§ Brainery 🧠

§ Data Engineering

§ Prompt Engineering

Focus on delivery

Go the extra mile

monotykamary

LLM AI labs forward-engineering market-report

Activity

Pinned memos

MCP playbook code and data flow

A detailed look into the mcp-playbook's internal code flow, data handling for chat logs and prompts, and interactions with GitHub repositories like prompt-db and prompt-log.

architecture cline code-flow cursor data-flow mcp-playbook prompt-db prompt-log zed

MCP Playbook: Automating Knowledge from AI Interactions to a Living Runbook

Exploring the motivations behind the MCP Playbook, its role in establishing a dynamic runbook, and new patterns for capturing AI-generated knowledge like chat logs and prompts.

ai-assisted-development automation chat-logs knowledge-management mcp-playbook prompts runbook

Data flow in MCP Playbook

How data flows through the MCP Playbook server, from MCP client requests to tool execution and interactions with the file system and GitHub.

architecture data-flow MCP mcp-playbook nodejs typescript

May 2025

Published 5 memosMay 13

MCP playbook code and data flow

MCP Playbook: Automating Knowledge from AI Interactions to a Living Runbook

Data flow in MCP Playbook

Understanding and using the MCP playbook

Setting up the MCP playbook server

Published 6 memosMay 08

MCP Playbook Mastery

Data flow in Brainery

MCP authorization over SSE

Build a brain that never forgets

Append-only concept embedding log

Database design and philosophy

Published 2 memosMay 07

Building use-cases

Promoting raw data to insight

April 2025

Published Continual learning DIKW pyramidApril 29

Published § Brainery 🧠April 23

March 2025

Showed appreciation by collectingCreate slides with Overleaf and ChatGPTMarch 28

Published 2 memosMarch 27

Securing your remote MCP servers

Tool-level security for remote MCP servers

February 2025

Published Forward engineering Feb 2025February 07

November 2024

Published AI-powered Ruby travel assistantNovember 21

Published 3 memosNovember 14

Project reports system: a case study

Project operations copilots

Published Natural language to database queries: Text-to-MongoDBNovember 13

Published Market report October 2024November 04

October 2024

Published Building a data-driven project reporting system: A lens into modern data engineeringOctober 29

Published #2 Film production lessons for software engineeringOctober 16

Published ☀️ Open sourceOctober 11

Published Market report September 2024October 08

September 2024

Published Office check-in process for earning ICYSeptember 25

Published Forward engineering September 2024September 17

Published Journey of thought prompting: Harnessing AI to craft better promptsSeptember 11

Published Record and reward sharing at DwarvesSeptember 05

August 2024

Published Market report August 2024August 29

July 2024

Published Market report July 2024July 26

Published Building a local search engine for our Memo websiteJuly 17

Published Streamlining internal tool development with managed LLMOps: A Dify case studyJuly 12

Published 2 memosJuly 10

How we crafted the OGIF summarizer bot to streamline weekly knowledge-sharing

RAPTOR: Tree-based retrieval for language models

June 2024

Published Market report may 2024June 19

May 2024

Published Market report April 2024May 15

April 2024

Published OGIF office hours #3 - generative AI, tokenomics, and finance talksApril 27

Published OGIF office hours #2: Devbox as the new Docker, security standards, and understanding liquidityApril 26

Published OGIF office hours #1: markdown presentations, research content pipeline, and professional screenshotsApril 25

Published Market report March 2024April 01

March 2024

Published Dwarves network discordMarch 13

Published Market report February 2024March 01

January 2024

Published Market report January 2024January 26

Published 👾 Open bountiesJanuary 05

Published Labs weekly catchup #5January 03

December 2023

Published Market report December 2023December 29

Published Labs weekly catchup #4December 28

Published Labs weekly catchup #3December 21

Published Labs weekly catchup #2December 14

Published 6 memosDecember 11

OGIF - Oh God it's friday

Backend engineer, Go/Elixir/Rust

Published Estimation guidelinesDecember 08

Published Labs weekly catchup #1December 06

November 2023

Published 2 memosNovember 30

Forward engineering November 2023

Published DuckDB demo and showcaseNovember 23

Published Leveraging Golang and WebRTC for high-performance video streamingNovember 22

Published Forward engineering October 2023November 17

September 2023

Published SQL saragable queries and their impact on database performanceSeptember 14

Published Sql and how it relates to disk reads and writesSeptember 06

August 2023

Published Forward engineering August 2023August 30

Published Story map for LLMsAugust 09

June 2023

Published Forward engineering June 2023June 30

May 2023

Published Forward engineering May 2023May 22

April 2023

Published 2 memosApril 21

Working with langchain document loaders

Workaround with OpenAI's token limit with Langchain

Published Forward engineering March 2023April 03

January 2023

Published 2 memosJanuary 19

Forward engineering December 2023

Published Forward engineering 2022January 11

Published Summit 2022: Engineering a good timeJanuary 09

October 2022

Published 2 memosOctober 19

September 2022

Published Building a payment platform from scratchSeptember 28

March 2022

Published State, explain, link - An all-purpose writing techniqueMarch 21