Ai

19 posts in this category

Found 19 posts

2026-06-18

My agent kept losing facts it had already saved

AIdaemon could save a fact and then fail to find it when I asked for it. Semantic search ranks by what's on the same topic, so the short fact holding the real answer gets buried under wordier ones nearby. A reranker reads each candidate against the question and puts the right one back on top.

aisoftware-developmentopen-source

2026-06-08

13 min read

Local Gemma was too slow with AIdaemon until I fixed llama.cpp and the prompt size

I wanted AIdaemon on local Gemma 4 26B through llama.cpp, not Ollama. Generation ran at ~45 tok/s on an M4 Pro. Agent turns still felt stuck because prefill on 14k-token prompts took 8 to 9 seconds before the model wrote a single word.

aisoftware-development+1

2026-05-20

12 min read

How production-grade AI agents actually work

A plain-English walkthrough of the control plane, tool plane, memory, guardrails, sub-agents, and observability behind production-grade AI agents.

AIArchitecture+1

2026-05-15

3 min read

How to work with any generative AI

Switching from ChatGPT to Claude to Gemini to Grok, or to any open source model, shouldn't mean relearning how to prompt, what to trust, and what's safe to hand off. Under the hood they share the same handful of traits, and the same few habits get good results from all of them.

aifundamentals

2026-05-14

2 min read

Skills, CLAUDE.md, subagents, hooks, or MCP, when to use which

Claude Code has five customization layers. Pick the wrong one and you get a Skill that never fires, a hook doing subagent work, or a CLAUDE.md so bloated it eats half your context before you type. Here's where each one belongs.

aiclaude-code+1

2026-05-03

5 min read

How to keep multiple coding agents from overwriting each other

The practical workflow I use for parallel AI coding agents: one worktree per agent, one branch per task, clear file ownership, protected main, and shared instructions through AGENTS.md or CLAUDE.md.

aisoftware-development+1

2026-04-18

6 min read

How to turn a website into an MCP server

A concrete walkthrough of how I turned davidloor.com into an MCP server that Claude Desktop and Cursor can query. The tools, the Cloudflare Worker setup, the gotchas, and what to expose.

aicloud+1

2026-03-25

6 min read

How I built RFP Search, an AI-powered RFP aggregator

I built an automated platform that scrapes 11 government and nonprofit RFP sources nightly, uses Llama 3.1 to extract structured data, and serves it all from Cloudflare Workers.

aisoftware-development+1

2026-03-15

5 min read