Gemini Handoff: Wiki Expansion Research

Objective

Research where the vault should expand next and produce a prioritized, source-aware expansion plan rather than immediately broadening the wiki ad hoc.

The goal is to identify the highest-leverage note clusters to deepen based on current graph topology, thin high-traffic notes, weak navigation hubs, and already-available raw/source material.

Verified Facts

• 02_System/find-thin-nodes.ps1 currently reports 351 notes and 3289 mapped links after graph sync.
• Several notes are structurally important but still thin relative to their incoming-link count:
  • agent-development-kit — 57 incoming, 245 words
  • rust — 59 incoming, 227 words
  • python — 53 incoming, 225 words
  • powershell — 30 incoming, 135 words
  • typescript — 29 incoming, 138 words
  • mcp-best-practices — 25 incoming, 104 words
  • agent-thought-cycle — 21 incoming, 156 words
  • agent-tools — 20 incoming, 208 words
  • graph-orchestration — 6 incoming, 104 words
• Several MOCs or navigation notes are especially thin for their role:
  • javascript-moc — 88 words
  • pkm-history-moc — 80 words
  • wpf-moc — 115 words
  • multi-agent-patterns-moc — 160 words
  • programming-languages-moc — 168 words
• The vault already has meaningful coverage in some lanes, so this should not be treated as a blank-slate discovery task:
  • Anthropic API cluster exists and is newly seeded
  • Firecrawl pipeline/spec cluster exists and is relatively mature
  • OpenAI Swarm / Agents SDK coverage exists
  • MCP, ADK, .NET/C#, PowerShell, Python, Rust, and TypeScript all already have anchor notes or MOCs
• Raw/source inventory already exists for multiple expansion candidates, including:
  • 00_Raw/mcp/
  • 00_Raw/anthropic/
  • 00_Raw/adk-documentation.md
  • 00_Raw/openai-agents-and-swarm.md
  • Hugging Face agent-course files
  • language summaries and handbooks

Constraints

• This handoff is for research and planning, not for a broad ingestion sprint.
• Do not create many new permanent notes in the same pass unless one is strictly necessary to hold the expansion plan.
• Keep facts separate from recommendations. If a gap is inferred from graph shape rather than directly proven by source absence, mark it as an inference.
• Prefer areas with either:
  • existing raw corpus ready for synthesis, or
  • a clearly central note whose thinness is already measurable
• Avoid recommending topic sprawl into marginal novelty areas when the core hubs are still underdeveloped.

Task

Inspect the current vault and determine the best areas to expand next.

Produce a ranked list of 3 to 5 expansion lanes. For each lane, include:

1. why it is high leverage now
2. whether the problem is:
   • thin hub note
   • weak MOC / navigation layer
   • incomplete source-to-literature-to-permanent conversion
   • missing bridge note between existing clusters
3. exact candidate note titles or wikilink targets
4. whether the lane should deepen existing notes or create a bounded new cluster
5. what raw corpus or source acquisition path supports it

Recommendations

Use this evaluation order:

1. Thin hubs with high centrality
2. Weak MOCs that impair navigation/discovery
3. Source-rich lanes with incomplete synthesis
4. Bridge notes that would connect already-existing clusters

Likely areas worth validating:

• language root notes and MOCs
  • python, rust, powershell, typescript, programming-languages-moc
• agent framework core notes
  • agent-development-kit, agent-tools, agent-thought-cycle, graph-orchestration
• operational MCP guidance
  • mcp-best-practices, mcp-authorization, mcp-primitives, mcp-sdks
• weak navigational hubs
  • javascript-moc, pkm-history-moc, wpf-moc, multi-agent-patterns-moc

Treat those as starting hypotheses, not final conclusions.

Deliverable

Create one bounded planning note:

• 01_Wiki/wiki-expansion-opportunities-2026-05-02.md

That note should contain:

• ## Verified Gaps
• ## Ranked Expansion Lanes
• ## Recommended Immediate Batch
• ## Deferred Lanes

The output should end with a single recommended next batch that another agent could execute without re-researching the vault.

Evidence

• 02_System/find-thin-nodes.ps1
• 01_Wiki/index.md
• 01_Wiki/agentic-frameworks-moc.md
• 01_Wiki/programming-languages-moc.md
• current note inventory under 01_Wiki/
• current raw/source inventory under 00_Raw/

Stop Condition

Stop when:

• the planning note exists
• it contains a ranked expansion plan grounded in current vault evidence
• one immediate next batch is recommended

Do not execute the batch in the same session unless explicitly re-tasked.

Next Decision

After the planning note is written, decide whether the next execution lane should be:

• depth-first: harden central thin hubs first
• corpus-first: synthesize the richest available raw/source lane first