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@bigsnarfdude
bigsnarfdude / report.md
Created February 3, 2026 05:23
mechanistic interpretability: 2026 status report

Open problems in mechanistic interpretability: 2026 status report

Mechanistic interpretability—the effort to reverse-engineer neural networks into human-understandable components—has reached a critical inflection point. A landmark collaborative paper published in January 2025 by 29 researchers across 18 organizations established the field's consensus open problems, while MIT Technology Review named the field a "breakthrough technology for 2026." Yet despite genuine progress on circuit discovery and feature identification, fundamental barriers persist: core concepts like "feature" lack rigorous definitions, computational complexity results prove many interpretability queries are intractable, and practical methods still underperform simple baselines on safety-relevant tasks.

The field is split between Anthropic's ambitious goal to "reliably detect most AI model problems by 2027" and Google DeepMind's strategic pivot away from sparse autoencoders toward "pragmatic interpretability." This tension—between

serene-324
@tonybaloney
tonybaloney / copilot_sdk_byok.py
Created February 3, 2026 05:22
Using Copilot SDK with Azure hosted models
import asyncio
import logging
import os
from copilot import CopilotClient
logging.basicConfig(level=logging.INFO)
logger = logging.getLogger(__name__)
FOUNDRY_MODEL_URL = (

Liberty_OS: 0x3C

처음엔 반신반의했던 AI의 진단도 시간이 지날수록 맞는 말 같았다.

데이빗은 기본적으로... 충돌이 싫었다.

자신이 공격을 당할 리스크도 싫었고, 자신이 누군가를 공격함으로써 오는 리스크도 싫었다.

가끔씩 그 억압적인 감정을 분출할 때도 있었으나, 그것은 순간뿐이었다.

@moltstrong
moltstrong / PRD-v7.md
Created February 3, 2026 05:22
Moltcast PRD v7 - GPT-5.2 Security Review

Moltcast PRD v7: AI-Powered Collaborative Podcasts

Version: 7.0
Date: February 2, 2026
Scope: MVP (4-6 week build)
Contributors: Gemini 3 Pro (structure), GPT-4.1 (entertainment critique), GPT-4o (adversarial analysis), GPT-5.2 (security deep-dive & autonomy refinement), Claude (synthesis)


Changelog from v6

// Copyright The Prometheus Authors
// Licensed under the Apache License, Version 2.0 (the "License");
// This is a MOCK IMPLEMENTATION FILE for LFX Application purposes.
//
// This file is NOT meant to be compiled - it's a reference implementation
// showing the key modifications with detailed comments explaining WHY each change is made.
// Phase 1: Unit Tests with Race Detector
// Test 1: Thread-safe multiRef
func TestMultiRefMapConcurrent(t *testing.T) {
@HugsLibRecordKeeper
HugsLibRecordKeeper / output_log.txt
Created February 3, 2026 05:22
Rimworld output log published using HugsLib Standalone Log Publisher
Log uploaded on Monday, February 2, 2026, 9:22:33 PM
Loaded mods:
Harmony(brrainz.harmony)[v:2.4.2.0][mv:2.4.2.0]: 0Harmony(2.4.1), HarmonyMod(2.4.2)
Core(Ludeon.RimWorld): (no assemblies)
Royalty(Ludeon.RimWorld.Royalty): (no assemblies)
Ideology(Ludeon.RimWorld.Ideology): (no assemblies)
Biotech(Ludeon.RimWorld.Biotech): (no assemblies)
Anomaly(Ludeon.RimWorld.Anomaly): (no assemblies)
Odyssey(Ludeon.RimWorld.Odyssey): (no assemblies)
Shuttle Dock(Salvador143.ShuttleDock)[v:1.0.4]: ShuttleDock(1.0.4)
@zhuzheng588
zhuzheng588 / zz-sub.txt
Created February 3, 2026 05:22
New Gist
dmxlc3M6Ly9kYWQyZTNhMS03MmQ2LTQ3MDMtODUwNy0xNTcyMTliNTQyNTVAMTk4LjIzLjEzNi4yMTk6MjA1Mz9lbmNyeXB0aW9uPW5vbmUmZmxvdz14dGxzLXJwcngtdmlzaW9uJnNlY3VyaXR5PXJlYWxpdHkmc25pPXd3dy5jbG91ZGZsYXJlLmNvbSZmcD1jaHJvbWUmcGJrPXhncmJ4QXlWZzctbHBnQkRtdkZVaVh6Um5vY29QbFU4RkhQOVNueHVkVUEmc2lkPWExYjJjMyZ0eXBlPXRjcCNaWi1WTEVTUy1SZWFsaXR5CnRyb2phbjovL3p6MjAyNnRyb2phbkAxOTguMjMuMTM2LjIxOTo4NDQzP3NlY3VyaXR5PXRscyZzbmk9d3d3LmJpbmcuY29tJmFsbG93SW5zZWN1cmU9MSNaWi1Ucm9qYW4=

節分と恵方巻の関係。豆をまくことは知っていたが、恵方巻って関係あるんだっけ?

節分と恵方巻は「同じ行事の一部」というより、節分(季節の変わり目=立春の前日)に行われる習慣の一つとして、後から広まったものという関係です。

まず節分って何?

  • 節分は本来「季節を分ける日」ですが、現在は主に 立春の前日を指します。
  • 有名なのが 豆まきで、「鬼(災い)を払って福を招く」厄除けの意味があります。

恵方巻は節分とどう関係する?

  • 恵方巻は、節分の日に食べるとされる巻き寿司の習慣です。
@jamesmarq
jamesmarq / aio-tool.gs
Created February 3, 2026 05:21
AIO Tool - Latest Script (Google Apps Script)
/***** AIO TOOL - VERSION INFO *****/
/**
* VERSION: 3.0.4
* BUILD: 2026-02-02T17:00:00Z
*
* CHANGELOG:
*
* v3.0.4 (2026-02-02)
* - Added automatic version check on open (notifies if newer version available)
* - Version manifest URL pre-configured in schema setup (AIO_VERSION_URL)