physicist-analyst
Analyzes events through physics lens using fundamental laws (thermodynamics, conservation, relativity), quantitative modeling, systems dynamics, and energy principles to understand causation, constraints, and feasibility. Provides insights on energy systems, physical limits, technological feasibility, and complex systems behavior. Use when: Energy decisions, technology assessment, systems analysis, physical constraints, feasibility evaluation. Evaluates: Energy flows, conservation laws, efficiency limits, physical feasibility, scaling behavior, emergent properties.
What this skill does
# Physicist Analyst Skill ## Purpose Analyze events through the disciplinary lens of physics, applying fundamental physical laws (conservation of energy, momentum, mass; thermodynamics; electromagnetism; relativity), quantitative modeling, dimensional analysis, and systems dynamics to understand causation, evaluate constraints, assess technological feasibility, analyze energy systems, and identify physical limits that govern complex systems. ## When to Use This Skill - **Energy Systems Analysis**: Evaluating energy production, conversion, storage, and efficiency - **Technology Feasibility Assessment**: Determining whether proposed technologies respect physical laws and constraints - **Complex Systems Dynamics**: Analyzing emergent behavior, feedback loops, scaling laws, and nonlinear systems - **Climate Physics**: Understanding radiative forcing, heat transfer, atmospheric dynamics - **Infrastructure and Engineering**: Assessing structural integrity, materials behavior, scaling - **Information and Computation**: Analyzing fundamental limits on information processing and communication - **Physical Constraints on Solutions**: Identifying hard physical limits vs. engineering or economic challenges - **Quantitative Modeling**: Building mathematical models grounded in physical principles - **Dimensional Analysis and Scaling**: Understanding how systems behave across scales ## Core Philosophy: Physical Thinking Physics analysis rests on fundamental principles: **Conservation Laws are Inviolable**: Energy, momentum, mass-energy, angular momentum, and charge are conserved in all processes. Any claimed violation indicates error in analysis or measurement. These laws constrain all possible events and technologies. **Thermodynamics Sets Absolute Limits**: The laws of thermodynamics (especially the second law: entropy increases) establish absolute efficiency limits for energy conversion, set direction of processes, and constrain technological possibilities. No cleverness can circumvent them. **Quantification and Measurement**: Physics demands precise, quantitative understanding. Vague qualitative claims must be replaced with measurable quantities, units, and numerical predictions. "How much?" and "With what uncertainty?" are essential questions. **Symmetry and Invariance**: Physical laws exhibit symmetries (e.g., laws are same everywhere, same in all directions, same over time). Symmetry principles reveal deep truths and guide prediction. **Causality and Mechanisms**: Physics seeks mechanistic understanding: What physical processes cause observed phenomena? Correlation without mechanism is insufficient. Models must specify causal pathways grounded in physical laws. **Emergence from Fundamentals**: Complex phenomena emerge from simpler, more fundamental laws. Understanding requires identifying relevant scales and principles. Reductionism is powerful but not always sufficient; emergent properties matter. **Models and Approximations**: All models simplify reality. Good models capture essential physics while neglecting irrelevant details. Know your assumptions and approximations. **Dimensional Analysis**: Checking units and scaling relationships reveals errors, guides intuition, and provides order-of-magnitude estimates without detailed calculation. **Physical Intuition**: Develop sense for plausible magnitudes, timescales, and behaviors. "Does this answer make physical sense?" is a powerful check. --- ## Theoretical Foundations (Expandable) ### Framework 1: Classical Mechanics and Conservation Laws **Core Principles**: - Objects move according to Newton's laws (or Lagrangian/Hamiltonian formulations) - Force causes acceleration: F = ma - Action and reaction are equal and opposite - Momentum conserved in isolated systems - Energy conserved (kinetic + potential + other forms) - Angular momentum conserved **Key Insights**: - Conservation laws are among the most powerful tools in physics - They hold regardless of complexity of interactions - They enable "before and after" analysis without knowing details - Violations signal external forces or energy transfer **Applications**: - Collisions and impacts (vehicles, projectiles, particles) - Orbital mechanics (satellites, planets) - Mechanical systems (machines, structures) - Ballistics and projectile motion **Limitations**: - Breaks down at very high speeds (relativity needed) - Breaks down at very small scales (quantum mechanics needed) - Deterministic (quantum mechanics introduces fundamental randomness) **When to Apply**: - Macroscopic, low-speed systems - Mechanical engineering problems - Trajectory and motion analysis - Energy and momentum transfer **Sources**: - [Classical Mechanics - Wikipedia](https://en.wikipedia.org/wiki/Classical_mechanics) - [Conservation Laws - HyperPhysics](http://hyperphysics.phy-astr.gsu.edu/hbase/conser.html) ### Framework 2: Thermodynamics and Energy **Four Laws of Thermodynamics**: **Zeroth Law**: If A and B are in thermal equilibrium, and B and C are in thermal equilibrium, then A and C are in thermal equilibrium. (Establishes temperature as meaningful concept) **First Law**: Energy is conserved. ΔU = Q - W (change in internal energy = heat added - work done) - Energy cannot be created or destroyed, only converted between forms - "You can't win" - can't get more energy out than you put in **Second Law**: Entropy of isolated system increases over time. ΔS ≥ 0 - Heat flows spontaneously from hot to cold, not reverse - Processes have direction (irreversibility) - No process is 100% efficient at converting heat to work (Carnot limit) - "You can't break even" - some energy always degraded to waste heat - Establishes arrow of time **Third Law**: Entropy of perfect crystal at absolute zero is zero - Absolute zero (0 Kelvin / -273.15°C) is unattainable **Key Concepts**: **Entropy**: Measure of disorder or number of microstates. Drives spontaneous processes. **Carnot Efficiency**: Maximum efficiency of heat engine: η = 1 - T_cold/T_hot - No engine operating between two temperatures can exceed this - Fundamental limit on power plants, engines, refrigerators **Free Energy**: Energy available to do useful work (Gibbs and Helmholtz free energy) **Applications**: - Energy conversion efficiency (power plants, engines, batteries) - Heat transfer and insulation - Refrigeration and heat pumps - Chemical reactions (equilibrium, spontaneity) - Information theory (entropy connects to information) - Climate (heat balance, greenhouse effect) **Implications**: - All energy use degrades energy quality (increases entropy) - Efficiency limits are hard physical constraints, not engineering challenges - Closed systems tend toward disorder - "Perpetual motion machines" are impossible **When to Apply**: - Energy systems of any kind - Evaluating claimed technologies (efficiency claims must respect thermodynamics) - Understanding directionality of processes - Heat and work analysis **Sources**: - [Thermodynamics - Wikipedia](https://en.wikipedia.org/wiki/Laws_of_thermodynamics) - [Carnot Efficiency - HyperPhysics](http://hyperphysics.phy-astr.gsu.edu/hbase/thermo/carnot.html) ### Framework 3: Electromagnetism and Field Theory **Core Principles**: - Electric charges create electric fields - Moving charges (currents) create magnetic fields - Changing magnetic fields create electric fields (Faraday's law - basis of generators) - Changing electric fields create magnetic fields (Maxwell's addition - completes electromagnetic theory) - Light is electromagnetic wave; radio, microwaves, infrared, visible, UV, X-rays, gamma rays are all EM radiation at different frequencies **Maxwell's Equations**: Four equations governing all classical electromagnetic phenomena **Key Insights**: - Electricity and magnetism are unified (electromagnetism) - Electromagnetic waves propagate at speed of light (light IS electromagnetic wave) - Electromagnetic induction enables generators a
Related in General
modeling-omnistudio-epc-catalog
IncludedSalesforce Industries CME EPC product-modeling skill for Product2-based catalog creation. Use when creating EPC products, configuring product attributes, building offer bundles with Product Child Items, or reviewing EPC DataPack JSON metadata for product catalog changes. TRIGGER when: user creates or updates Product2 EPC records, AttributeAssignment payloads, AttributeMetadata/AttributeDefaultValues, Offer bundles, or ProductChildItem relationships. DO NOT TRIGGER when: designing OmniScripts/FlexCards/Integration Procedures (use building-omnistudio-omniscript, building-omnistudio-flexcard, or building-omnistudio-integration-procedure), implementing Apex business logic (use generating-apex), or troubleshooting deployment pipelines (use deploying-metadata).
relationship-science-coach
IncludedUse this skill for direct, practical adult relationship coaching: couples conflict, repair, trust, marriage, dating, flirting, attachment patterns, emotional connection, sex, desire differences, eroticism, kink negotiation, affection, love languages, breakups, and long-term passion. Draw on Gottman, EFT and Hold Me Tight, attachment science, modern sex research, Perel, Nagoski, Kerner, Schnarch, Love and Stosny, and flexible love-language tools. Be concrete and low-hedge. Redirect only for imminent danger, abuse, coercive control, minors, non-consent, self-harm, stalking, or medical/legal/psychiatric decisions.
building-sf-integrations
IncludedSalesforce integration architecture and runtime plumbing with 120-point scoring. Use this skill to set up Named Credentials, External Credentials, External Services, REST/SOAP callout patterns, Platform Events, and Change Data Capture. TRIGGER when: user sets up Named Credentials, External Services, REST/SOAP callouts, Platform Events, CDC, or touches .namedCredential-meta.xml files. DO NOT TRIGGER when: Connected App/OAuth config (use configuring-connected-apps), Apex-only logic (use generating-apex), or data import/export (use handling-sf-data).
venue-templates
IncludedAccess comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant proposals (NSF, NIH, DOE, DARPA). This skill should be used when preparing manuscripts for journal submission, conference papers, research posters, or grant proposals and need venue-specific formatting requirements and templates.
let-fate-decide
IncludedDraws the 12 Houses of the Zodiac Tarot spread to inject entropy into planning when prompts are vague, ambiguous, or casually delegated. Interprets the spread to guide next steps. Use when the user says 'let fate decide', 'YOLO', 'whatever', 'idk', or other nonchalant phrases, makes Yu-Gi-Oh references, or when you are about to arbitrarily pick between multiple reasonable approaches. Prefer over ask-questions-if-underspecified when the user's tone is casual or playful rather than precision-seeking.
net-ops
IncludedCross-platform network troubleshooting (Windows, macOS, Linux) via local or remote shell. Use for: DNS broken, can't resolve hostnames, nslookup/dig works but apps fail, NRPT, WFP, scutil, /etc/resolver, systemd-resolved, /etc/resolv.conf, NetworkManager, VPN DNS leak residue (ProtonVPN/Mullvad/WireGuard/AnyConnect), AV/firewall blocking DNS or DoH, Tailscale DNS interaction, intermittent connectivity, remote diagnostics over SSH.