Kenny Ponders肯玩 AI
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02 / ThinkResearch skillClaude Code + Codex

weave

Find the frame that makes a question clear.

When a smooth summary hides where the ground is weak, weave keeps the evidence visible and lets the material choose its shape.

Read the repository ↗证据先行,取景框决定文章
Frame Decisionthe article is the last step
xmaterial
Eevidence
f₁ · f₂ · f₃candidate frames
f*selected frame
f*(x)article

A frame earns its place when it changes what the article keeps, how it moves, and where it stops.

A readable answer can still hide its ground.

Research agents are good at making scattered material sound coherent. The dangerous part is what disappears in the smoothing: disagreement, weak evidence, and the boundary where a claim stops working.

weave treats the article as a view over evidence, not as a summary of everything the model can say.

The material changes the lens.

One pipeline, three ways into a question. The route decides what counts as evidence before any frame is allowed to lead.

01

deep-read

Papers, articles, interviews, reports

Evidence-grounded Chinese longform

02

source-dive

Repositories, frameworks, technical projects

Behavior paths, state owners, failure boundaries

03

survey

Domains and research directions

A map whose structure follows the source set

A frame is useful only when it earns the crop.

Candidate count is not the goal. A frame survives only when it is faithful, specific, selective, honest about its limits, and meaningfully different from the alternatives.

  1. 01Evidence fidelity

    Every load-bearing part can be traced back to the evidence model.

  2. 02Specificity

    It cannot be moved unchanged onto the next source or neighboring topic.

  3. 03Selection effect

    It changes the evidence, chapter order, causal story, or predicted boundary.

  4. 04Boundary honesty

    It names the condition, counterexample, or evidence gap that limits it.

  5. 05Distinctness

    It is not a synonym wearing a different title.

The honest part is part of the product.

weave does not promise a perfect view. It makes the crop inspectable, then leaves the edge visible.

It does
  • Collect sources before composing.
  • Reserve evidence and test the selected frame against it.
  • Separate verified behavior from static inference.
It does not
  • Turn one thin source into a field-wide claim.
  • Keep a frame alive just to manufacture a choice.
  • Replace the archived Loom thinking and vault utilities.

Bring a question with a little weight.

Install the skill, give it your material, and see which frame the evidence can actually carry.