Incitaciones
Reusable prompts and skills for CLI LLM tools
Install: npx skills add incitaciones (skills.sh — any agent)
| pi install npm:incitaciones (pi)
| npx incitaciones install (all tools)
| ./install.sh --global (from git)
Per skill: npx skills add incitaciones --skill <name> — 38 installable skills; hidden compat pointers are excluded from discovery.
llms.txt
| llms-full.txt
| manifest.json
Essentials
Daily-driver skills, selected by measured usage: the top 8 of the pi session skill-usage analysis (621 sessions, 43 repos, 2026-04..07), mapped to post-consolidation routers — commit, review (was rule-of-5-universal), tdd, issues (was issue-review + create-issues), debug, session (was create-handoff), grill-me
- Workflow for Deliberate Commits — Create well-structured, atomic git commits with clear intent. Use when the user asks to commit changes. (distilled)
- Review Router — Multi-pass reviews of code, plans, specs, or docs: general code review, Rule-of-5 iterative refinement, parallel agent review waves, multi-agent coordination, adversarial red-team pass, guided teaching review. Trigger on review requests. (distilled)
- Plan-Implement-Verify (TDD) — Test-driven development workflow. Use when writing tests before implementation. (distilled)
- Issues Router — Issue tracking: create trackable issues from an implementation plan, or review existing issues for completeness, dependencies, and executability. Trigger for breaking work into issues or checking issue quality. (distilled)
- Systematic Debugging with DDx — 7-step diagnostic workflow for debugging issues. Use when interactively debugging a live failure. (distilled)
- Session Lifecycle — Session lifecycle: end-of-session wrap-up and commit (close), quick stash (next), park before context switch, renew to resume prior work, create or resume handoff documents. Trigger for closing, wrapping up, parking, resuming, or handoffs. (distilled)
- Grill Me — Interview the user relentlessly about a plan or design until shared understanding is reached. Use when the user asks to be grilled. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Planning
Project planning and implementation workflows
- Planning Router — Implementation planning: create a phased TDD-oriented plan, implement it phase by phase, review a plan for gaps and risks, or iterate it from feedback. Trigger for planning or executing multi-phase work. (distilled)
- Issues Router — Issue tracking: create trackable issues from an implementation plan, or review existing issues for completeness, dependencies, and executability. Trigger for breaking work into issues or checking issue quality. (distilled)
- Design in Practice — Rich Hickey-inspired design methodology workflow. Use when a design must precede implementation. (distilled)
- Pre-Mortem Planning — Anticipate failures before they happen. Use before a plan is approved or executed. (distilled)
- Plan-Implement-Verify (TDD) — Test-driven development workflow. Use when writing tests before implementation. (distilled)
- Grill Me — Interview the user relentlessly about a plan or design until shared understanding is reached. Use when the user asks to be grilled. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Reviews
Code, design, and research review processes
- Agent Value Alignment — Audit or establish the closed loop anchoring an agent's behavior to its intended value across four layers (Value, Governance, Runtime Prompt, Infrastructure); detects goal and value drift early. Use when auditing value alignment or investigating goal drift. (distilled)
- Review Router — Multi-pass reviews of code, plans, specs, or docs: general code review, Rule-of-5 iterative refinement, parallel agent review waves, multi-agent coordination, adversarial red-team pass, guided teaching review. Trigger on review requests. (distilled)
- Optionality Review — Evaluate design decisions for flexibility and reversibility. Use when weighing reversible versus irreversible design choices. (distilled)
- Planning Router — Implementation planning: create a phased TDD-oriented plan, implement it phase by phase, review a plan for gaps and risks, or iterate it from feedback. Trigger for planning or executing multi-phase work. (distilled)
- Design Artifact Review — Review problem statements and decision matrices. Use only when reviewing problem statements or decision matrices. (distilled)
- Iterative Research Review (Rule of 5) — Iterative review of research documents using Rule of 5. Use only when iteratively reviewing research documents. (distilled)
- Issues Router — Issue tracking: create trackable issues from an implementation plan, or review existing issues for completeness, dependencies, and executability. Trigger for breaking work into issues or checking issue quality. (distilled)
- Systematic Bias Audit & Mitigation (S-BAM) — Detect, prevent, and mitigate systemic, statistical, and cognitive biases using multidisciplinary frameworks. Use when auditing a decision or analysis for bias. (distilled)
- PWA Accessibility & Reliability Review for Micro-Merchants — 4-domain heuristic review of PWAs targeting non-technical merchants on entry-level devices with volatile connectivity. Use when reviewing PWAs for non-technical low-end users. (distilled)
- Documentation Router — Documentation suites: audit or plan docs, write with Diátaxis/Info Mapping/EPPO, review for scannability and AI-readiness. Trigger for doc planning, writing, or review. Broken links are doc-link-verifier, not this. (distilled)
- Standalone Specification Review (Rule of 5) — Iterative review of technical specifications for autonomy, precision, and AI-readiness. Use only when reviewing a written spec document for quality. (distilled)
- Diagnostician Router — Advisory-only diagnostics, no code changes: modularity, rigidity, mutability, invalid states, composability, error handling, Julia performance, UX/DX evaluation, spec evaluation, testability, verification, root-cause analysis. Use when diagnosing design flaws, advisory-only. (distilled)
- Specification Edge Case Discovery (Six-Boundary Protocol) — Discover edge cases, failure modes, and spec gaps before implementation using the six-boundary framework (Human, Business, Mathematical, Architectural, Failure, Formal). Use before implementation to surface edge cases. (distilled)
- Adversarial Stakeholder Evaluation — Three-tier adversarial evaluation of proposals: stakeholder council, anti-persona stress testing, pre-mortem with contradiction analysis. Use when stress-testing a proposal against hostile stakeholders. (distilled)
- Formal Verification Readiness Evaluator — Evaluate specs for formal-verification readiness: paradigm, safety/liveness properties, invalidity risk, toolchain choice, scoping. Use when deciding whether to formally verify a spec. (distilled)
- Documentation Link Verifier — Audit docs for broken links and contextual correctness: HTTP status, relative paths, anchors, and link-text/target mismatches. Use when auditing documentation links and cross-references. (distilled)
- Grill Me — Interview the user relentlessly about a plan or design until shared understanding is reached. Use when the user asks to be grilled. (distilled)
- Anti-Slop Prose Audit — Tag AI-generated prose for overused vocabulary, formulaic constructions, and vague claims — advisory-only, no rewrites. Use when checking AI-written prose for slop. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Refactoring
Resonant Coding refactoring skills: scan, guard, and safely execute architectural improvements
- Abstraction Miner (Dry-Dock Protocol) — Scan codebase for semantic duplication and propose reusable abstractions — advisory only, no code changes. Use when hunting duplicated code to extract abstractions. (distilled)
- Context Guardian (Architecture-Aware Generation) — System prompt that enforces reuse of existing abstractions and prevents architectural drift during development. Use when enforcing architecture reuse during development. (distilled)
- Resonant Refactor (HumanLayer Handoff) — Safe, human-approved refactoring workflow with impact analysis, atomic execution, and automatic rollback. Use when refactoring with human approval gates. (distilled)
- Test Friction Diagnostician — Diagnose production code design flaws by reading test pain signals — advisory only, no code changes. Use when tests are painful to write or maintain. (distilled)
- Test Abstraction Miner — Detect Lazy Test clusters in test suites and propose parameterized tests and property-based test escalations — advisory only, no code changes. Use when test suites show copy-paste duplication. (distilled)
- Diagnostician Router — Advisory-only diagnostics, no code changes: modularity, rigidity, mutability, invalid states, composability, error handling, Julia performance, UX/DX evaluation, spec evaluation, testability, verification, root-cause analysis. Use when diagnosing design flaws, advisory-only. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Testing
Test quality tools: diagnose test friction, collapse test duplication, and escalate to property-based tests
- Plan-Implement-Verify (TDD) — Test-driven development workflow. Use when writing tests before implementation. (distilled)
- Test Friction Diagnostician — Diagnose production code design flaws by reading test pain signals — advisory only, no code changes. Use when tests are painful to write or maintain. (distilled)
- Test Abstraction Miner — Detect Lazy Test clusters in test suites and propose parameterized tests and property-based test escalations — advisory only, no code changes. Use when test suites show copy-paste duplication. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Documentation
Documentation architecture, implementation, and review tools
- Documentation Router — Documentation suites: audit or plan docs, write with Diátaxis/Info Mapping/EPPO, review for scannability and AI-readiness. Trigger for doc planning, writing, or review. Broken links are doc-link-verifier, not this. (distilled)
- Write Narrative Article — Create engaging technical articles with narrative structure. Use when writing a story-driven technical article. (distilled)
- Documentation Link Verifier — Audit docs for broken links and contextual correctness: HTTP status, relative paths, anchors, and link-text/target mismatches. Use when auditing documentation links and cross-references. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Workflow
Session lifecycle (router) and workspace knowledge management (whisper)
- Whisper — Accumulated Operational Knowledge — Knowledge workspace management: init, check, status, link plan, decommission, routing. Delegates to the turu CLI when installed. (distilled)
- Session Lifecycle — Session lifecycle: end-of-session wrap-up and commit (close), quick stash (next), park before context switch, renew to resume prior work, create or resume handoff documents. Trigger for closing, wrapping up, parking, resuming, or handoffs. (distilled)
- Close (moved) — Compiled alias of the end-of-session wrap-up mode of the session skill. Hidden from model invocation; invocable via /skill:close; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Park (moved) — Compiled alias of the context-switch stash mode of the session skill. Hidden from model invocation; invocable via /skill:park; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Next (moved) — Compiled alias of the quick stash mode of the session skill. Hidden from model invocation; invocable via /skill:next; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Renew (moved) — Compiled alias of the resume prior work mode of the session skill. Hidden from model invocation; invocable via /skill:renew; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Create Handoff (moved) — Compiled alias of the handoff document mode of the session skill. Hidden from model invocation; invocable via /skill:create-handoff; serves the legacy site URL with full compiled content. — moved into session (distilled)
- Rule Of 5 Universal (moved) — Compiled alias of the Rule-of-5 universal review mode of the review skill. Hidden from model invocation; invocable via /skill:rule-of-5-universal; serves the legacy site URL with full compiled content. — moved into review (distilled)
- Create Issues (moved) — Compiled alias of the issue creation mode of the issues skill. Hidden from model invocation; invocable via /skill:create-issues; serves the legacy site URL with full compiled content. — moved into issues (distilled)
- Issue Review (moved) — Compiled alias of the issue review mode of the issues skill. Hidden from model invocation; invocable via /skill:issue-review; serves the legacy site URL with full compiled content. — moved into issues (distilled)
Other Prompts
- Describe Pull Request — Generate clear PR descriptions from code changes. Use when opening or updating a pull request. (distilled)
- Research Codebase — Structured investigation of unfamiliar codebases. Use when onboarding to an unfamiliar codebase. (distilled)
- UI Align (Vibe-to-Spec) — High-alignment UI specification workflow using interactive grilling and methodology verification. Use when specifying UI through interactive grilling. (distilled)
- File Headers (Self-Describing Source Files) — Enforce a Purpose/Responsibilities/Rationale header on every source file so agents learn intent without reverse-engineering. Use when creating or reviewing source files. (distilled)
- Systematic Repository Housekeeping (5S Protocol) — Comprehensive repository maintenance across Code/CI, Documentation, Prompts/Skills, and Context/Artifacts using 5S principles. Use for periodic whole-repository maintenance passes. (distilled)
- Evidence-Backed Project Status Report — Create audience-specific project status reports grounded in evidence, variance, blockers, decisions, and agentic AI provenance when applicable. Use when reporting project status to stakeholders. (distilled)
- Codebase Cartography — Map a codebase's structure as text-based architecture diagrams at macro, meso, and micro zoom levels, with optional structural-health triage. Use when mapping codebase architecture as diagrams. (distilled)
- Prompt-Meta Router — Prompt engineering on this repo: extract a reusable prompt from a successful interaction, distill it to token-efficient form, verify the distilled version preserved essential instructions. Trigger for capture/distill/verify prompt work. (distilled)
Research
- Agentic Development Alignment and Checkpointing
- Design in Practice Methodology for Software Composition
- "Unified Frameworks for Technical Information Architecture"
- "Best Practices for Software Library and Developer Tools Documentation"
- Project Status Reporting Synthesis
- Progressive Disclosure Pattern for AI Agent Skills
- Pi Session Skill Usage Analysis
- Test Friction as Design Diagnostic — From Pain to Missing Abstraction
- Test Abstraction Pipeline — From Lazy Tests to Property-Based Testing
- "Research on Mitigating AI Slop in LLM Prose"
- "Methodologies for LLM-Driven UI Workflow Specification and Testing"
- "Narrative-Driven Writing: Structuring Articles and Blog Posts as Stories"
- "Adversarial Stakeholder Role-Play for Concept and Product Evaluation"
- Engineering Autonomous Agent Tickets - Structuring Verifiable Value Claims for AI-Driven Software Development
- "Automated Red Teaming for Continuous Vulnerability Discovery: Architectures, Methodologies, and Integration Strategies"
- Comprehensive Frameworks for Bias Detection, Prevention, and Mitigation Across Multidisciplinary Systems
- Hierarchical Visual Framework for Codebase Architecture and Anti-Pattern Detection
- Systematic Codebase Housekeeping and Refactoring in AI-Augmented Environments
- Cognitive Architectures for Prompt Engineering
- Cross-Disciplinary Error Handling
- Cross-Disciplinary Root Cause Analysis
- "Formal Verification, Specification Validity, and AI-Assisted Proof Construction"
- "Software Immutability: Anti-Patterns, Detection Mechanisms, and Refactoring Architectures"
- "Reviewing Code for Invalid States: Enforcing Type Integrity Through Algebraic Design, Human Protocols, and Architectural Fitness Functions"
- "Julia Performance Optimization: Type System Mechanics, Hardware Sympathy, and Diagnostic Toolchains"
- "Progressive Web Application Architecture for Micro-Merchants: Usability, Reliability, and Accessibility"
- Resonant Coding - From Vibe Coding to Agentic Refactoring
- Rule of 5 Multi-Agent Code Review Framework
- "Software Composability, Type-Preserving Transformations, and Category Theoretic Patterns"
- "Structural Diagnostics and Remediation of Software Rigidity: Leveraging the Open-Closed Principle and Object Composition"
- Specification-Driven Edge Case Discovery and Gap Analysis
- "A Generic Framework for Specification Evaluation: Extending the Resonant Coding Methodology"
- "Evaluating Software Specifications for Testability, Implementability, and Behavioral Plausibility"
- "Architectural Diagnostics and Remediation: Enforcing Modularity and Composability in Software Systems"
- "Industry Protocols and Workflows for User and Developer Experience Evaluation"
- "Verifying AI and Human Content Accuracy: Protocols, Methodologies, and Deterministic Architectures"
- Prompt Engineering and Structured Frameworks for Agent Goal Alignment
- Research on Prompt Token Optimization Strategies
- Universal Rule of 5 Review with Optionality (Enhanced)
- Skill Installation Research for Sourcegraph Amp and Gemini CLI
- "Research: Standalone Specification Standards for AI-Ready Systems"
- "Anchoring Behavior to Intent: A Unified Framework for Value Delivery, Agentic Alignment, and Prompt-Level Enforcement"
- Ensuring That a Tool, Agent, or System Delivers the Value It Proposes