discover

source	pablontiv/praxis
name	discover
description	Usar para exploración abierta cuando el usuario quiere investigar, aprender, o mapear un dominio que no entiende completamente todavía. Gestiona líneas de investigación con ciclos Plan-Act-Observe-Reflect, grounded theory, y conexiones de conocimiento entre temas. Usar este skill siempre que el usuario exprese curiosidad sobre un tema, quiera explorar o investigar algo, haga preguntas abiertas y amplias, mencione iniciar una nueva investigación, o quiera documentar observaciones y patrones — incluso si no dice "discover" ni "nueva línea", incluso si la pregunta parece simple de responder directamente, e incluso si solo dice "quiero investigar sobre X" o "I want to look into Y." (No para: evaluar claims específicos = hypothesize, planificar tareas = roadmap.)
user-invocable	true
argument-hint	<subcommand> [args] | @file — subcommands: init, new-line, cycle, reflect, theory, status, update-map, interlink, review-patterns, research, resume

/discover — Structured R&D Framework

Routing

Parse $ARGUMENTS to determine subcommand. First token = subcommand, rest = args.

Input	Subcommand	Args
(empty)	→ status	—
init my-project	→ init	my-project
new-line topic-name	→ new-line	topic-name
cycle line-name	→ cycle	line-name
reflect line-name	→ reflect	line-name
theory theory-name	→ theory	theory-name
status	→ status	—
update-map	→ update-map	—
interlink	→ interlink	—
review-patterns	→ review-patterns	—
research topic [--deep]	→ research	topic [--deep]
resume line-name	→ resume	line-name
@path/to/file	→ intake	file path (without @)

@ detection: If $ARGUMENTS starts with @, strip the @ prefix and route to intake with the remaining path as the file argument.

Fork detector: Not a subcommand — it's a behavior. Claude should proactively detect forks during any subcommand (see "Fork Detection" section at the end).

---

Dependencia: rootline CLI

Requerida para queries, validacion y grafos. NO requerida para creating/editing markdown files directly.

Instalacion:

curl -fsSL https://raw.githubusercontent.com/pablontiv/rootline/master/install.sh | bash

Gate check: Antes de ejecutar comandos rootline, verificar:

command -v rootline

Si no esta disponible -> informar al usuario:

rootline no esta instalado. Es requerido para queries y validacion en discover. Instalar con: curl -fsSL https://raw.githubusercontent.com/pablontiv/rootline/master/install.sh | bash

Alcance del gate: Solo bloquea operaciones que ejecutan rootline (validate, query, tree, graph). La creacion y edicion directa de archivos .md (new-line, cycle, theory) puede proceder sin rootline — solo las validaciones post-creacion y las queries requieren rootline.

---

Rootline Integration

Rootline is the data layer for discover. It reads YAML frontmatter from .md files, validates against .stem schemas, and supports structured queries.

Key concepts

1. .stem schemas exist in each discover directory: lines/.stem, closed/.stem, paused/.stem, theories/.stem, backlog/.stem, intake/.stem. These define required frontmatter fields per directory.

2. isIndex field: Rootline's built-in field distinguishes index records (README.md) from content records. Use isIndex == false to query only content documents.

3. YAML frontmatter: All documents have frontmatter with at minimum a tipo field:

   • tipo: question — QUESTION.md files in lines/paused/
   • tipo: field-log — FIELD-LOG.md files
   • tipo: closure — CLOSURE.md files in closed/
   • tipo: theory — theory documents in theories/
   • tipo: backlog-question — backlog entries
   • Other fields: estado, fecha_inicio, linea, ciclos_registrados, confianza, etc.

4. Use rootline commands instead of manual grep/file scanning:

   • rootline query <path> --where "expr" --output table — search records by frontmatter
   • rootline tree <path> --output table|json — hierarchical view with counts
   • rootline validate <path> — check document against .stem schema
   • rootline validate --all <path> — validate all documents in a directory
   • rootline graph <path> --format mermaid — connection/link graph
   • rootline graph <path> --check — validate wikilinks and detect broken/orphaned links

5. current-state.md and connections.md are kept — they serve as rules files loaded into Claude's context. Rootline queries supplement but don't replace context injection.

---

Subcommand: init

Initialize an R&D project in the current directory. Creates directory structure (intake/, backlog/, lines/, theories/, paused/, closed/, shared/), copies templates, generates MAP.md and state files.

Args: [project-name] — optional.

See ref-init.md for the full procedure.

---

Subcommand: new-line

Create a new line of inquiry with anti-presupposition process.

Args: [name] — kebab-case name for the line.

Process

1. Validate:
   • No line with this name in lines/
   • Count active lines (max 2-3). If 3+, ask which to pause first.
   • Name must be kebab-case.

1.5. Prior work check (si command -v backscroll >/dev/null 2>&1):

backscroll search "[line-topic]" --robot --max-tokens 2000

Si hay resultados, mostrar al usuario: sesiones previas discutieron este tema. Preguntar: referenciar esos hallazgos o empezar desde cero?

2. Create structure: lines/[name]/ with:

   • QUESTION.md — from shared/templates/QUESTION.md
   • FIELD-LOG.md — from shared/templates/FIELD-LOG.md

3. Guide QUESTION.md completion:

   • Central question (open form)
   • Why does this matter?
   • Type of understanding: Describe / Understand / Explore / Build
   • Initial context
   • Status: "In exploration"

4. Anti-presupposition process: Detect presuppositions, reformulate observationally, generate alternatives. See anti-presupposition.md — "In new-line" section (full process). Document results in QUESTION.md: presuppositions, alternatives, reformulated question.

5. Validate with rootline (if available):

   rootline validate lines/[name]/QUESTION.md lines/[name]/FIELD-LOG.md
   

6. Update system: Update .claude/rules/current-state.md. MAP.md update deferred to /discover update-map.

---

Subcommand: cycle

Document a Plan-Act-Observe-Reflect cycle for a line.

Args: [line-name] — name of line in lines/.

Process

1. Prepare: Open lines/[name]/FIELD-LOG.md, determine cycle number, create section ## Cycle N — [today's date].

2. PLAN phase: Ask what they'll do and what they expect. Document in ### Cycle intention.

3. Presupposition validation: Check if QUESTION.md has anti-presupposition sections and review/update. See anti-presupposition.md — "In cycle" section.

4. ACT phase: Document concrete actions, references, code, decisions in ### What I did.

   • Si command -v backscroll >/dev/null 2>&1, buscar observaciones previas: backscroll search "TOPIC" --robot --max-tokens 2000 para evitar re-recorrer terreno cubierto en sesiones pasadas.

5. OBSERVE phase: Ask what happened, what surprised, what wasn't understood. Document in ### Observations.

6. REFLECT phase: Ask what was learned, what it means for the central question, what patterns emerge. Document in ### Reflection.

7. Closure: Document emerging questions in ### Emerging questions. Ask: next cycle, reflection point, or pause? Document in ### Next cycle.

8. Update system: Update .claude/rules/current-state.md and connections.md if connections emerge.

---

Subcommand: reflect

Structured reflection to evaluate continue/pause/close a line.

Args: [line-name] — if omitted, check active lines and ask.

Process

1. Read state: Open FIELD-LOG.md, count cycles, review latest reflections.

2. Guide reflection:

   • Saturation: Did last cycles contribute new insights?
   • Question: Is the original question still the same?
   • Emergent Theory: Can you articulate a pattern/principle?
   • Energy: Does this give energy or drain it?

3. Present decisions:

   Decision	When	Action
   CONTINUE	More to explore	Next cycle
   PAUSE	Low energy or urgent	Move to paused/
   CLOSE	Saturation reached	Theory review → document → move to closed/
   FORK	New question emerged	Run /discover new-line

4. Execute:

   • CONTINUE → ask intention for next cycle
   • PAUSE → move folder to paused/, update state. To resume later: /discover resume [name]
   • CLOSE → automatically run review-patterns first, then create CLOSURE.md from template, move to closed/, update state. Then validate with rootline (if available):

     rootline validate closed/[name]/CLOSURE.md
     rootline validate --all closed/[name]/
     

     Check if any intake/ files referenced by this line should graduate to /hypothesize or /roadmap — suggest next step for each.
   • FORK → run new-line, document connection

Validations: Line must exist. Don't allow closing without at least 2 cycles (unless explicit).

---

Subcommand: theory

Document an emergent theory in theories/.

Args: [theory-name] — kebab-case.

Process

1. Create theories/[name].md from THEORY.md template.

2. Guide documentation:

   • Origin: Which line(s)? Which cycle(s)?
   • Pattern: 2-3 sentence description + essence phrase (max 10 words)
   • Evidence: Specific observations, frequency
   • Conditions: When it applies, when it does NOT
   • Connections: Other theories, external knowledge
   • Artifacts: Code, prototypes, tools

3. Confidence level: Emergent / Developing / Consolidated

   • Developing requires ≥ 2 evidence pieces
   • Consolidated requires ≥ 3 tested contexts

4. Update system: Update connections.md, link from originating line(s).

---

Subcommand: status

Show system state. Read-only.

Process

1. Read state: .claude/rules/current-state.md for context injection, then query rootline for live data:

   # Active lines
   rootline query lines/ --where 'tipo == "question"' --output table
   # Paused lines
   rootline query paused/ --where 'tipo == "question"' --output table
   # Closed lines
   rootline query closed/ --where 'tipo == "closure"' --output table
   # Theories
   rootline query theories/ --output table
   # Backlog count
   rootline query backlog/ --count
   # Full tree view
   rootline tree lines/ --output table
   

   If rootline unavailable, fall back to reading .claude/rules/current-state.md + MAP.md manually.

2. Display:

   ## Discover — System Status
   
   ### Active Lines
   [List with name and current cycle]
   
   ### Backlog
   [Count]
   
   ### Theories
   [Count]
   
   ### Workflow
   /discover status → /discover new-line → [inquire] → /discover cycle → /discover reflect
                                                                          │
                                       ┌──────────────────────────────────┼────────────────────┐
                                       │                                  │                    │
                                   CONTINUE                            PAUSE                 CLOSE
                                (back to inquire)                                  (/discover theory if pattern)
   
   ### Last Session
   [Summary]
   

3. Additional: Report paused lines, emergent patterns, inconsistencies (>3 active lines).

Sync rule: Only /discover update-map touches MAP.md. Other subcommands update current-state.md and connections.md.

---

Subcommand: update-map

Scan entire system and regenerate MAP.md.

Process

1. Scan via rootline (if available):

   # Generate full system view (content docs only, excludes README.md index files)
   rootline tree . --where 'isIndex == false' --output table
   # Check connections via graph
   rootline graph . --format mermaid
   # Validate all schemas across the project
   rootline validate --all
   

   If rootline unavailable, fall back to manually scanning: intake/ (reference docs), backlog/ (questions), lines/ (active + cycles), theories/ (confidence), paused/ (reasons), closed/ (dates + theories), shared/ (artifacts).

2. Connections: Use rootline graph . --check to detect wikilinks and broken references. Supplement with connections.md review.

3. Regenerate MAP.md with data from rootline queries.

When to run: After new-line, cycle, reflect (PAUSE/CLOSE), theory, or at start of long sessions.

Intake audit: During update-map, check for intake/ files not referenced by any active line or backlog item. Report orphaned files and suggest: graduate to /hypothesize or /roadmap, attach to an existing line, or archive.

---

Subcommands: interlink, review-patterns

See ref-analysis.md for the full procedures for these less-used subcommands.

---

Subcommand: resume

Resume a paused line of inquiry.

Args: [line-name] — name of line in paused/.

Process

1. Validate: Check that paused/[name]/ exists. If not, list available paused lines.

2. Move: Move paused/[name]/ back to lines/[name]/.

3. Check capacity: If already 3 active lines, warn and ask which to pause first.

4. Review state: Read QUESTION.md and latest cycle in FIELD-LOG.md. Present a summary so the user can re-orient.

4.5. Session history (si command -v backscroll >/dev/null 2>&1): backscroll search "[line-name]" --robot --max-tokens 2000 Mostrar hallazgos relevantes junto con el review de QUESTION.md/FIELD-LOG.md.

5. Update system: Update .claude/rules/current-state.md — move line from "Paused" to "Active".

6. Next step: Ask: "Ready for a new cycle? (/discover cycle [name])" or "Want to review the question first?"

---

Subcommand: research

Research a topic using web search and synthesize.

Args: [topic] [--deep] — --deep = 8-10 sources, default = 3-5.

Process

1. Presupposition validation: Analyze topic for presuppositions, propose broader reformulation, generate alternative queries. See anti-presupposition.md — "In research" section.

2. Execute search: WebSearch for each query. Filter by relevance and authority.

3. Synthesize:

   ## Research: [topic]
   **Sources consulted:** [N]
   ### Definition/Concept
   ### Key Points
   ### Applications/Examples
   ### Limitations/Criticisms
   ### Connection with central question
   ### Topic presuppositions
   ### Sources
   

4. Document: If active line exists, add "### Lateral research" in FIELD-LOG.md.

5. Next step: "Does this change your understanding?" / "Explore further?" / "Continue with cycle?"

When Claude can offer: User mentions not understanding something, conceptual gap blocking progress, during reflect when saturated.

---

Subcommand: intake

Analyze an external file (@path/to/file) and classify it into the appropriate flow entry point (discover line, backlog, hypothesize, roadmap). Extracts 7 signals, runs anti-presupposition scan, suggests adaptations.

Trigger: $ARGUMENTS starts with @. Strip the @ to get the file path.

See ref-intake.md for the full procedure, output format, and edge cases.

---

Fork Detection (proactive behavior)

Not a subcommand — Claude applies this during any interaction. When responding about a topic NOT the central question, or a new concept/question emerges that deserves its own exploration, detect the fork.

See ref-analysis.md — "Fork Detection" section for the full diagnostic process, Glaser test, and presentation template.