Open Loops
Open loops are unresolved questions already present in SWAP or the current AI/ notes.
Active AI-System Loops
Personal R&D frontier state model
Source: Pathfinder - Proposed Curiosity Agent Stack, Pathfinder - Curiosity Stack Implementation
- What is the minimum useful state model for a personal curiosity system?
- How often should notes be distilled before recommendations become repetitive?
- What should count as “recently explored”?
- How should the system avoid turning every weak idea into a backlog item?
Main chat versus worker boundary
Source: Pathfinder Orchestration Architecture, Bastion - Cursor as Primary Runtime Plan
- Which tasks should remain in the main chat?
- Which tasks should be delegated to worker sessions?
- What context package is enough for a worker without bloating the main session?
- When does ACP-first become insufficient and require a first-class provider integration?
Agent observability MVP
Source: OpenClaw Observer VM for Agent Observability
- What is the smallest event schema that makes agent workflow review useful?
- Should the observer start from session digests, structured events, or sampled transcripts?
- Which scorecard dimensions matter most: clarity, missing context, wasted tokens, delegation quality, or human prompt quality?
- How much logging is useful before privacy and retention become the main problem?
Backend and Systems Loops
Serverless Postgres and connection coupling
Source: SWAP
- Why is PostgreSQL perceived as tightly coupled in serverless environments?
- What specific problem does Neon solve?
- Is the main issue connection management, storage/compute separation, cold starts, transaction semantics, or something else?
Kafka and event-driven systems
Source: SWAP
- What makes Kafka different from a queue, log, or pub/sub broker?
- When does Kafka become unnecessary operational weight?
- How should a deep dive connect storage internals, consumer groups, ordering, compaction, and exactly-once claims?
OLAP, OLTP, and storage engines
Source: SWAP, ClickHouse MCP for Dataservice Trace Analysis
- What are the real storage and query-shape differences between OLAP and OLTP systems?
- How does ClickHouse fit into that distinction?
- What should a practical storage-engine note explain for system design use?
Kubernetes networking and sidecars
Source: SWAP
- How do VPCs and Kubernetes networking actually interact?
- When are sidecars the right abstraction versus unnecessary complexity?
- How do service meshes change the operational model?
Spring ecosystem internals
Source: SWAP
- What is the difference between Spring Boot and Spring Cloud?
- How do Tomcat and Spring Boot request chains fit together?
- What JVM and GC details matter for backend engineering practice?
Buildable Project Loops
Personal spending ingestion
Source: SWAP
- Can enough transactions be captured without reading arbitrary iOS notifications?
- Is email alert parsing plus monthly statement reconciliation sufficient?
- How should Apple Pay Shortcuts data be treated when it is timely but incomplete?
- What reconciliation algorithm best handles reimbursements, PayNow repayments, missing repayments, and reward categories?
Obsidian graph-neighborhood plugin
Source: SWAP
- Can a plugin highlight a node and its neighbors like graph-view hover behavior?
- Is the right implementation a graph-view extension, a canvas-like view, or a separate local visualization?
Chat-history LLM bot
Source: SWAP
- What chat history is available and exportable?
- What should be treated as memory versus private source data?
- Should this be a retrieval bot, a summarizer, or a personality/context simulator?
Business and Finance Loops
Value of being informed
Source: SWAP
- Does it pay to be informed?
- In which domains does information advantage translate into action, and where does it become entertainment?
Market and company structure
Source: SWAP
- Why are there many stock exchanges?
- Why does IPO enable expansion for tech companies?
- What are the two exit paths of a tech firm?
- Why did Apple, iPhone, Facebook, and TikTok succeed?
Personal finance decisions
Source: SWAP
- Where should emergency funds be stored?
- How should credit card reward constraints affect spending and card selection?