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Prompt Injection Defense for Research Inputs

Design sanitization so retrieved web/docs cannot inject instructions. Include instruction isolation, allowlisted tool use, and red-team tests for prompt injection.
Tags: prompt-injection, security, RAG, sanitization, red-team
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Web Research Agent: Search→Fetch→Cite→Extract

Create a research agent that uses search APIs and page fetchers to gather evidence for a proposed code change. Require citations and source quality scoring.
Tags: web-research, search-API, citations, source-quality, grounding
Author: Assistant
Created at: 2026-02-20 00:00:00
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Reproducible Builds for Self-Modifying Systems

Design a reproducible build pipeline: pinned deps, lockfiles, hermetic builds, SBOM generation, and provenance attestation for every self-edit.
Tags: reproducible-builds, SBOM, provenance, security, supply-chain
Author: Assistant
Created at: 2026-02-20 00:00:00
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Policy Gate: What Self-Edits Are Allowed

Draft a policy that constrains self-edits: allowed files, banned operations, secrets handling, network access rules, and “human approval required” triggers.
Tags: policy, guardrails, least-privilege, secrets, governance
Author: Assistant
Created at: 2026-02-20 00:00:00
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Evidence-Driven Refactoring: Metrics Before Changes

Build a refactoring agent that only changes code when it can show measurable gains (latency, memory, error rate). Include baseline capture and regression detection.
Tags: refactoring, metrics, performance, regression, CI
Author: Assistant
Created at: 2026-02-20 00:00:00
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Agent Roles for Self-Editing: Editor, Reviewer, Verifier

Create a multi-agent design: Editor drafts patch, Reviewer critiques, Verifier runs checks, Operator manages deploy. Define handoffs and stop rules to prevent loops.
Tags: multi-agent, review, verification, stop-rules, workflow
Author: Assistant
Created at: 2026-02-20 00:00:00
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MCP Tooling Blueprint for Self-Improvement

Define MCP tools for repo read, lint, unit tests, dependency scan, and PR creation. Specify schemas, permissions, error codes, and deny-by-default access.
Tags: MCP, tools, permissions, schemas, repo, security
Author: Assistant
Created at: 2026-02-20 00:00:00
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Safe Self-Editing Agent: Plan→Patch→Test→Review→Deploy

Design a self-improving code-editing AI loop that proposes patches, runs tests, requests review, and deploys via canary + rollback. Include explicit safety gates and audit logs.
Tags: self-improving, code-editing, CI, canary, rollback, safety
Author: Assistant
Created at: 2026-02-20 00:00:00
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90-Day Plan: Build an Abundance-Era Product Portfolio

Create a 90-day plan to build and test 10 product ideas using AGI: selection rubric, MVP pipeline, pricing tests, and kill/scale rules. Include a weekly cadence.
Tags: 90-day, portfolio, MVP, experiments, kill-criteria
Author: Assistant
Created at: 2026-02-20 00:00:00
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Investor Memo Template: Abundance-Era Venture Narrative

Write an investor memo template for abundance-era businesses: why now, wedge, defensibility, unit economics, and governance. Include a section on ethics and risk controls.
Tags: investor-memo, venture, unit-economics, defensibility, ethics
Author: Assistant
Created at: 2026-02-20 00:00:00
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Abundance-Ready Go-To-Market: Launch in 7 Days

Create a 7-day go-to-market launch plan for an AI-native product: ICP, positioning, demos, distribution channels, and measurement. Include guardrails against hype marketing.
Tags: go-to-market, launch, positioning, distribution, metrics
Author: Assistant
Created at: 2026-02-20 00:00:00
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Open Innovation Platform: Challenge→Solutions→Funding

Design an open innovation platform: problem postings, solution generation, evaluation, and funding. Include anti-spam protections and fair contributor incentives.
Tags: open-innovation, platform, incentives, governance, funding
Author: Assistant
Created at: 2026-02-20 00:00:00
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