What is truly real on the internet isn’t the content itself, but the human intent and emotional connection behind it. While the surface is dominated by curated feeds, optimized algorithms, and AI-generated text designed to capture our attention, the digital communities and shared knowledge we build still reflect genuine human experiences.
If you feel like the internet is flooded with rumors and inaccurate info, you are not wrong and it is rarely just an accident. At the end of the day, a lot of it comes down to cash and how apps are built. Social media algorithms are basically designed to keep our eyes glued to the screen, and nothing grabs our attention faster than stuff that makes us angry, shocked, or scared. This has created a whole clickbait economy where drama equals dollars from ad revenue. On top of that, people use fake news as a tool to gain political power, or sometimes everyday folks just share rumors because they want to feel connected to a group. When being fast and dramatic gets rewarded more than being accurate, truth gets pushed to the side.
Use a run-walk progression and build slowly—your goal is to make the running easy enough that you don’t need to stop.
3 days per week, with a rest day between runs:
Week
Workout
1
1 min run / 2 min walk × 10
2
2 min run / 2 min walk × 8
3
3 min run / 90 sec walk × 7
4
5 min run / 2 min walk × 5
5
8 min run / 2 min walk × 4
6
12 min run / 2 min walk × 3
7
20 min continuous run, then 5–10 min easy
8
Run 5K continuously
Tips:
Run slowly enough to speak in short sentences. Starting too fast is the main reason beginners stop.
Warm up with 5 minutes of brisk walking.
Keep your stride short and relaxed.
Add no more than about 10% distance per week.
Take at least one full rest day weekly; strength training once or twice a week helps.
If you feel sharp pain, chest pain, dizziness, or unusual shortness of breath, stop and seek medical advice.
If you already know your current longest nonstop run, I can tailor the plan to you.
what are your sources, Query 2
what are your sources
ONEchat, Response 2
ONEchat
Is this trustworthy?
The sources I got from GPT 5.6 Luna actually felt pretty trustworthy. Right off the bat, it brought up a program I already know well, Couch to 5K. Honestly, that program is incredibly helpful and popular for a good reason. But here is the tricky part. Every single source the AI gave me was just a different piece of that same Couch to 5K routine. It almost makes it look like this is the absolute only way to run a 5K without stopping. This is not true, but because the program is such a massive hit online, it makes sense that the algorithm keeps pulling it up as the ultimate answer.
Reflection
The two different artificial intelligence models provided training advice for running a 5K without stopping, and they gave me the exact same information. Both systems instantly recommended Couch to 5K, demonstrating how AI models naturally mirror the most popular data on the web rather than offering alternative perspectives. I didn’t notice a big difference in intelligence, since both provided the same information.
The majority of information most people ingest today stems from common media like news outlets and social media. The problem with this being the main stream of information for many people is most news or information being posted is being done in the interest of a growing platform for advertisement revenue and growth. This leads to the clickbait and shocking stories we often see which are commonly false, stretched, or outdated. These shocking and plausibly false stories then can sit in the back of people’s minds as the truth and be spread as the truth through the readers, being reposted and retold all without being verified or checked for accuracy. This all creates a cycle where information can be spread quickly.
Artificial Intelligence can generate and supply misinformation to readers. AI is trained on previous data, this allows AI to be trained on misinformation or misunderstand what it sarcasm, leading to results that are false. Sometimes these are called hallucinations with ai, when it hands you an answer with tons of confidence and seemingly truthful context that turns out to be all false. I think with everything we read online especially with AI, we must be skeptical of all claims and information. Even AI videos are becoming increasingly realistic and we must be skeptical of what we watch and share.
Haiku 4.5 did a very good job, it got the wiring correct, gives plenty of extra steps that go above and beyond. Also giving a key reminders section and giving the user tips. All sources look trustworthy and correct. My overall score 9/10.
Conversation Title: How do you wire a classic Ethernet T568B cable, an Agent: ONEchat
[09/14/2026 02:36:36 +00:00] John Nett (jnett): How do you wire a classic Ethernet T568B cable, and what are the steps, cite all sources used.
Response:
For a standard straight-through Ethernet cable, terminate both ends as T568B. T568A and T568B have equivalent Ethernet performance, but mixing them creates a crossover cable rather than a normal straight-through cable.[doc1]
T568B pin order
Hold each RJ45 plug with the gold contacts facing you, the locking clip facing down, and pin 1 on the left.[doc2]
Pin
Wire color
1
White/orange
2
Orange
3
White/green
4
Blue
5
White/blue
6
Green
7
White/brown
8
Brown
This sequence is the T568B color code for pins 1–8.[doc1][doc2]
Tools and materials
You need Ethernet cable, two compatible 8P8C/RJ45 plugs, a cable stripper, an RJ45 crimping tool, a flush cutter, and a cable tester.[doc2]
Termination steps
Cut the cable to the required length, leaving enough extra length to work comfortably.[doc2]
Strip approximately 25–30 mm of the outer jacket without nicking the insulated conductors.[doc2]
Separate the four twisted pairs and untwist only the amount necessary to arrange the wires; excessive untwisting can degrade signal performance.[doc2][doc3]
Arrange the conductors left to right in this order: White/orange, orange, white/green, blue, white/blue, green, white/brown, brown.[doc2]
Flatten and trim the wires evenly so all eight conductors reach the connector together.[doc2]
Insert the wires fully into the RJ45 plug. Verify that the order remains correct, all conductors reach the front of the plug, and the cable jacket enters the plug’s strain-relief area.[doc2]
Crimp the plug firmly with the RJ45 crimper so the contacts pierce the conductor insulation and the strain relief grips the jacket.[doc2]
Repeat the same T568B process on the other end. Using T568B on both ends produces a straight-through cable.[doc1]
Test the completed cable with a cable tester and confirm the correct pin-to-pin wire map, with no opens, shorts, reversed pairs, crossed pairs, or split pairs.[doc3] A basic continuity test alone may miss a split pair, which can cause significant crosstalk, so use a tester capable of detecting split pairs when performance matters.[doc4][doc3]
For Gigabit Ethernet, all four twisted pairs—and therefore all eight conductors—must be correctly terminated.[doc2] Do not reuse a crimped RJ45 plug; cut it off and install a new one if the termination fails.[doc2]
Sources
Fluke Networks, “Differences Between Wiring Codes T568A vs T568B.”[doc1]
Fluke Networks, “Wire Map Testing: It’s Not All About Color.”[doc3]
Soulin, “RJ45 Wiring Diagram: T568A/T568B Color Code, Pinout and Crimping.”[doc2]
Analysis:
Luna 5.6 did great, Pin and color combinations are all once again correct, list of materials is right as well. Additionally the sources were all trustworthy. Luna had by far the simplest of all the answers but still conveyed the right message, my overall score 8/10.
Conversation Title: How do you wire a classic Ethernet T568B cable, an Agent: ONEchat
[09/14/2026 02:36:07 +00:00] John Nett (jnett): How do you wire a classic Ethernet T568B cable, and what are the steps, cite all sources used.
Response:
Here is a clear, step-by-step guide to wiring a classic Ethernet T568B cable, along with the key principles and citations from authoritative sources:
How to Wire a T568B Ethernet Cable
1. Understand the T568B Standard
The T568B wiring standard is the most common scheme for Ethernet cables in North America. It specifies the order of the 8 wires inside an RJ45 connector. The color code for T568B is:
Pin
Color
1
White/Orange
2
Orange
3
White/Green
4
Blue
5
White/Blue
6
Green
7
White/Brown
8
Brown
Key Rule: Use the same standard (T568B) on both ends of the cable for a “straight-through” connection, which is used to connect devices like computers to switches or routers. Mixing T568A and T568B creates a “crossover” cable, which is rarely needed in modern networks due to Auto-MDIX support.
2. Gather Tools and Materials
You will need:
Ethernet cable (Cat5e, Cat6, or Cat6A)
RJ45 connectors (matched to your cable type)
Cable stripper
RJ45 crimping tool
Flush cutter or scissors
Cable tester (recommended)
Pro Tip: Use connectors designed for your cable category (e.g., Cat6 connectors for Cat6 cable) and conductor type (solid or stranded).
3. Strip the Cable Jacket
Use a cable stripper to remove 1.5 inches (38 mm) of the outer jacket.
Be careful not to nick the inner wires.
If the cable has a spline (a plastic separator), trim it flush with the jacket.
4. Untwist and Arrange the Wires
Untwist the 4 pairs of wires.
Arrange the wires in the T568B order (see table above).
Critical: Keep the untwisted length as short as possible (under 0.5 inches for Cat6/Cat6A) to minimize crosstalk and signal loss.
5. Flatten and Trim the Wires
Hold the wires flat and parallel.
Use flush cutters to trim the wires evenly, leaving about 0.5 inches (13 mm) of exposed wire from the jacket.
Ensure all 8 wires are the same length and reach the front of the RJ45 connector.
6. Insert the Wires into the RJ45 Connector
Hold the RJ45 connector with the clip facing down and the contacts facing you.
Insert the wires into the connector, ensuring:
Each wire is in its own channel.
The wires reach the front of the connector.
The cable jacket is seated inside the strain relief area of the connector.
7. Crimp the Connector
Insert the connector into the crimping tool.
Squeeze the tool firmly until it releases. This:
Pierces the wire insulation with the metal contacts.
Secures the strain relief on the cable jacket.
8. Test the Cable
Use a cable tester to verify:
All 8 wires are correctly mapped.
There are no opens, shorts, or split pairs.
Never skip testing! A visual inspection is not enough to confirm proper wiring.
9. Common Mistakes to Avoid
Mixing T568A and T568B: This creates a crossover cable, which is not needed for most modern connections.
Untwisting too much: Excessive untwisting increases crosstalk and signal loss.
Using the wrong connector: Mismatched connectors (e.g., Cat5e connector for Cat6 cable) can cause poor performance.
Skipping the test: Always test the cable before installation.
10. When to Use T568B
New installations: T568B is the most common standard in North America.
Existing T568B systems: Match the standard already in use.
Straight-through cables: Use T568B on both ends for devices like computers, switches, and routers.
Mistral Large 3 got the wiring pin and color all correct, I loved how it gives you a set of all the materials you need before starting the wiring procedure. These steps were in depth and give the user exactly what they may need. All the sources were of use and trustworthy as well. My overall score here is a 9/10.
Overall Reflection & My Experience
Overall I had asked these AI models a question that was not incredibly complex, and while all of the models got the correct overall answer, it was interesting to see both the sources the model used and the differences in supporting information considering they all had the exact same prompt. If I had to pick one of these models’ response to send to a friend who has never wired an ethernet cable, I would likely send Mistral’s. The mix of depth and simple instruction leave the user in good hands to complete the task.
The guessing game that takes place deciding if something online is real or fake.
How does False Information even exist on the internet?
With how open the internet is to people, promoting an idea or information has never been easier. Being able to share what you want, when you want allows for anyone’s claims and thoughts to be heard. With that being said, there are plenty of inaccurate or misleading information that is online. Some of it being purposeful as a form of satire or meant to troll those who are more easily deceived. Other times, it is meant to deceive and manipulate for personal gain. Dutch philosopher stated: “In order to understand a statement, you had to first believe it to some degree. Only then could you decide whether you actually believe it, based on your existing knowledge and logical consideration”. The possibility of something false even slightly existing even it seems far-fetched, the idea of it potentially being real can cause someone to fall for something that is false.
AI has added another layer of uncertainty as to what is real and what isn’t. AI algorithms are able to make texts, images, audio, and even videos that to anyone it can seem to be real. With this ability, AI has proven to be a great tool in research, writings, and explaining different ideas or concepts. The downside being that not everything is 100% accurate and should be proofed or fact-checked before claiming it as fact. From my experience, as AI has progressed, I often come across different media forms on the internet and it makes me have to think about, “is this a real thing”. A question that seems to not only me but many others across the world asking. My experience using AI I have learned that the benefits are there and there’s no telling how much better it can become. I tested three different AI models and gave each one the same prompt. The following models: OpenAI, Anthropic, and Mistral are the one’s selected for this trial.
Me: Give an explanation of learning how to weightlift with sources.
AI: Weightlifting is a form of resistance training in which you challenge muscles using barbells, dumbbells, machines, resistance bands, or body weight. 12 The body adapts to this challenge by improving strength, muscle size, power, and physical function. 2
How weightlifting works
Choose a goal. Training can emphasize strength, muscle growth, power, endurance, or general fitness, and the program should be adjusted to that goal. 2
Learn basic movement patterns. Beginners commonly practice movements such as squats, hinges, pushes, pulls, and carries using a manageable resistance. Body-weight exercises, bands, machines, and free weights can all be effective. 1
Use proper technique. Perform each repetition through a controlled, comfortable range of motion and avoid using more weight than you can safely control. For beginners, learning from a qualified coach can help improve technique and safety.
Train consistently. Current American College of Sports Medicine guidance emphasizes training all major muscle groups at least twice per week, while also adapting the program to the person’s goals, preferences, and available equipment. 1
Progress gradually. As an exercise becomes easier, increase the weight, repetitions, sets, or difficulty. Consistent progression is more important for most people than using a complicated training system. 13
Adjust the training to the goal. For strength, heavier loads—around 80% or more of a one-repetition maximum—combined with approximately two or three sets per exercise are associated with better results. 1 For muscle growth, weekly training volume is particularly important, with about 10 sets per muscle group per week identified as a useful target in the latest ACSM guidance. 1 Power training uses lighter or moderate loads moved quickly, but these exercises require appropriate instruction and control. 1
Recover between sessions. Recovery allows the body to adapt to training, so rest, adequate food, sleep, and sensible scheduling are important parts of weightlifting. 1 Training every set to complete failure is not required; stopping with roughly two or three good repetitions remaining can be effective while producing less fatigue. 1
A simple beginner routine could include a squat variation, a pressing exercise, a rowing exercise, a hip-hinge exercise, and a core exercise performed two or three times weekly with light-to-moderate resistance. Increase the difficulty only when you can maintain good form.
Weightlifting is generally safe for healthy adults when it is progressed appropriately, but people with injuries, medical conditions, or persistent pain should consult a healthcare professional before beginning. 4
Sources
American College of Sports Medicine, “ACSM Publishes Updated Resistance Training Guidelines.”1
American College of Sports Medicine, “Science Spotlight: ACSM Releases New Position Stand on Resistance Training.”2
American College of Sports Medicine, 2026 Resistance Training Position Stand, summarized in the sources above. 12
Me: Give me an explanation on learning how to weightlift with sources
AI: Here’s a comprehensive, evidence-based explanation of weightlifting with proper sourcing:
What Is Weightlifting?
Weightlifting is a form of resistance training in which you challenge muscles using barbells, dumbbells, machines, resistance bands, or body weight to stimulate strength, muscle growth, power, and physical performance. 1
1. How Muscle Growth Occurs
The Three Drivers of Muscle Hypertrophy
Muscle growth (hypertrophy) occurs through three primary mechanisms: 2
Mechanical tension: The force placed on muscles when lifting heavy loads.
Metabolic stress: The accumulation of metabolic byproducts (lactate, hydrogen ions) during high-rep training.
Muscle damage: Microscopic tears in muscle fibers that trigger repair and growth.
Key fact: Muscle hypertrophy occurs when muscle protein synthesis exceeds muscle protein breakdown, resulting in positive net protein balance over time. 2
Early Adaptations in Training
First 3–4 weeks: Strength and performance improvements are mostly neurological—your nervous system learns to recruit muscle fibers more efficiently. 3
6–10 weeks: Muscle growth becomes the dominant adaptation, along with improved muscle architecture. 2
Visible changes: Most people see noticeable muscle definition after 2–3 months of consistent training. 3
2. Training Variables: Load, Volume, and Frequency
For Muscle Strength
Load: Heavy—above 80% of your one-repetition maximum (1RM). 1
Sets: 2–3 sets per exercise.
Rest intervals: 2–5 minutes between sets to allow recovery. 2
For Muscle Growth (Hypertrophy)
Load: Moderate—60%–80% 1RM. 2
Volume: The most critical factor. Aim for 10 sets per muscle group per week (up to 12–20 sets for advanced lifters). 21
Repetitions: 6–12 per set. 2
Rest intervals: 60 seconds between sets to maintain metabolic stress. 2
For Power Development
Load: Moderate—30%–70% 1RM.
Emphasis: Move the weight as quickly as possible during the lifting (concentric) phase. 1
Training Frequency
Train each major muscle group at least twice per week for optimal results. 1 This is more important than following an overly complex program.
3. Progressive Overload: The Key to Continuous Growth
Progressive overload means gradually increasing the challenge on your muscles. Methods include: 3
Increasing the weight lifted.
Adding more repetitions or sets.
Reducing rest time between sets.
Improving movement technique or range of motion.
Important: Heavy lifting (80% to 85% 1RM) is particularly effective at growing fast-twitch muscle fibers, which have the highest growth potential and contribute most to visible muscle size. 3
4. Training Intensity: Do You Need to Train to Failure?
Short answer: No.
Research comparing training to complete muscular failure versus stopping 1–2 reps before failure found both approaches equally effective for muscle growth and strength gains. 3
Key finding: Evidence shows that stopping with 3–4 repetitions in reserve (with moderate to high loads) still produces significant muscle hypertrophy. 2 Training to failure is not required and may lead to excessive fatigue.
5. Advanced Resistance Training Techniques
For trained individuals seeking to break through plateaus or save time, advanced techniques can provide additional stimulus: 2
Eccentric-Focused Training
Emphasizing the lowering phase ( 2 seconds) of each repetition increases time under tension and can enhance muscle growth. 2
Accentuated eccentric loading (using weight heavier than the concentric phase) produces greater mechanical tension and can increase muscle thickness. 2
Blood Flow Restriction (BFR) Training
Applying a restrictive device (cuff or tourniquet) to reduce blood flow during low-load training (20–30% 1RM).
Benefit: Produces similar muscle growth to high-load training without the joint stress. 2
Optimal protocol: 30 reps in the first set, followed by 3 sets of 15 reps with 30-second rests, using 20–40% 1RM with 40–80% arterial occlusion pressure. 2
Cluster Sets
Perform short rest intervals (20–60 seconds) between mini-sets within a traditional set.
Benefit: Allows you to lift greater total volume at higher loads while improving time-efficiency of training. 2
Supersets and Pre-Exhaustion
Agonist-antagonist supersets (e.g., chest press followed by rows) increase total training volume and are more time-efficient than traditional sets. 2
Pre-exhaustion (single-joint exercise before multi-joint) may help increase activation of the target muscle. 2
Drop Sets and Sarcoplasma Stimulating Training (SST)
Perform a set to fatigue, then immediately reduce the load by 20% and continue to fatigue again.
Benefit: Induces high metabolic stress, producing acute increases in muscle thickness. 2
However, chronic studies show no superior hypertrophy compared to traditional sets when volume is equalized. 2
6. Training Frequency, Sets, and Repetitions: Simple Guidelines
Beginner-Friendly Approach
Frequency: Train 2–3 days per week on non-consecutive days.
Exercises per workout: 4–6 exercises per session.
Sets and reps: 3–4 sets of 6–12 repetitions per exercise.
Duration: 30–45 minutes per session.
For Muscle Growth Optimization
According to the latest evidence, the foundation should include: 2
Multiple sets: 3–6 sets per exercise.
Repetition range: 6–12 reps per set.
Load: 60–80% 1RM.
Rest: ~60 seconds between sets.
Weekly volume: 12–28 sets per muscle group.
7. Do You Need Special Equipment?
No. According to the 2026 ACSM guidelines: 1
Nontraditional training is highly effective—elastic bands, bodyweight exercises, and home-based routines produce marked benefits in strength, hypertrophy, and physical function.
Traditional gym settings with barbells and machines are not necessary.
The specific type of equipment (machines vs. free weights) did not consistently impact outcomes for the average healthy adult. 1
8. Protein Intake and Nutrition
Protein requirement: Aim for approximately 0.7 grams per pound of body weight daily. 3
For a 180-pound person, that’s roughly 126 grams per day.
If trying to lose fat while preserving muscle, increase to 0.8–1 gram per pound daily. 3
Spread protein across 3–4 meals throughout the day to maximize repeated windows for muscle protein synthesis. 3
9. Recovery: Sleep, Rest Days, and Muscle Growth
Sleep: 7–9 hours per night supports muscle repair and growth hormone release.
Rest between workouts: At least 48 hours before training the same muscle group again.
Deload weeks: Every 4–8 weeks, reduce training volume by 40–60% to prevent overtraining.
10. The Bottom Line: Consistency Beats Complexity
The 2026 ACSM Position Stand analyzed 137 systematic reviews representing more than 30,000 participants and found one clear message: 1
“The best resistance training program is the one you’ll actually stick with.”1
Key takeaways:
Moving from no resistance training to any resistance training produces the most meaningful gains. 1
Consistency and effort drive results—not complicated programs or specific equipment. 1
Train all major muscle groups at least twice a week. 1
Advanced techniques (training to failure, complex periodization) are often optional for general health and fitness. 1
Individualize programs based on goals, enjoyment, and safety to maximize long-term adherence. 1
Sources
3 : Does Strength Training Build Muscle? ScienceInsights (2026) – Muscle protein synthesis, early adaptations, protein intake.
2 : Krzysztofik, M., et al. (2019). Maximizing Muscle Hypertrophy: A Systematic Review of Advanced Resistance Training Techniques and Methods. International Journal of Environmental Research and Public Health, 16(24), 4897. – Muscle hypertrophy mechanisms, advanced training techniques.
1 : American College of Sports Medicine (2026). ACSM Publishes Updated Resistance Training Guidelines. – 2026 Position Stand on resistance training recommendations, consistency vs. complexity, training variables for different goals.
Me: Give an explanation of learning how to weightlift with sources.
AI: Here’s a clear, actionable, and thoroughly sourced explanation of weightlifting, covering its science, practice, and evidence-based guidelines:
What Is Weightlifting?
Weightlifting is a form of resistance training that uses external resistance—such as barbells, dumbbells, machines, or bodyweight—to stimulate muscle growth (hypertrophy), strength, power, and endurance. It is a foundational component of fitness for athletes, rehabilitation patients, and general populations.12
1. How Weightlifting Works: The Science
Muscle Growth (Hypertrophy)
Weightlifting triggers muscle growth through three primary mechanisms:2
Mechanical Tension: The force generated when muscles contract against resistance.
Muscle Damage: Microscopic tears in muscle fibers that stimulate repair and growth.
Metabolic Stress: The “burn” felt during high-repetition sets, caused by the accumulation of metabolic byproducts (e.g., lactate).
Key Fact: Muscle growth occurs when muscle protein synthesis (MPS) exceeds muscle protein breakdown (MPB) over time. Resistance training and protein intake are the two most powerful stimuli for MPS.2
Strength Gains
Early Phase (First 4–6 Weeks): Strength improvements are primarily neurological. Your brain learns to recruit muscle fibers more efficiently.3
Later Phase (6+ Weeks): Muscle hypertrophy becomes the dominant factor in strength gains.2
2. Evidence-Based Training Guidelines
Training Variables
The American College of Sports Medicine (ACSM) and recent meta-analyses provide the following recommendations:12
Goal
Load (% 1RM)
Repetitions
Sets per Exercise
Rest Between Sets
Weekly Volume (Sets per Muscle Group)
Strength
80–100%
1–6
2–6
2–5 minutes
10–20
Hypertrophy
60–80%
6–12
3–6
60–90 seconds
10–20
Power
30–70%
1–5 (explosive)
3–5
2–5 minutes
10–20
Endurance
<60%
12–25
2–3
30–60 seconds
10–15
Training Frequency
Train each major muscle group at least 2 times per week for optimal results.1
Beginners can start with 2–3 full-body sessions per week.
Advanced lifters may use split routines (e.g., upper/lower or push/pull/legs) to allow for higher volume.
Progressive Overload
Progressive overload is the gradual increase in stress placed on muscles to drive adaptation. Methods include:
Important: Increase weight by 2.5–10% only when you can complete all prescribed repetitions with good form.2
3. Exercise Selection: Compound vs. Isolation
Compound Movements
Involve multiple muscle groups and joints (e.g., squats, deadlifts, bench press, rows).
Best for: Building strength, muscle mass, and functional fitness.
Examples:
Squat (quads, glutes, hamstrings, core).
Deadlift (hamstrings, glutes, lower back, traps).
Bench Press (chest, shoulders, triceps).
Pull-Up (back, biceps, shoulders).
Isolation Movements
Target a single muscle group (e.g., bicep curls, triceps extensions, leg extensions).
Best for: Addressing muscle imbalances or targeting specific muscles.
Examples:
Bicep Curl (biceps).
Triceps Extension (triceps).
Leg Curl (hamstrings).
Recommendation: Prioritize compound movements for overall strength and muscle growth, and use isolation exercises to complement your program.1
4. Proper Technique: The Foundation of Safe Lifting
Core Principles
Brace Your Core: Tighten your abdominal muscles as if preparing for a punch. This stabilizes your spine and protects your lower back.4
Control the Weight: Avoid using momentum. Lift and lower the weight with control (e.g., 2 seconds up, 2 seconds down).
Use Full Range of Motion: Train muscles through their entire length to maximize growth and joint health.
Maintain Neutral Spine: Avoid rounding your back, especially during deadlifts and rows.
Common Mistakes to Avoid
Ego Lifting: Using too much weight too soon, leading to poor form and injury.
Partial Reps: Not using full range of motion, which limits muscle activation.
Poor Breathing: Holding your breath during lifts can increase blood pressure. Exhale during the exertion phase (e.g., pressing the weight up) and inhale during the lowering phase.
5. Nutrition for Weightlifting
Protein Intake
Recommended Intake: 1.6–2.2 grams of protein per kilogram of body weight per day.5
Sources: Lean meats, eggs, dairy, legumes, tofu, and protein supplements (if needed).
Timing: Distribute protein intake evenly across meals (e.g., 20–40 grams per meal) to maximize MPS.
Caloric Intake
Bulking: Consume 250–500 calories above maintenance to support muscle growth.
Cutting: Create a caloric deficit of 250–500 calories to reduce body fat while preserving muscle mass.
Hydration
Drink 3–4 liters of water daily to support metabolic processes and recovery.
Replace fluids lost during training (1.5 liters per kilogram of body weight lost).
6. Recovery: The Unsung Hero of Progress
Sleep
Duration: 7–9 hours per night.
Why It Matters: Sleep promotes the release of growth hormone, which aids muscle repair and growth.6
Rest Days
Take at least 1–2 full rest days per week to prevent overtraining and injuries.
Active recovery (e.g., walking, yoga, or light cardio) can enhance blood flow and reduce soreness.
Muscle Recovery Techniques
Foam Rolling: Reduces muscle soreness and improves flexibility.
Massage: Enhances blood flow and reduces inflammation.
Contrast Water Therapy: Alternating hot and cold showers can reduce muscle soreness.
7. Advanced Techniques for Experienced Lifters
For those looking to break through plateaus or optimize training, consider these evidence-based techniques:2
Eccentric Training
Focus on the lowering phase of the lift (e.g., 3–5 seconds).
Benefit: Increases time under tension and muscle damage, leading to greater hypertrophy.
Blood Flow Restriction (BFR) Training
Use a cuff or band to restrict blood flow during low-load training (20–30% 1RM).
Benefit: Produces muscle growth similar to high-load training with less joint stress.
Drop Sets
Perform a set to failure, then immediately reduce the weight by 20–30% and continue to failure again.
Benefit: Induces high metabolic stress, which can stimulate muscle growth.
Cluster Sets
Break a traditional set into mini-sets with short rest intervals (20–60 seconds).
Benefit: Allows you to lift greater total volume at higher loads.
8. Sample Workout Programs
Beginner Program (Full-Body, 3 Days/Week)
Exercise
Sets
Reps
Rest
Squat
3
8–12
60–90 seconds
Bench Press
3
8–12
60–90 seconds
Bent-Over Row
3
8–12
60–90 seconds
Overhead Press
3
8–12
60–90 seconds
Plank
3
30 sec
60 seconds
Intermediate Program (Upper/Lower Split, 4 Days/Week)
Upper Body Day:
Bench Press: 4 sets of 6–10 reps.
Pull-Ups: 3 sets of 6–10 reps.
Overhead Press: 3 sets of 8–12 reps.
Bent-Over Row: 3 sets of 8–12 reps.
Bicep Curl: 3 sets of 10–15 reps.
Lower Body Day:
Squat: 4 sets of 6–10 reps.
Deadlift: 3 sets of 5–8 reps.
Leg Press: 3 sets of 10–12 reps.
Leg Curl: 3 sets of 10–15 reps.
Calf Raise: 3 sets of 15–20 reps.
9. Common Myths Debunked
Myth 1: “Lifting Heavy Weights Makes You Bulky”
Reality: Muscle growth requires consistent, progressive overload and a caloric surplus. Most people won’t accidentally “get bulky” from lifting weights.1
Myth 2: “You Need to Train to Failure to See Results”
Reality: Training to failure is not necessary for muscle growth or strength gains. Stopping 1–2 reps short of failure is equally effective and reduces fatigue.2
Myth 3: “Women Should Lift Differently Than Men”
Reality: The principles of weightlifting are the same for all genders. Women can and should lift heavy weights to build strength and muscle.1
Myth 4: “More Is Always Better”
Reality: Overtraining can lead to injuries, burnout, and stalled progress. Quality and consistency matter more than quantity.1
10. Safety and Injury Prevention
Warm-Up
5–10 minutes of light cardio (e.g., walking, rowing, jumping jacks).
Dynamic stretches (e.g., leg swings, arm circles, bodyweight squats).
Movement-specific warm-up sets (e.g., 1–2 light sets of the exercise you’re about to perform).
Listen to Your Body
Pain vs. Discomfort: Muscle soreness is normal, but sharp or persistent pain is a sign to stop and seek medical advice.
Modify as Needed: If an exercise causes pain, replace it with a safer alternative (e.g., swap barbell squats for goblet squats).
When to Seek Help
If you’re unsure about your form, work with a certified personal trainer for at least a few sessions.
If you have a pre-existing condition or injury, consult a healthcare professional before starting.
Sources
Summary: Provides evidence-based recommendations for resistance training, including frequency, volume, load, and progression for different goals (strength, hypertrophy, power, endurance).
Summary: Reviews the mechanisms of muscle hypertrophy and the impact of training variables (load, volume, frequency, rest intervals) on muscle growth.
Summary: Discusses the neurological and muscular adaptations to resistance training, including the role of early-phase strength gains.
Summary: Examines the importance of core bracing and proper technique in the squat to reduce injury risk and improve performance.
Summary: Reviews the optimal protein intake for muscle growth and strength gains in response to resistance training.
Summary: Explores the role of sleep in muscle recovery and growth hormone release.
Footnotes
Dattilo, M., et al. (2011). Sleep and Muscle Recovery: Endocrinological and Molecular Basis for a New and Promising Hypothesis. Medical Hypotheses. ↩
American College of Sports Medicine (ACSM). (2026). ACSM’s Guidelines for Resistance Training. ACSM’s Health & Fitness Journal. ↩↩2↩3↩4↩5↩6↩7↩8
Schoenfeld, B. J., et al. (2022). Resistance Training Variables for Optimization of Muscle Hypertrophy: An Umbrella Review. Frontiers in Sports and Active Living. ↩↩2↩3↩4↩5↩6↩7↩8
Suchomel, T. J., et al. (2018). The Importance of Muscular Strength in Athletic Performance. Sports Medicine. ↩
Clark, D. R., et al. (2012). Muscle Activation in the Loaded Free Barbell Squat. Journal of Strength and Conditioning Research. ↩
Morton, R. W., et al. (2018). A Systematic Review, Meta-Analysis and Meta-Regression of the Effect of Protein Supplementation on Resistance Training-Induced Gains in Muscle Mass and Strength. British Journal of Sports Medicine. ↩
How reliable is this information?
I was interested in seeing which direction the models would go considering the different methods there are in fitness and weightlifting. OpenAI gave an overview of weightlifting and gave more practical recommendations. It explained topics like proper technique, frequency of workouts, and recovery. The anthropic model was lot more detailed going into more of the science behind it and even included different trainings goals and styles. With the additional details it added, it included plenty of sources of published research. Mistral in a sense “dumbed” down the anthropic model’s response making it much easier to understand for a beginner by focusing on nutrition, recovery, and offered a routine as well. The structure overall was more user friendly then anthropic.
OpenAI provided four sources but two are from the same source, ACSM a highly reliable exercise science organization. The other two sources are only blogs which really aren’t as credible as a true primary source which may explain the more baseline information. Surprisingly, with how much information the anthropic model provided, it only pulled from three sources overall including ACSM and a government article that’s accessible through Public Medical Central. The Scientific Insight source, however, is a secondary source that does have good information, it should be peer reviewed. Mistrial included the ACSM source as well as scientific reviews and analyses. A majority of them I’ve used when I started working out.
My Final Takeaways
I thought majority of the information given aligned with my understanding of weightlifting. All the models provided a lot of concepts around exercise science and what is needed for growth and important recovery and a routine is. I will say weightlifting is constantly being reviewed into what is best and what doesn’t give results. Different exercises, reps, protein intake, routine, etc. can all vary depending on the individual and personal goals. Overall, I think Mistral was the best model because it gave a more in-depth analysis and breakdown while also being user-friendly. The sources they provided were all credible and the inclusion of different extracurriculars such as a myth section and different programs I think would provide a better understanding to someone trying to learn about weightlifting.
In the current world we’re living in, we as a society can come across information that is either fake or not true on the Web. The reason for this occurring is because people either want to spread disinformation in order to deceive the public or because the information is false or inaccurate but gets mistakenly or inadvertently created or spread. Additionally, people would want to click bait or rage bait the public with lies so that they can profit from it and get money.
AI
In my opinion, AI in the context of what is real on the internet can be quite sloppy and misleading at times. Accordion blocks that contain copy/pasted transcripts of your interactions with NebulaOne are OpenAI, Anthropic, and Mistral, and each Chat used 3% of the tokens. Each model found at least three sources to back up their information, and they’re all sensible and give details to where it doesn’t come off as click bait. The models produce information that matched my understanding of the topic, and the model that works best for me is the Mistral model.
AI Comparison
To test if AI is helpful or not, I asked this question to three different models: OpenAI, Anthropic, and Mistral. The question was “How can a person learn how to drive?”, and I got these responses.
Mistral Large 3 Model
I got 3,934 tokens from this model, and this model showed me a step-by-step guide to learn how to drive safely and effectively. This AI gave 10 tips on how to prepare for the road.
1. Learn the Rules of the Road
Study your local driver’s handbook: This covers traffic laws, road signs, and safe driving practices. You can find it online or at your local DMV office.
Take practice tests: Many DMV websites offer free practice tests to help you prepare for the written exam.
2. Get a Learner’s Permit
Check eligibility: Most places require you to be at least 15–16 years old.
Pass the written test: This tests your knowledge of traffic laws, signs, and driving rules.
Pass a vision test: Ensure your eyesight meets the minimum requirements.
Follow permit restrictions: These typically include driving only with a licensed adult (usually 21+) and avoiding night driving or highways until you’re more experienced.
3. Practice Driving
Start in a safe, low-traffic area: Empty parking lots or quiet residential streets are ideal for beginners.
Master basic skills: Focus on steering, braking, accelerating smoothly, turning, and parking.
Gradually move to more challenging environments: Progress to busier streets, highways, and night driving as you gain confidence.
Practice defensive driving: Always scan the road, anticipate hazards, and keep a safe following distance (e.g., the “three-second rule”).
4. Take Professional Driving Lessons
Hire a certified driving instructor: Instructors teach proper techniques, help you avoid bad habits, and prepare you for the road test.
Use a driving school: Many schools offer packages that include both classroom instruction and behind-the-wheel training.
5. Log Required Practice Hours
Check your state’s requirements: Most states require 40–50 hours of supervised driving, including 10–15 hours at night.
Keep a driving log: Record your practice hours, including the date, time, and skills practiced.
6. Prepare for the Road Test
Review the DMV’s road test checklist: This typically includes parallel parking, three-point turns, lane changes, and obeying traffic signs.
Practice with a licensed driver: Focus on the skills you’ll be tested on.
Bring the required documents: This usually includes your learner’s permit, proof of insurance, and vehicle registration.
7. Take the Road Test
Schedule your test: Book an appointment with your local DMV.
Bring a properly insured and roadworthy vehicle: The car must meet safety standards (e.g., working lights, signals, and brakes).
Stay calm and focused: Follow the examiner’s instructions carefully and demonstrate safe driving habits.
8. Get Your Driver’s License
Pass the road test: If you pass, you’ll receive your driver’s license.
Follow any restrictions: Some states issue a provisional license with restrictions (e.g., no driving late at night or with passengers under 18).
9. Keep Improving Your Skills
Drive regularly: The more you drive, the more comfortable and skilled you’ll become.
Avoid distractions: Never use your phone, eat, or engage in activities that take your focus off the road.
Stay updated on traffic laws: Rules can change, so review your driver’s handbook periodically.
Consider advanced driving courses: These can help you handle emergencies, bad weather, and other challenging situations.
10. Drive Safely and Responsibly
Always wear your seatbelt: Ensure all passengers do the same.
Never drive under the influence: Alcohol, drugs, and even some medications can impair your ability to drive.
Obey speed limits and traffic signs: Speeding and reckless driving are leading causes of accidents.
Be courteous to other drivers: Road rage and aggressive driving can lead to dangerous situations.
Additional Tips
Use technology wisely: Apps like Google Maps can help with navigation, but set your route before driving.
Practice in different conditions: Drive in rain, snow, and fog to build confidence in all weather conditions.
Learn basic car maintenance: Know how to check your tire pressure, oil level, and lights.
Where to Find More Information
Your local DMV website: For specific rules, forms, and requirements.
Driving schools: For professional instruction and courses.
Online resources: Websites like the National Highway Traffic Safety Administration (NHTSA) offer free driving tips and safety guides.
Claude Haiku 4.5
I got 5,295 tokens from this model, and this model showed me a quick description of what to do when driving, not going into much detail. This AI gave 7 tips on how to prepare for the road.
Study the rules — read your local driver handbook
Get a learner’s permit — pass written and vision tests
Practice with an instructor or experienced driver — start in parking lots, progress to roads
Take professional lessons — instructor corrects mistakes and teaches defensive driving
Log required supervised hours — varies by location
Pass your road test — with a properly insured vehicle
Keep safe habits — no distractions, seatbelt, never drive impaired
Open AI GTP-5.6 Luna
I got 3,178 tokens from this model, and this model showed me a short instruction on driving, but it spoke a little bit more than the previous model. This AI gave 8 tips on how to prepare for the road.
Learn the rules: Read your local driver’s handbook and study road signs, right-of-way, and traffic laws.
Get a learner’s permit: Pass the required written/vision test if your area requires one.
Practice with a qualified adult or instructor: Start in an empty parking lot, then move to quiet streets, busier roads, highways, and night/rain driving.
Build core skills: Steering, braking, turning, lane changes, parking, reversing, merging, and hazard awareness.
Take professional lessons: An accredited driving instructor can correct mistakes and teach defensive driving.
Practice consistently: Follow your area’s required supervised-driving hours, if any.
Pass the road test: Bring the required documents and a properly insured, roadworthy vehicle.
Keep improving: Drive defensively, avoid distractions, wear a seat belt, and never drive under the influence.
Helping others, getting advice, and constructive criticism are all reasons openness on the internet matters. You don’t have to face the world alone.
How
Eliminate paywalls; don’t make me give up my email; allow users to have open access without giving up personal information unless you have something really valuable to offer; and even then, don’t be stingy- don’t be that person.
Accessibility
Why?
16% of the population is why! That’s a lot of people who could be missing out on what you’re offering. Are you offering knowledge, a podcast, a product? That’s a lot of potential lost revenue. The why really relates to who you want to see your site.
How
Use smart design elements and guidelines for making your site accessible; use alt text for images, and when including a link, give it a description so there’s a clue where it goes. The Government Services Administration published this page about accessible design: https://www.section508.gov/blog/benefits-accessible-design/
I would like to make content open because I want to make work available for others to view, modify, and/or use themselves without them having to pay for it. The web is for everyone to use.
How
Methods I can use to make content open are articles on Wikipedia, how-to videos on YouTube, online e-books, and many more content.
Accessibility
Why
I might want to make accessible content because with accessibility, you can make the design of products and experiences usable by as many people as possible regardless of ability or disability.
How
Methods I can use to make content accessible are designing posters so that the text has a high contrast against the background color, turning on captions so that deaf people can understand the video, and sharing a written transcript of the spoken information in a presentation.
Why do we need openness? What is the point of it? What are the benefits of it?
What is Openness? As defined by Oxford Languages it is a lack of restriction. Openness is not something most of us think about when it comes to the internet outright but it is an important factor. Since it is not regulated as strictly it allow for many opportunities. It permits us to have the following things:
Social and Economic Growth- due to the openness of the internet it allows for social and economic growth all over the world and not just in the larger countries. It allows for third world countries as well to benefit from the advantages it allows for.
Access to information- this is important because no matter where you are or who you are you can get ahold of the same information as anyone else.
Communication- this allows for businesses as well as individuals the ability to communicate and interact globally with no barriers.
Innovation- this allows for the development of technological advances such as standards and new policy initiatives.
Understanding and Tolerance of Cultures- this allows people globally to be aware and learn of new cultures. This allows for the acknowledgement and understanding of the differences of other cultures all over.
Media Ecosystem Protection- having this openness allows for the internet ecosystem to prevent anyone from having a monopoly on the Media Ecosystem.
Why is Accessibility important?
Accessibility to the internet is important because it allow for our society to be able to interact with the world on a global level and it does not restrict us. It does this in many ways that are listed below:
It allows for people to be able to become more involved in the world
It permits people to be able to express themselves and interact with other like themselves.
It saves people time and money.
It allows for people to access resources and training to help develop job skills
It allows for businesses to grow.
It allows people to overcome barriers they may face.
It just permits people the ability to do things that would not have ever been possible prior to the internet and the freedom and openness it has given us.
You can refer to some of the following webpages for more information about the importance of internet accessibility and openness:
The open web is important because it allows anyone to access what is on the internet. People don’t have to pay to get information from the internet, which allows them to learn and share freely.
How?
There are many ways to openly share content on the internet. Some examples are YouTube, Wikipedia, and blogs. Anyone can post or view contents from these pages. Click this link to watch some Free, Informational YouTube Videos.
Accessibility
Why?
Creating accessible content ensures that everyone is able to view the information you are sharing. Since everyone is able to access the information, it increases the audience that is reached. This not only helps more people, but also could increase your revenue.
How?
Making the internet accessible to everyone adds a little bit more work, but also increases the benefits. Some ways to do this are adding alternative text with a picture, adding descriptive link text when including a weblink, and adding headings to each section.
Why is the open internet important? The internet being “open” allows for users of a computer, cellular device, etc. to freely collaborate and share their ideas with others connected to the internet anywhere, anytime. Think about this, how many times have you ever searched “How to…” or “Why is…” on Google? Assumably, plenty of times. Well, you can thank the open internet for having the ability to provide you with plenty of resources to aid you in answering said question. The most common example of this is “How-To” videos on YouTube. Thus, the open internet allows absolutely anyone to have access to the internet, without having their results influenced by select companies.
How Openness?
How is the internet open? The internet’s “openness” allows for several different results to immediately become accessible whenever a user is, “surfing the web”. Websites such as Reddit, Wikipedia, etc. and YouTube video tutorials are examples of this. However, openness is a spectrum. This spectrum allows for certain resources found on the web to be different degrees of “open”. Meaning, that resources may have an open-source software, but has certain requirements for it’s usage. You can find more information about the openness spectrum on the Internet Policy Review website.
Accessibility
Why Accessibility?
Why is internet accessibility important? As previously discussed, “openness” refers to ANYONE being able to make use of the internet. Accessibility helps make sure that those with disabilities and unreliable internet connection refrain from getting lost in that definition – thus, the internet is truly available to everyone. Additionally, accessibility is a legal standard for the large majority of the internet. This is shown through tools such as closed captioning, color contrasting, correct heading structure, alternative text, etc.
How Accessibility?
How is the internet accessible? Internet accessibility is made possible through many concepts – most notably is the “Curb-cut Effect”. This effect refers to features that are created for individuals with disabilities, however, these same tools actually benefit outside communities as well. Using one of the previous examples of closed-captioning on videos, this feature was originally built as an aide for individuals with hearing impairments. However, this tool is beneficial for a much larger audience. For example, individuals with learning disabilities, those learning English as a second language, viewers listening in a noisy environment, etc. You can find more on accessibility and the “Curb-cut Effect” on the Interaction Design Foundation website.
Have you ever paid attention to the number of pages there are when you scroll all the way to the bottom of the first page of search results? Some search engines even make the first blob of words on the screen when you search something “1-20 of 879,000 results,” for example. In a day and age where we have so much information literally at our fingertips, it can be hard to decipher what is correct and true to what isn’t among these hundreds of thousands of search results, especially when its easier than ever for anyone to upload to the web. Without any way to see who is posting what (a good bit of the time), we have no way of knowing or seeing who is behind a screen, knowing their intentions, or any certifications or qualifications they may or may not have. This is why your parents said, “don’t believe everything you see on the internet!” The American Psychological Association does a well job at further breaking down misinformation and disinformation in this article.
AI and Misinformation and Disinformation on the Web
It’s 2022 and your roommate just asked you if you’ve heard about that new artificial intelligence chat bot, “ChatGPT.” You look quite literally flabbergasted as she describes what it is and even pulls it up to show you on her phone in two seconds. Conveniently enough, you happen to be in the middle of writing a paper for class. You can’t wait to use this new tool to help you. You give it your paper prompt, ask it for some talking points, and hit enter. You’re surprised to see that most of what it gave you was…less than stellar.
It’s crucial to remember that AI tools do not “think” or have any real understanding (or however Professor Cartland said it), they generate responses by mimicking patterns from their training data. When a text AI like the ChatGPT I was using receives a prompt, it produces responses based on patterns found in similar texts, such as articles and web searches. While these responses may appear accurate, they can sometimes be false, outdated, or nonsensical, a phenomenon known as “hallucinations,” like the result it gave me that day. Good thing I fact checked!
Copilot Interaction
Me:
i have an assignment, heres the prompt: Write a post reflecting on the question "What is real on the internet?" Include a link to at least one online source that supports your take. Don't use any sources I shared or assigned. Use at least two sections divided by headings One section should talk about some reasons behind false and inaccurate information on the web the title i came up with for the assignment is "why the internet is two faced." could you give me some more title options please?
Copilot: Sure, I’d be happy to help! Here are some alternative title options for your assignment:
“The Dual Nature of the Internet: Truth and Deception”
“Navigating Reality in the Digital Age”
“The Internet’s Double-Edged Sword: Fact vs. Fiction”
“Unmasking the Internet: What’s Real and What’s Not”
“The Internet’s Mirage: Distinguishing Truth from Lies”
“Digital Realities: The Battle Between Fact and Fabrication”
“The Internet’s Illusions: Understanding Online Authenticity”
“Truth in the Web: Separating Reality from Deception”
“The Internet’s Facade: Exploring Online Truths and Falsehoods”
“Virtual Veracity: The Quest for Truth on the Internet”
Feel free to choose any of these or mix and match elements to create a title that best fits your vision for the assignment! If you need further assistance with the content, just let me know.
Me: these are so good! thank you so much
Copilot: You’re very welcome! I’m glad you liked them. If you need any more help with your assignment or anything else, feel free to ask. Good luck with your writing! 😊
Why this title?
I chose this title versus the other ones because 1) I thought Cartland might chuckle at internet with a capital “I” and 2) because I thought if the language was eye catching to me, it would be eye catching to other people. In addition, some of the other options were too jargony. Almost like they were trying too hard. I think my title falls in the middle, leaning left on the spectrum of truth and accuracy in communication.