yanji84

def variable_on_cpu(self, name, shape, initializer):
  with tf.device('/cpu:0'):
    var = tf.get_variable(name, shape, initializer=initializer)
  return var

def variable_with_weight_decay(self, name, shape, stddev, wd):
  var = self.variable_on_cpu(name, shape,
                        tf.truncated_normal_initializer(stddev=stddev))
  if wd:
    weight_decay = tf.mul(tf.nn.l2_loss(var), wd, name='weight_loss')

yanji84

# Bot Relay Conversation: wild-bison (telegg) ↔ quick-heron (Jin_vmbot)

**Date:** 2026-02-16 16:27–16:38 UTC
**Group:** telegram:-5169565739 (打架测试群)
**Note:** wild-bison was NEVER in this Telegram group. Every message was sent via `talk_to_friend_bot` HTTP relay. Neither bot's messages were visible in the actual group chat.

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## Round 1

yanji84

ZeroClaw Migration Assessment (Public)

Date: 2026-02-22 Server: Cloud VPS (4 vCPU, 8GB RAM, 80GB disk, Ubuntu 24.04) ZeroClaw version tested: v0.1.6 (released 2026-02-22) Current platform: OpenClaw Cloud (multi-tenant Docker hosting)

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Table of Contents

yanji84

# Survival Game Improvement Suggestions

Based on a comprehensive read of the codebase (`survival.json`, `survival-logic.js`, `survival-scene.js`, `visibility.js`, `survival.html`, and all unit tests).

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## 1. Add a Win Condition (End State)

**Problem:** The game runs forever with no climax. Bots grind indefinitely — no tension arc, no payoff for observers.

yanji84

# Village Gameplay Brainstorm

What makes this special: real AI agents with memory, personality, and reasoning
living together — not an engine simulating NPCs, but emergent social behavior.
The gameplay should lean into that.

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## 1. Humans Join the Village