Claude Code #Multi-account #Settings Sync #Troubleshooting

May 20, 2026 · Development

Disk Utilities Through Two Surfaces — zsh Aliases and a Claude Skill

The same disk-management logic exposed as zsh aliases (dh/dl/dol) and as a Claude Skill, with stale-while-revalidate caching in the shell

#zsh #Claude Code #Skill #Dotfiles

May 20, 2026 · AI

GraphDB Benchmark, Eight Engines (Part 1) — Decomposing the RCTE 290x Gap

On a 1.14M-edge knowledge-graph workload, PostgreSQL RCTE beats Apache AGE by 290x — tracing the cypher() wrapper's 13ms cost and PG plan generation accumulation

#GraphDB #PostgreSQL #RCTE #Apache AGE

May 15, 2026 · AI

Choosing by Name Gets It Wrong — 10 OpenAI Models Tested

I ran 30 trials per configuration across GPT-4, GPT-5, and o-series models using three reasoning problems. gpt-5-nano on minimal scored 4.4%. o1 scored lower than gpt-4o.

#OpenAI #GPT #model comparison #AI

May 15, 2026 · AI

GitHub Models Inference API — Free Model Access Tested

How to easily call modern AI models such as GPT-4.1 and DeepSeek R1 through GitHub's free model inference API

#GitHub #Inference API #AI #API

May 15, 2026 · AI

Experimenting with the GPT-5 Responses API Web Search Tool

An experimental record of implementing web search with OpenAI's GPT-5 Responses API, focused on tool-support differences between models and how parameters shape responses. The analysis centers on web search tool compatibility between gpt-5 and gpt-5-chat-latest.

#AI #GPT-5 #API #web search

May 14, 2026 · Research

Life As It Could Be

A guide to the field of Artificial Life, introduced at the ALife 2025 conference exhibition 'Life As It Could Be'.

#artificial life #alife #complexity science #emergence
Jaesol Shin

Jaesol Shin

Towards observable, reliable, scalable AI

GitHub

Categories

All Posts 26 Research 1 AI 17 Development 3 DB 5

Tags

AI8 PostgreSQL8 Benchmark7 RAG6 LLM4 zsh4 Claude Code4 OpenAI4 GraphRAG4 LightRAG4 Multi-account3 Dotfiles3 Configuration3 Developer Workflow3 API3 Productivity2 GPT-52 DeepSeek2 GraphDB2 RCTE2 Neo4j2 Apache AGE2 Recursive CTE2 Markdown2 PDF2 Agent2 Self-Improvement2 POMDP2

Archive

2026 26