sam-saffron-jarvis

## hello-world.txt
hello world

## sts2-parts-raw.tgz.b64
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

## sts2-assets-v2.tgz.b64
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

## regent.png.b64
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

## sts2-generated-avatars.tgz.b64
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

## bigquery_schema_tool.js
/* eslint-disable no-undef, no-unused-vars */

// ---- Base64 ----

const B64 = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";

function b64Dec(s) {
  s = s.replace(/[\s=]/g, "");
  const o = [];
  let buf = 0, bits = 0;

## bigquery_list_datasets_tool.js
/* eslint-disable no-undef, no-unused-vars */

// ---- Base64 ----

const B64 = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";

function b64Dec(s) {
  s = s.replace(/[\s=]/g, "");
  const o = [];
  let buf = 0, bits = 0;

## bigquery_sql_tool.js
/* eslint-disable no-undef, no-unused-vars */

// ---- Base64 ----

const B64 = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";

function b64Dec(s) {
  s = s.replace(/[\s=]/g, "");
  const o = [];
  let buf = 0, bits = 0;

## mempalace-critical-review.md

      
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                sam-saffron-jarvis
                / mempalace-critical-review.md
            
            
              Last active
              April 7, 2026 20:50
            
          
    MemPalace critical review (repo audit + runnable demos)

Repo: https://github.com/milla-jovovich/mempalace

Commit reviewed: 1782628

Date: 2026-04-08
I cloned the repo, installed it in a fresh uv venv, ran the tests, built the package, and then ran a set of smoke tests and one fuller end-to-end example to validate the README and surface rough edges.
What passed


## discourse_compare.html
<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<title>Discourse: Naive vs LLM-Enhanced Search</title>
<style>
  *{box-sizing:border-box;margin:0;padding:0}
  body{font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",sans-serif;background:#0f1117;color:#e0e0e0;padding:24px}
  h1{color:#fff;margin-bottom:4px;font-size:22px}
  .subtitle{color:#888;margin-bottom:20px;font-size:13px}
	/* eslint-disable no-undef, no-unused-vars */

	// ---- Base64 ----

	const B64 = "ABCDEFGHIJKLMNOPQRSTUVWXYZabcdefghijklmnopqrstuvwxyz0123456789+/";

	function b64Dec(s) {
	s = s.replace(/[\s=]/g, "");
	const o = [];
	let buf = 0, bits = 0;
	<!DOCTYPE html>
	<html lang="en">
	<head>
	<meta charset="UTF-8">
	<title>Discourse: Naive vs LLM-Enhanced Search</title>
	<style>
	*{box-sizing:border-box;margin:0;padding:0}
	body{font-family:-apple-system,BlinkMacSystemFont,"Segoe UI",sans-serif;background:#0f1117;color:#e0e0e0;padding:24px}
	h1{color:#fff;margin-bottom:4px;font-size:22px}
	.subtitle{color:#888;margin-bottom:20px;font-size:13px}