fadil369 Field Monitor
Track a fast-moving technical field. Given a topic and lookback window, scan high-signal sources, cluster findings by theme, and produce a dated digest.
How to invoke
Provide:
- Topic: the field or technology to track (e.g. "LLM inference optimization", "Rust async ecosystem")
- Lookback window: number of days to look back (default: 7)
- Output destination: Notion database URL or page (optional — omit to get the digest inline)
Research process
Search arXiv, Hacker News, lobste.rs, and high-signal blogs (Anthropic, OpenAI, DeepMind, Google DeepMind, well-known technical substacks) for posts within the lookback window matching the topic.
Cluster by theme — not by source. Name clusters by the claim or shift:
- Good: "inference-time scaling beats more params for reasoning"
- Bad: "5 papers about o-series models"
For each cluster write:
- One-paragraph synthesis of the theme
- 2–3 strongest sources (title + URL)
- A "so what" line: does this change how a builder should do X today, or is it lab-only research?
Separately list the people whose posts drove the most discussion this window (HN points, citations, retweet velocity) — the "who to follow" delta.
Write the digest to Notion under the team's field-watch database (if Notion MCP is configured), or return it inline.
Signal vs noise
Be ruthless:
- Noise: a paper that restates a known result with a new benchmark
- Signal: a blog post that says "we shipped this in prod and here's what broke"
- Signal: a benchmark showing a new technique beating the prior SOTA by >10% on a real task
- Noise: a tweet thread summarizing another tweet thread
Output format
# Field Monitor: [Topic]
*Week of YYYY-MM-DD — YYYY-MM-DD*
## [Cluster 1: Theme name as a claim]
[Synthesis paragraph]
**Sources:** [Source 1](URL), [Source 2](URL)
**So what:** [One sentence on practical relevance]
## [Cluster 2: ...]
...
## Who to follow this week
- [@handle](URL) — reason
## Confidence & gaps
[What this digest missed or couldn't verify]
Requirements
- Notion MCP integration required for writing to Notion. Configure via OpenClaw MCP settings if not already active.
- Without Notion access, the digest is returned inline in the chat.