/argument-synthesis
Strategy for synthesizing argument positions — aggregate evidence, resolve
$ npx -y skills add yogsoth-ai/de-anthropocentric-research-engine --skill argument-synthesis --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/argument-synthesis
Context preview
The summary Claude sees to decide when to auto-load this skill.
Strategy for synthesizing argument positions — aggregate evidence, resolve
SKILL.md
argument-synthesis.SKILL.mdname: argument-synthesis
description: Strategy for synthesizing argument positions — aggregate evidence, resolve
contradictions, produce synthesis reports identifying which claims survive scrutiny.
execution: strategy
dependencies:
tactics:
- knowledge-structuring-claim-decomposition
- strength-assessment
sops:
- argument-visualization
- synthesis-report
Argument Synthesis
Synthesize coherent positions from the argument graph. Aggregates evidence across claims, resolves contradictions where possible, and produces synthesis reports that identify which claims survive scrutiny and which are undermined.
Budget Slice
| Metric | Small | Medium | Large | |--------|-------|--------|-------| | Claims synthesized | 10 | 25 | 50 | | Contradictions resolved | 2 | 6 | 12 | | Synthesis reports | 1 | 3 | 5 |
State Ledger
<HARD-GATE> Print before every iteration:
| Metric | Target | Current | % | |--------|--------|---------|---| | Claims synthesized | — | — | — | | Contradictions resolved | — | — | — | | Synthesis reports | — | — | — | </HARD-GATE>
Budget Gate
Cannot exit until 80% of budget targets met.
Adversarial Completeness Probe
After budget gate passes, self-check:
- Does the synthesis address all major contradictions?
- Are surviving claims genuinely supported or just uncontested?
- Does the report acknowledge remaining uncertainty?
Max 2 extra iterations if gaps found.
Tactics Available
- **claim-decomposition** — decompose complex positions for analysis
- **strength-assessment** — final strength evaluation for synthesis
SOPs Available
- **argument-visualization** — generate argument structure visualization
- **synthesis-report** — produce the final synthesis document
<!-- BEGIN available-tables (generated) -->
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | knowledge-structuring-claim-decomposition | Tactic for decomposing compound claims into atomic propositions — identify logical structure, separate conjunctions, extract implicit assumptions. | | strength-assessment | Tactic for assessing argument strength — evaluate evidence quality, count independent sources, check for defeaters, assign calibrated confidence scores. |
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | argument-visualization | SOP for generating argument structure visualization — query graph for argument chains, format as mermaid diagram or indented tree, write to vault. | | synthesis-report | SOP for producing argument synthesis reports — aggregate evidence, resolve contradictions, identify surviving claims, write structured summary. |
<!-- END available-tables (generated) -->
Read more
name: argument-synthesis description: Strategy for synthesizing argument positions — aggregate evidence, resolve contradictions, produce synthesis reports identifying which claims survive scrutiny. execution: strategy dependencies: tactics: - knowledge-structuring-claim-decomposition - strength-assessment sops: - argument-visualization - synthesis-report
Argument Synthesis
Synthesize coherent positions from the argument graph. Aggregates evidence across claims, resolves contradictions where possible, and produces synthesis reports that identify which claims survive scrutiny and which are undermined.
Budget Slice
| Metric | Small | Medium | Large | |--------|-------|--------|-------| | Claims synthesized | 10 | 25 | 50 | | Contradictions resolved | 2 | 6 | 12 | | Synthesis reports | 1 | 3 | 5 |
State Ledger
<HARD-GATE> Print before every iteration:
| Metric | Target | Current | % | |--------|--------|---------|---| | Claims synthesized | — | — | — | | Contradictions resolved | — | — | — | | Synthesis reports | — | — | — | </HARD-GATE>
Budget Gate
Cannot exit until 80% of budget targets met.
Adversarial Completeness Probe
After budget gate passes, self-check:
- Does the synthesis address all major contradictions?
- Are surviving claims genuinely supported or just uncontested?
- Does the report acknowledge remaining uncertainty?
Max 2 extra iterations if gaps found.
Tactics Available
- **claim-decomposition** — decompose complex positions for analysis
- **strength-assessment** — final strength evaluation for synthesis
SOPs Available
- **argument-visualization** — generate argument structure visualization
- **synthesis-report** — produce the final synthesis document
<!-- BEGIN available-tables (generated) -->
Available Tactics
Optional, no fixed order; the final leaf is always a sop.
| Tactic | When to use | | --- | --- | | knowledge-structuring-claim-decomposition | Tactic for decomposing compound claims into atomic propositions — identify logical structure, separate conjunctions, extract implicit assumptions. | | strength-assessment | Tactic for assessing argument strength — evaluate evidence quality, count independent sources, check for defeaters, assign calibrated confidence scores. |
Available SOPs
Optional, no fixed order; the final leaf is always a sop.
| SOP | When to use | | --- | --- | | argument-visualization | SOP for generating argument structure visualization — query graph for argument chains, format as mermaid diagram or indented tree, write to vault. | | synthesis-report | SOP for producing argument synthesis reports — aggregate evidence, resolve contradictions, identify surviving claims, write structured summary. |
<!-- END available-tables (generated) -->
The complete research orchestration system for AI-native science. What It Does Design Philosophy Architecture (v3.2.2) Quick Start Configuration Roadmap License DARE is not a tool that helps you do research. It is the researcher.
Repo: yogsoth-ai/de-anthropocentric-research-engine
Other skills on de-anthropocentric-research-engine.
- /formated-results
Closing skill for the research-executor, loaded as the last step of formated-specs. Summarize the design just produced into one research-result JSON fenced block in your reply. Do not execute the research.
Open skill - /formated-specs
Spec-slot skill for the research-executor. Emit the 4-layer DARE orchestration of the assigned topic as one research-graph JSON fenced block in your reply. Replaces the generic spec-writing step.
Open skill - /injection-fidelity
Loss-1 judge (codex role). Given one sample's de-identified dialogue and its PolicyCard, decide axis-by-axis whether the user-simulator enacted the card's per-axis pressure. Judge enactment of the card, never whether the research is good.
Open skill - /ladder-quality-order
Loss-2 judge (codex role). Over one topic's 6 shuffled research-design samples, pairwise-rank by quality using the D1–D5 standard. Emit the pairwise log; the harness computes the order and the ladder verdicts. Judge quality difference, never against academic standards.
Open skill - /optimization-loop
The optimizer brain for the ladder-foundry pretraining loop. Runs the two-level nested batch loop, delegates gating to gate_eval, attributes a failing batch to one weight (attribute-first), and recovers from disk after compaction. Control flow is fully scripted; only the
Open skill - /acu-nugget-recall
Tactic: Extract atomic units from one paper and score how much of a caller-supplied summary covers. Use for ACU-style binary or Nugget-style ternary recall checks; cannot run without a target summary.
Open skill

