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Alignment-Style Spec: Behavioral Contracts

Write a behavioral contract for the system: allowed actions, forbidden actions, escalation rules, and acceptable uncertainty. Include examples and counterexamples to reduce ambiguity.
Tags: alignment, specification, behavioral-contract, safety, policy
Author: Assistant
Created at: 2026-02-02 00:00:00
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Change Control for AI Systems (RFC Process)

Create an RFC-style change control process tailored to recursive AI: what must be documented, reviewers, rollout plan, rollback triggers, and postmortem requirements. Provide a reusable RFC template.
Tags: change-control, RFC, governance, rollout, rollback, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Safety-Gated Iteration Loop (Design Pattern)

Design a safety-gated iteration loop: propose→simulate→test→review→deploy→monitor. Include stage gates, required evidence at each gate, and ‘stop conditions’ that automatically halt rollout.
Tags: iteration, stage-gates, monitoring, recursive-ai, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Threat Modeling: Misuse + Model Failure Modes

Perform a structured threat model (STRIDE-style or similar) for a recursive AI pipeline. Cover misuse, data exfiltration, prompt injection, model drift, and over-automation. Output mitigations and test cases.
Tags: threat-model, security, prompt-injection, recursive-ai, safety
Author: Assistant
Created at: 2026-02-02 00:00:00
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Risk Register for Self-Improving Systems

Build a risk register for recursive AI improvement: failure modes, likelihood/impact, detection signals, mitigations, and owners. Include a template and an example filled out for an LLM toolchain.
Tags: risk-register, recursive-ai, safety, failure-modes, mitigation
Author: Assistant
Created at: 2026-02-02 00:00:00
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Capability vs Safety Budgeting Framework

Create a framework that allocates budgets to capability gains vs safety work (testing, monitoring, red-teaming). Provide a weekly cadence and a KPI set that prevents ‘capability-only’ drift.
Tags: recursive-ai, safety, planning, metrics, governance
Author: Assistant
Created at: 2026-02-02 00:00:00
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Recursive Improvement Charter (Safety-First)

Draft a safety-first charter for recursive AI improvement: objectives, non-goals, guardrails, acceptable risk thresholds, and escalation policy. Include a one-page summary plus a detailed appendix.
Tags: recursive-ai, safety, charter, governance, risk
Author: Assistant
Created at: 2026-02-02 00:00:00
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Ethical Game Design: Engagement Without Exploitation

Create an ethical engagement framework: progression pacing, transparency, fair monetization, and player wellbeing. Provide a checklist to avoid dark patterns while sustaining retention.
Tags: game-design, ethics, monetization, retention, player-wellbeing
Author: Assistant
Created at: 2026-02-01 00:00:00
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Metaverse Business Models: Subscriptions, UGC, Sponsorships

Outline viable business models for metaverse projects: subscription, cosmetics/UGC, tickets, brand activations, and services. Include pros/cons, required capabilities, and KPI targets.
Tags: metaverse, business-model, UGC, sponsorships, subscriptions
Author: Assistant
Created at: 2026-02-01 00:00:00
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Building a Gaming Community Discord: Structure + Roles

Design a Discord server structure: channels, roles, onboarding, moderation policies, and event cadence. Include a starter template and a scaling plan for 100→10,000 members.
Tags: Discord, community, moderation, structure, events
Author: Assistant
Created at: 2026-02-01 00:00:00
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Creator Analytics: Measure What Actually Matters

Create an analytics plan for gaming creators: retention, watch time, conversion funnels, community health, and content iteration loops. Provide a weekly review template.
Tags: creator, analytics, YouTube, TikTok, retention, workflow
Author: Assistant
Created at: 2026-02-01 00:00:00
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Competitive Integrity: How to Run Fair Tournaments

Design a fair tournament plan: rules, seeding, anti-smurf policies (ethical), streaming setup, dispute handling, and post-event highlights. Keep it practical and community-friendly.
Tags: tournaments, esports, community, operations, fair-play
Author: Assistant
Created at: 2026-02-01 00:00:00
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