#Types of ai agents

[devtoolsindia]

What Are AI Agents? How They Work and Why They Matter

Imagine this: it’s 3 a.m., and an IT system somewhere just crashed. Before anyone even notices, a digital helper has already spotted the issue, filed a support ticket, triggered the repair process, and updated the team. No coffee. No sleep. Just smooth, smart action. That, in a nutshell, is the magic of AI agents.

But let’s not get ahead of ourselves. Let’s break it down from the top.

What Is an AI Agent, Anyway?

At its core, an AI agent is a software program that can observe its environment, make decisions, and take actions toward a specific goal—all without constant human supervision. Think of it like a really smart assistant that never needs a break. It might manage IT tickets, suggest help articles to customers, or even optimize how your app runs in the background.

But not all AI agents are built the same. Some are simple — if this happens, do that. Others are far more advanced, learning over time, weighing options, and adapting like a mini digital strategist.

How Do AI Agents Work?

Okay, so how do these techy little assistants actually do what they do?

It all starts with perception. The agent receives data from its environment. This could be a chatbot query, an error log, or even a change in a system’s performance.

Next up: interpretation and reasoning. The agent makes sense of what’s happening using its knowledge base (kind of like its brain). It might use rules ("if A, then B"), goals ("make sure the user gets their password reset"), or even utility ("which option solves this fastest and safest?").

Then, it acts. That might be updating a dashboard, replying to a user, or triggering a larger workflow. And the best part? Many AI agents learn from the result so they can do better next time.

This full loop — from sensing to acting to learning — makes AI agents way more than just fancy scripts. They're dynamic. They're responsive. And they get smarter the more they work.

Real-Life Example: From Boring to Brilliant

Let’s take something relatable. Imagine working in IT support.

Before AI agents: You’re flooded with repetitive tickets ("I forgot my password again"). You're stuck routing requests manually, updating logs, and copying/pasting links from the help center.

After AI agents: A smart virtual assistant reads incoming tickets, spots the common "password reset" keyword, checks the user account, and sends them the correct reset link—all before you even take a sip of coffee.

Multiply that by thousands of tickets, and yeah… productivity soars.

Types of AI Agents

You’ll find different types of AI agents out there, depending on how smart they are and what they do.

Simple Reflex Agents: They react to conditions. Super-fast, super basic. If a server goes down, trigger an alert.

Model-Based Agents: They keep track of past actions or states to make smarter decisions.

Goal-Based Agents: These guys think steps ahead. "If I want to onboard a new employee, I’ll need to do X, Y, Z."

Utility-Based Agents: They weigh the outcomes. "Should I go with the fastest fix or the safest one?"

Learning Agents: They evolve. With every interaction, they improve based on what worked (or didn’t).

Some companies even use hybrid agents that blend these together for the best results.

Where Do We See AI Agents Today?

Honestly? Pretty much everywhere.

IT Service Management (ITSM): Platforms like ServiceNow use AI agents to detect incidents, triage tickets, suggest fixes, and even run backend processes without human help.

Customer Support: Chatbots that actually understand your issue and give real answers, not just scripted responses.

HR & Onboarding: Agents that walk new employees through paperwork, benefits, and training—without overwhelming the HR team.

DevOps: Tools that spot a bad code push, roll back changes, or trigger new test runs.

Finance: Assistants that flag unusual activity, automate reports, or prep data for audits.

Even tools like GitHub Copilot are AI-powered helpers that support devs in real time.

Why Should You Care?

Here’s the thing. AI agents aren’t just for tech giants or futuristic companies. They’re practical. They’re powerful. And they’re helping regular teams do more with less.

Let’s talk benefits:

Save Time: Offload boring, repetitive tasks.

Reduce Errors: Let bots handle the copy-paste. You focus on thinking.

Boost Productivity: Get more done with fewer headaches.

Work 24/7: They don’t sleep. You can.

Stay Compliant: Everything's logged and auditable.

Scale Easily: As your team grows, agents just keep working.

Challenges? Yes, They Exist

Let’s keep it real: AI agents aren’t magic.

Security: They can access sensitive data, so they better be locked down tight.

Bias: They reflect the data they learn from. Garbage in, garbage out.

Over-Reliance: Humans still need to think, supervise, and guide.

Complexity: Not every team is ready to build or manage a full-blown agent system.

But with thoughtful design and human oversight, the benefits usually outweigh the risks.

So, Where Do You Start?

You don’t need to hire a team of data scientists to benefit from AI agents. Start small.

Maybe automate ticket routing. Or let a chatbot answer FAQs. Use existing tools like ServiceNow, Zendesk, or even Slack bots to test the waters. The key is to identify where your team wastes time—and let agents handle that first.

From there, the sky’s the limit.

Final Thoughts

AI agents are like the backstage crew of your digital world—working behind the scenes to keep everything running smoothly. They don’t need applause (though they deserve it). What they need is thoughtful use and a little trust.

So whether you’re a startup trying to scale fast or a big enterprise with complex processes, these smart digital helpers are here to stay. And the sooner you get to know them, the better your workdays might feel.

[widestshoes]

Okay so I’ve been rewatching season 9 of Rvb since it’s the season I’ve skimmed over the most, mostly just to watch the freelancer stuff, and with the wording and some thinking things over I don’t thing they created a new Tex, not completely.

Okay so in Restoration it’s said that the capture unit and the memory unit are two different things when it’s shown as the same item in prior seasons, likely to set a divider so the audience could understand the abilities of both devices, anyway in Season 9 Church is looking for Tex within the Capture unit however Church calls the unit they are currently in the Memory unit, which it technically is. At the end of Season 9 Church “forgets” Tex and lets her go, deleting her… Or he instead Forgot her files, leaving an Ai within the memory unit but without personality, none of what made her her, similar to what Epsilon did at the end of 13, stripping himself down to his barest form.

So what that means is that Caboose, Simmons, and grif didn’t actually create a new Ai, what they did was just giving the Ai a form/Helping the Ai remember who it once was, Similar again to epsilon. Back in the end of Reconstruction, throughout relocated and Recreation, Caboose is shown telling stories to Epsilon, this was giving Epsilon a form, Epsilon had a lot of Memories of Alpha and the other fragments and the such but didn’t see itself as Alpha as Church, But with Caboose’s help Epsilon slowly took on the identity of Church because Caboose was constantly feeding the Memory unit Memories and stories of Church and what happened.

Anyway that’s why I think the return of Tex can make sense and isn’t just, “Oh they made a new Ai cause they can now”, it all can make sense it just needs memory

[holybagelsstuff]

Can't stop thinking about Elrond x Smith crackship help-

[jamesmitchia]

Coding with Feeling: How AI is Tuning into Developer Vibes

Imagine coding that flows with your energy, adapts to your thinking, and even anticipates your next line. Welcome to Vibe Coding—where AI doesn’t just assist developers, it syncs with them. In 2025, software development isn’t just logical—it’s emotional, intuitive, and highly personalized.

🧠 Vibe Coding is where human creativity meets AI rhythm.

🚀 𝐇𝐞𝐫𝐞’𝐬 𝐡𝐨𝐰 𝐕𝐢𝐛𝐞 𝐂𝐨𝐝𝐢𝐧𝐠 𝐢𝐬 𝐫𝐞𝐝𝐞𝐟𝐢𝐧𝐢𝐧𝐠 𝐝𝐞𝐯𝐞𝐥𝐨𝐩𝐦𝐞𝐧𝐭 𝐰𝐨𝐫𝐤𝐟𝐥𝐨𝐰𝐬:

✅ 𝐌𝐨𝐨𝐝-𝐀𝐰𝐚𝐫𝐞 𝐂𝐨𝐝𝐢𝐧𝐠 𝐄𝐧𝐯𝐢𝐫𝐨𝐧𝐦𝐞𝐧𝐭𝐬 AI tools detect stress, flow state, or fatigue via facial cues, typing rhythm, or even ambient sound—then adjust UI themes, suggest breaks, or play focus-enhancing soundscapes.

✅ 𝐏𝐫𝐨𝐦𝐩𝐭𝐥𝐞𝐬𝐬 𝐂𝐨𝐝𝐞 𝐂𝐨𝐦𝐩𝐥𝐞𝐭𝐢𝐨𝐧 AI auto-generates code based on previous habits, project tone, and inferred intent—without explicit instructions. It feels like the tool “gets you.”

✅ 𝐂𝐨𝐝𝐞 𝐰𝐢𝐭𝐡 𝐂𝐨𝐥𝐨𝐫 & 𝐒𝐨𝐮𝐧𝐝 Developers are integrating spatial audio and color theory into IDEs to enhance memory, logic, and creativity—coding becomes a sensory experience.

✅ 𝐏𝐞𝐫𝐬𝐨𝐧𝐚𝐥𝐢𝐳𝐞𝐝 𝐀𝐈 𝐏𝐚𝐢𝐫 𝐏𝐫𝐨𝐠𝐫𝐚𝐦𝐦𝐞𝐫𝐬 Think “coding buddy” that evolves with you. Vibe coders are training AI agents on their style, patterns, and preferences to co-create at the speed of thought.

✅ 𝐅𝐥𝐨𝐰-𝐅𝐢𝐫𝐬𝐭 𝐏𝐫𝐨𝐝𝐮𝐜𝐭𝐢𝐯𝐢𝐭𝐲 The goal isn’t more lines of code—it’s fewer blockers. Vibe Coding prioritizes flow state over checklists, transforming dev time into creative momentum.

📌 𝐓𝐡𝐞 𝐁𝐢𝐠 𝐏𝐢𝐜𝐭𝐮𝐫𝐞: Vibe Coding is more than a trend—it’s a movement. As AI matures, developers don’t just write code—they orchestrate experiences. In this new era, software isn’t just built. It’s felt.

🔗 Read More: https://technologyaiinsights.com/

📣 About AI Technology Insights (AITin): AI Technology Insights (AITin) is the fastest-growing global community of thought leaders, influencers, and researchers specializing in AI, Big Data, Analytics, Robotics, Cloud Computing, and related technologies. Through its platform, AITin offers valuable insights from industry executives and pioneers who share their journeys, expertise, success stories, and strategies for building profitable, forward-thinking businesses. 📍 𝐀𝐝𝐝𝐫𝐞𝐬𝐬: 1846 E Innovation Park DR, Ste 100, Oro Valley, AZ 85755 📧 𝐄𝐦𝐚𝐢𝐥: sales@intentamplify.com 📲 𝐂𝐚𝐥𝐥: +1 (845) 347-8894f

[lollypopvietnam]

Exploring AI Agents: Types, Real-world Examples, and Limitations

Have you recently come across discussions about AI agents?

As of 2025, AI agents have moved beyond theory into real-world business applications, transforming industries at scale. Major tech players are leading the way—Microsoft’s Copilot for Microsoft 365 has boosted productivity for routine tasks by 70%, while Google’s Duet AI has cut document processing time by 55%.

Organizations that adopt AI agents are seeing clear benefits: streamlined workflows, scalability, reduced training costs, fewer errors, and in many cases, monthly savings of up to $80,000.

The advantages of integrating AI agents into business operations are immense!

However, before jumping in, it’s important to understand the fundamentals: What is an AI agent? How do AI agents function? What are AI agents examples in real life?​

In this blog, we'll delve into these questions to provide a comprehensive understanding of AI agents and their impact on modern business operations. Let’s dive in!

[bobbyyoungsworld]

The Power of Knowledge-Based Agents in AI: Transforming Decision-Making

Artificial Intelligence (AI) is no longer just about automation—it’s about intelligence that can think, learn, and adapt. One of the most sophisticated advancements in AI is the Knowledge-Based Agent (KBA), a specialized system designed to make informed, rule-based decisions by leveraging structured data, inference engines, and logical reasoning.

With industries increasingly relying on AI-driven solutions, Knowledge-Based Agents are becoming essential in streamlining processes, enhancing accuracy, and making real-time decisions that drive business growth.

What is a Knowledge-Based Agent in AI?

A Knowledge-Based Agent is an intelligent AI system that stores, retrieves, and applies knowledge to make well-reasoned decisions. Unlike traditional reactive AI models, KBAs use a structured knowledge base to:

✔ Analyze input data using logic-based reasoning 

✔ Apply stored rules and facts to infer conclusions 

✔ Adapt to new information and learn from outcomes

These agents are widely used in fields like healthcare, finance, automation, and robotics, where precision and reliability are crucial.

How Knowledge-Based Agents Differ from Other AI Models

Traditional AI models often rely on pattern recognition and probabilistic learning. In contrast, KBAs focus on logical reasoning by utilizing explicit knowledge representation and inference mechanisms. This makes them highly effective in areas requiring:

Complex decision-making with multiple rules and conditions

Transparent and explainable AI models for compliance-driven industries

Scalable automation that integrates seamlessly with other AI systems

8 Key Features of Knowledge-Based Agents in AI

1. Knowledge Representation 🧠

A KBA structures raw data into meaningful insights by encoding facts, rules, and relationships. This knowledge is stored in various formats such as:

🔹 Semantic Networks – Links concepts for easy visualization 

🔹 Ontological Models – Defines relationships using a structured vocabulary 

🔹 Rule-Based Engines – Uses if-then logic to execute predefined decisions

By organizing knowledge efficiently, KBAs ensure clarity, adaptability, and interoperability, making AI-driven decision-making more reliable.

2. Inference & Reasoning Capabilities 🏗️

KBAs use advanced logical reasoning techniques to process data and derive conclusions. Key reasoning methods include:

✔ Deductive Reasoning – Deriving specific conclusions from general rules 

✔ Inductive Reasoning – Identifying patterns based on observed data 

✔ Abductive Reasoning – Finding the most likely explanation for incomplete information

These methods enable KBAs to simulate human-like decision-making with high accuracy, even in uncertain environments.

3. Learning & Adaptation 📈

Unlike static rule-based systems, modern KBAs integrate machine learning to improve over time. By incorporating:

🔹 Supervised Learning – Training with labeled data 

🔹 Unsupervised Learning – Identifying patterns without predefined categories 

🔹 Reinforcement Learning – Learning through feedback and rewards

KBAs evolve dynamically, making them invaluable for industries requiring continuous improvement, such as predictive analytics and fraud detection.

4. Problem-Solving & Decision-Making 🤖

A KBA follows structured frameworks to analyze problems, evaluate options, and make optimal decisions. It does this by:

✔ Processing real-time data to generate actionable insights 

✔ Applying constraint-based reasoning to narrow down possible solutions 

✔ Using predictive analytics to forecast potential outcomes

This feature makes KBAs essential in industries like finance, supply chain management, and healthcare, where accurate decision-making is vital.

5. Interaction with the Environment 🌎

KBAs interact with their surroundings by integrating sensor inputs and actuator responses. This enables real-time adaptability in applications like:

🔹 Autonomous vehicles – Processing road conditions and responding instantly 

🔹 Industrial automation – Adjusting workflows based on sensor feedback 

🔹 Smart healthcare systems – Monitoring patient data for proactive care

These agents capture environmental data, analyze it efficiently, and take appropriate actions in milliseconds.

6. Multi-Agent Collaboration 🤝

In distributed AI systems, multiple KBAs can collaborate to optimize decision-making. This is crucial in fields like:

✔ Smart Traffic Systems – Coordinating signals to ease congestion 

✔ Robotics & Manufacturing – Managing tasks across multiple AI agent development company 

✔ Supply Chain Optimization – Enhancing logistics through shared data processing

By working together, KBAs maximize efficiency and scalability in complex operational environments.

7. Explainability & Transparency 🔍

One of the biggest challenges in AI is explainability. KBAs provide clear decision paths using:

🔹 Decision Trees – Visualizing choices in a step-by-step format 

🔹 Rule-Based Systems – Offering simple, traceable logic 

🔹 Attention Mechanisms – Highlighting key factors influencing decisions

This ensures compliance with AI regulations and enhances trust and accountability in industries like finance, law, and healthcare.

8. Integration with Other AI Technologies ⚙️

KBAs don’t work in isolation—they seamlessly integrate with Machine Learning (ML), Natural Language Processing (NLP), and Blockchain to enhance functionality.

✔ ML Integration – Recognizes patterns and predicts outcomes 

✔ NLP Capabilities – Understands human language for better interaction 

✔ Blockchain Connectivity – Secures data and ensures transparency

This enables KBAs to power intelligent chatbots, automated compliance systems, and AI-driven financial models.

Why Businesses Should Adopt Knowledge-Based Agents

From automating operations to enhancing strategic decision-making, KBAs offer multiple advantages:

✔ Faster, More Accurate Decisions – Reduces manual intervention and errors 

✔ Scalability & Efficiency – Handles complex problems seamlessly 

✔ Regulatory Compliance – Ensures transparent and explainable AI-driven processes 

✔ Competitive Advantage – Helps businesses stay ahead in the AI-driven economy

Industries such as finance, healthcare, cybersecurity, and e-commerce are already leveraging KBAs to streamline workflows and boost profitability.

The Future of Knowledge-Based Agents in AI

As AI continues to evolve, Knowledge-Based Agents will play a pivotal role in shaping the next generation of intelligent automation. The integration of deep learning, blockchain, and NLP will further enhance their capabilities, making them indispensable for modern enterprises.

🚀 Are you ready to implement AI-driven decision-making? At Shamla Tech, we specialize in developing custom AI solutions powered by Knowledge-Based Agents. Our expertise helps businesses achieve unmatched efficiency, accuracy, and scalability.

📩 Let’s build the future of AI together! Contact us today for a free consultation.

[charliegyrth]

Hello from Charlie Gyrth!

A Brief Introduction (and Links!)

Hello, Tumblr! My name’s Charlie. I’ve been writing (and reading) gainer fiction for years, and I finally have the confidence to start posting. My goal is to publish one story or chapter every day for the rest of 2025.

Here’s what I have so far:

Today's Story:

Fattened by My Mother-in-Law

Long Stories:

Fat for a Day - 3 parts (ebook) Fat Passengers - 3 parts (ebook) A Milkshake a Day - 4 parts (ebook) The Muscle Trade - 4 parts Nightly Feedings - 4 parts (ebook) Adiposexual - 5 parts (ebook) My Former Best Friend - 5 parts (ebook) Go with the Flow - 9 parts (ebook) Fatter for the Wedding - 12 parts (ebook) Alex Gets Soft - 22 parts (ebook)

Short Stories:

Are You Happy? Back from the Oil Rig Big Fat Crush on My Doctor Big Fat Principal Carlos and Me Changing My Body for You Chicken Shack Fatties Cody Comes Back Fat Farm Boys Fat Felix Tries Ozempic A Fat Guy Learns to Love Himself Fattened in a Hotel Fattening the Actor Fattening the ICE Agents Fit to Fat to Fit: What Could Go Wrong? Getting Fat for TV Good Memories Hangry Halloween Before and After How to Be a Fat American How to Be an Alpha Improving Myself James Goes to the Gym Lardy Johnson's Livestream Larry the Model Liam's Sweet Tooth Mark Wears the Pants Marriage Body Mukbang Mikey My Best Friend Comes Back My Boyfriend's Moobs A Roommate Gets Fat Scooter Search History Three Roommates Tiny Tim and Small Sam Two Fat Guys on a Blind Date Two Fit Foodies Unrecognizably Fat Unspoken What Happened to the Hot Swimmer? What a Show-Off! The Writer's Retreat

Fantasy/Sci-Fi Stories:

Darren's Birthday Surprise Fattened by Donuts Final Destination: Obesity King Kong and the Blob Metabolism Blockers One Pound a Week Sliding Doors, Changing Waistlines

"You" Stories:

Fat Coma Feeding You in Public Four Thanksgivings I Really Want You to Like Me My Food Is Your Food The Summer You Got Fat A Vibrator Makes You Fat Why Do You Want Me to Feed You?! You Peaked in High School You Ruin Your Perfect Body Your Little Guy Your Wonderful Boyfriend

Two-Part Stories:

After the Fattening Big Henry Fat Blind Date Fat Camp Reunion Giving In Hey, Chubs! The Hottest Guy in Town I'm Too Cold I'm Too Fat for My In-Laws The Lottery Winner My Little Meatball Speedos

And here’s a bit about me:

I love writing about positive, supportive male couples who embrace the joys of gaining, feeding, encouraging, stuffing, and belly play. I don’t write about force-feeding (unless it’s consensual) or revenge fattening. I read those kinds of stories sometimes, but as a writer, I want to explore the healthier sides to gaining.

I find fat beautiful, so I kind of get lost in describing it sometimes. I love the sheer variety of plus-sized body types, so I try to reflect that in my stories. Not every fat guy is destined to grow a big, round beer gut (although those are great, of course).

I typically stay away from magical plots or instant weight gain. That usually doesn’t do it for me.

I will never use AI in my writing. I like creating these stories myself. (I have a day job as a full-time writer/editor, so this stuff is sort of a release for me.)

I try to be realistic with how quickly my characters gain, but sometimes I get a little ahead of myself and stretch reality. Just go with it.

I've started to publish some of these stories as ebooks. They will always be available for free on Tumblr, but one of my goals in life is to make gainer fiction more accepted in the literary world. We need to get more of this stuff out there. I don't expect gainer fiction to ever become mainstream, but there's no reason why it isn't as mainstream as, say, werewolf shifter erotica or other niche subgenres.

Probably not important, but I'm a redhead, so if you're wondering why there's an overrepresentation of red-haired characters in my stories, now you know.

I’m a gainer in my personal life, but I’m terrible at it. I always get up to about 210 or so and then chicken out. These stories are a way to help me process some of those feelings so that I can eventually have the confidence to keep going. We’ll see. (196 as of today!)

And I think that’s about it. Thanks so much for checking out my Tumblr! And happy eating!

[victoryai]

10TH LORD IN THE SIGNS(Career focused)

I already wrote on 1st Lord in the signs here and 7th lord in the signs here. So I guess you understand what I mean.

10th lord in the signs is only concerned about which sign the 10th house Lord is in. It don matter here which planet is your 10th lord but rather which sign your 10th lord is placed in.

10th Lord in Aries: Your career involves "you" to a great extent. Maybe you are required to be physically present or your body is a big part of your job e.g modelling, dancing, wrestling etc that involves your physical ability and natural strength .

10th Lord in Taurus: Your job deals with money or valuables, financial security, isn't very stressful, likely to give you a comfortable life, e.g banker, store owner, jeweller etc

10th lord in Gemini: Your job brings about frequent short journeys and trips, maybe you travel often to your workplace, or work with siblings, your job is likely focused on communication and information, involves teaching or learning and multitasking too, e.g teacher, journalist, news reporter,

10th Lord in Cancer: Your job isn't really stressful, allows you to work from home sometimes, might involve lands or houses, something like real estate or house agent, might also indicate that you work with family members or you are involved in the family business.

10th lord in Leo: Your job is something fun and entertaining, involves being dramatic sometimes, maybe acting, making skits, cartoons, entertainment sector, might involve kids or working with children. Might put you in fame's way.

©victoryai

10th lord in Virgo: Your job involves routine and precision, punctuality and order, probably a job that deals with diseases or conflict, involves a due procedure and any mistake could be costly e.g doctor, nurse, lawyer, police officer.

10th lord in Libra: Your job involves working with a number of people, might be beauty focused, you might work with spouse, needs you to be diplomatic and accommodating in nature, isn't very stressful. Types of job could be a diplomat, counsellor, etc

10th lord in Scorpio: Your job probably involves valuables or belongings of other people, needs you to keep a few secrets, do underground work or deal with waste, somewhat dangerous and risky, a job most folks wouldn't take up. E. G undertaker

10th lord in Sagittarius; Your job might involve long distance journeys, teaching or learning, adventure, knowledge, philosophy, and culture. A job where you constantly have to upgrade your knowledge, work in foreign lands etc. Jobs may include translator, lecturer, professor, teacher, travel blogger, pilot, space 🤔, religious leader(is that a job 😂 sorry😭)

10th lord in Capricorn: A typical job I would say, nothing weird about it. Might put you in a place of authority as time goes by, you might be a public figure, a reputable job, you may be famous too, seems like a serious job to me( the one where you have to put on corporate wears all the mf time)

10th lord in Aquarius: Your job might be about cyber stuff, internet or social media related, maybe an influencer, might work online, programming, AI related stuff and some weird shit that only very smart people understand, unique in nature, might work together with friends too.

10th lord in Pisces: Your job might be something really unusual or special in the sense that most people can't do it. Maybe a diviner, a spiritualist, a seer, an astronaut 🚀🤔, using your intuitive gifts for work, a polygrapher or psychologist.

©victoryai

[gladiatorcunt]

- JOYRIDE / VIII.

i drink the honey inside your hive

cw: kinktober prompt (daddy kink), southern florist president’s secret child!reader x secret service agent!toji, reader has a vagina, tits used to refer to your chest, age gap (toji is 47 and reader’s early-mid 20’s), dad bf type shit, willing to expand on this, hints of political intrigue and fictional plots, toji x your mom mention, implied and eventual betrayal (not of reader), typical politician behavior, parental neglect & it’s consequences, anal & lack of proper anal prep, dirty talk, light pet play, arguable one sided incest role play & possible actual incest, plus sized!reader, gun play mention, underlying mental health issues, mention of itafushi, flower language, dead dove do not eat

please do not repost, translate, or feed this work to ai

kinktober 2024

“There. After nearly breaking my back, the seeds are all planted, finally.”

You'd like to be buried under this magnolia tree, it would be a pretty funeral. Black outfits against the white backdrop of rare winter snow. You have big dreams for this sapling, clearly, as unassuming and drab as it appears freshly planted in the soil of your garden. The ones you’re mom took care of are all gone, maybe they got up and walked after her to somewhere on the horizon. If it doesn’t get so hot the state gets put under another burn ban next summer, this little thing should grow into a beautiful thing that obviously showcases how not depressed you are.

Could a depressed person cope with grief by growing a new life? Well, you wouldn’t know, coping isn’t on your to-do list for a long time if ever. What’s the point of getting better when you’re just going to feel bad again?

Whatever, you shake your head and head back into the shop, you have bills to pay and moping around won’t do anything to help with them. Since you live in a pretty small town, it’s a slow day like always. That is until a tough looking man steps in through the door, opening it and making the bell ding.

His loud sports car is still on and roaring outside, a bright yellow Alfa Romeo 4C.

The man notices your wandering eye and smirks, “You like it, doll? Didn’t take you for someone who’d be interested in cars.”

“Uh, yeah, it’s cool. Must have cost you a lot.”

“Nah. I bought it off one of my buddies at work, fixed it up myself. Well, me and my son’s boyfriend that is. You lookin’ to get somethin’ like that for yourself?”

You’re not really on the market for one, no, because it’s loud as hell and practically rumbling in your ear. You rub it off and ask him what he wants, forgetting some of your politeness, but this man doesn’t seem like he’d care if you spit in his face and kicked him in the balls.

“I’m not from around here.” He rasps and adjusts his sunglasses, leaning one heavy arm on the counter and cocking his hip out, “DC, actually. I’m lookin’ for somebody. You could call it confidential business.”

You hum and narrow your eyes, “Unless that confidential business involves a funeral or getting out of the doghouse with somebody, I can’t help you.”

Suddenly you remember your mother telling you about a big shot politician that knocked her up with you, how he hid you both away when she told him she was pregnant. Your mother was down on her luck 16 year old diner girl, and apparently the politician knew all too well how to use and discard her. The money was enough for your mom to give up her dreams and keep you in this town. When you’ve lived so long without what you think you should, you’re fine to obsessively make sure you never go without again.

He’s the president now anyway, even more reason to make sure you’re the bug that stays squashed under the rock.

The man with the mouth scar notices and decides to drop the act, sighing and taking out his gun. He doesn’t shoot you, just scratches underneath his chin with the puzzle and pointedly makes eye contact with you.

“Okay, let’s cut the shit. My name’s Toji Fushiguro, and I know that you’re who I'm after just as much as you know why i’m here, so why don’t ya just appreciate that y’r old man wants you back and come with me?”

You grit your teeth but you know there’s only one way this interaction is going to end is with you getting in the passenger seat of this nutjob’s car. He watches you shut everything off in the shop and leave a message for the only other employee, asking them to take over until you can come back. He’s a gigantic wolf, tall and silent in the corner, keeping his eyes constantly on his prey. Toji’s never let a bunny or prickly house cat out of his sight in his entire career, but in his current line of work it’s at least legal. Essentially.

“Pretty flowers ya got here.” He says, prolonging your unease. “Maybe his office could use some of these, dull ass beige box that it is.”

Your lips quirk up despite the awful situation, “Yeah I guess. The camellias are new, but hellebores are my favorites, I think. Not many people are into flowers this time of year, but I don’t have anything else to do.”

Toji nods, leading you out of the shop with a hand at the small of your back and oddly content to let you stress babble.

“I’m nowhere near good enough to do arrangements for the White House anyway, regardless of who’s sitting all cozy in it.” You spit and bite one of your nails, nipping at a piece of a hangnail. “Probably’d just throw some buttercups, yellow carnations, orange lillies on the floor, a bit of aconite in there too.”

You know that the agent corralling you into his car doesn’t have a damn clue what you’re talking about, but he seems at ease the more you relax into the leather car seat.

You make yourself fall asleep when he puts the car into drive and speeds down the street.

You’ve been in DC for about a week now, without ever actually meeting your dad of course but you’ve met plenty of his staff after Toji introduced you. He’s a secret service agent, who was given the special task of watching over the president’s only child, you can tell he’s not that happy about it.

Probably not as much action as there’d be in his usual position, you’re very willing to go with their plans of you laying low and staying inside most of the time. You’re still so confused, none of this makes any sense at all. You’ve lived your whole life without being involved in any of this but it’s only when your mother’s dead and your father can’t ignore you anymore that he wants to claim you?

It’s all another move in the game towards the re-election. At least he’s a better president than a father, but that’s not by much. Promises to address climate change and the country’s oil dependance getting pushed to the side, worsening class issues and trickle down economics, putting up more anti-homeless measures. You wish you felt like you could leave, but the tiny sliver of hope that by some weird miracle you could do something keeps you from being bold.

There’s nothing you could actually do anyway, you’re never going to be a part of the groups that their agendas support. You’ll always be the small town reject who saw meth addicts at the local gas station more than your own father.

You and Toji have gotten closer, by necessity and the sheer oddity of being polar opposites. You’re both equally as prickly though in different ways, birds of a molted feather. He’s there when you wake up, there during your mundane day, and there outside your door when you go to sleep. Even if you wouldn’t have liked your “bodyguard”, and you’re not sure you do, the distance between the two of you decreasing was inevitable.

He delivers you food, opens your jars, fixes the pipes in your penthouse, drives you everywhere you want to go in the city, carries your books for you in a bookstore, kneels down beside you in the dirt so he can help you with weeding out your garden, and keeps an itemized list of period supplies and your favorite things.

Your favorite minor holiday is national cherry day, he puts a reminder on his phone with the help of his son to always stop by the supermarket and get you some.

You feel like Whitney Houston right now, and if late at night you listen to her albums more than your mom did growing up, fantasizing about a 40+ year old man who treats you like a bug he has to keep alive, then no one has to know.

But no other man’s gonna do

So i’m saving all my love for you

You also think he’s going to assassinate your father. Sometimes you’ll hear hushed whispers late at night between Toji and someone on the phone, he’ll break protocol and leave you alone to duck into another person’s office and end up leaving with a grim look on his face.

You’ve seen the logs he keeps of your father’s whereabouts, which he should have anyway. Maybe it’s just wishful thinking, but you get the most awful storm in your gut when you see them under a gun that’s never been fired, like it has a special purpose.

You only speak to your father briefly, tense hellos and goodbyes exchanged over the bridge of a too tight handshake. You immediately expressed your distaste for being involved in his political career and he accepted that, letting you galavant on your merry way around town with his most dangerous agent. Ahead of Satoru Gojo, Suguru Geto, Nanami Kento, and Sukuna Ryomen, your father’s closest gaggle of hyenas.

You call them that because you could easily imagine drool dripping from their jowls if they felt so inclined to attack, to devour.

They give Toji their own versions of the same look when you pass them in the halls or they need to meet to give security updates, watching and waiting.

They only give you smiles, of every shape and size.

It’s easy to get a closer look at what your father does, the lives he ruins. Peace can only be an option for so long before other courses of action have to be considered. You don’t know Toji’s motives, this could just be another murder for hire paid for by one of your father’s political rivals. You doubt his heart is that deeply invested in those sorts of things, he’s made himself too apathetic, but you can tell that he still cared a little bit. He told you once that he’s had children who grew up starving before he got the job he has now.

They’re your age now, but he’d still do anything to keep it, to support them.

And then you think that maybe someone who’s only ever been abandoned knows what it’s like to hoard any good thing you can get your grubby hands on.

You give him own little bouquet of flowers one day, half because you’re going stir crazy as the weeks go by with Toji being all you know and half because you think you do want him to kill your father.

Purple Orchid.

Red Lily.

Red Anemone.

Gloriosa.

Red Delphinium.

Red Clematis.

Genista.

The next day, he’s barking at you to get packed for a stay at one of the out of the state safe houses. Don’t ask questions, protocol means you heed his warning and hop back in that canary yellow mid life crisis status symbol.

The tension was bound to be cut with a knife, the whole ride to the safe house is filled with sideways glances and slipknot blaring from the speakers. You have the same uneasy feeling that you do anytime Toji even hints at something being wrong, but something seems especially wrong this time. It’s not your job to worry about it though, and the older man tells you as much.

“Shut y’r trap, alright? You never have to get your panties in a twist when y’r with me, sorta.”

The safe house is as boring as expected, something out of a kindergartener's drawing. One story cube shaped, small roof, faded brown door.

You're only in the tiny kitchen for a second when Toji locks the door and comes to prop himself up on the counter, licking his scar.

He chuckles, “You’re a lot different than I thought you'd be, ya know that?

“I could say the same about you, I mean not really, but there are things I was surprised by.” You retort and sort through the cabinets, picking what cereal you’re going to stress eat tonight.

He comes around the counter and his hands slide from the tile to grip your waist.

“Yeah? Like what, doll?” Is cooed right in front of your mouth when Toji leans down.

You’re not immune to the proximity, your heart does a factory reset. “I never knew you could be so sweet, Toji.”

You’re not supposed to refer to him by his name, but you can’t let the word you secretly want to say slip out. You’d have to tell the employee back at your flower shop to be ready to claim the insurance policy on it after you go back and set yourself on fire.

But God, the miserable man looming over your bunny-tense figure really is sweet, distantly warm in the way a generally emotionally unavailable father is. But Toji’s the kind that would actually give you something to hold close to your heart over his long stretches of being absent until months go by and he tries to be better again.

You’re glad Sigmeund Freud isn’t an immortal vampire who would still be around to psychoanalyze you to shreds.

“Sweet to you maybe, ‘cause I have to be.”

“My dad couldn’t care less if you beat me silly.”

“I know.”

He never once said it was your father that compelled him to be as gentle with you as he is. A woman he met decades one, shacking up with an up and coming politician who he didn’t even try and pretend to be better then. They hooked up once and then he met his late wife, but months later the woman from his one night stand swore the baby in her belly wasn’t his. He never asked for a paternity test.

He never will, he’s already enough like your Daddy anyway, there’s no point in getting a confirmation or a denial to what his soul (and his cock) knows is good enough for a rat bastard like him.

You come out of your shame spiral as he splays one of his beefy gigantic hands out on the counter so you don’t get cold when he pushes your head down.

“I’d kill your old man if he kept me from this ass pussy, but it ain’t like he could if he tried.” Toji grunts, pendulous balls slapping your ass like a couple of grapefruits with every rough thrust in your puckered hole.

You gave up on being shy as soon as he clamped a hand around your throat to direct the first kiss you’d share. “Daddy- ngh, you’re gonna break me”.

His hand is so warm, your cheek squishes against the grooves and minor cracks in his skin as your head bobs forward. Despite you already being pressed down into the kitchen counter as much as humanly possible, Toji seems determined to force you to become one with it.

He gropes your thick ass cheeks, watching them bounce and jiggle as his burly hips slam against you continuously. Performance art in its truest form, whiney little baby pushing their hips back to take him even deeper in their fat ass. He didn’t have the means to properly prep you, just spit on his hand and massaged it into your already wet rim and called it a day. No condom either, but he can probably save the pussy job and it's obvious consequences until after your old man’s been made to lie face down in the dirt.

“I like the way your cunt sits under your squishy belly, ‘s pouting, baby. Both you and your pussy are clingy as fuck, huh?” He laughs deeply, reaching the hand that’s not under your face to smack your clit.

Your empty cunt gets wetter at the teasing, clenching around nothing because Toji likes to play pretend that he can be halfway considerate to the poor thing until he can’t. You want it too much right now, when you’re all loopy from his mean pounding in your ass is the moment he’ll regretfully have to pull himself out to sheath his hung length in your chubby pussy.

You moan, thought it gets precariously close to a wail the longer it goes on. “Daddyyyyyyy, oh fuck, shit- ‘m gonna tear.”

Your words end in a squeal of delight, your off the cuff rambling driving Toji to speed up his thrusts to piston his fat cock harder into your ass. Like he almost wants it to tear, your biological daddy gave you some nasty emotional scars, let your real one leave you with a couple physical ones. That’s what good daddies do, they take care of their babies and always give them something to remember them by when they won’t like their ancient relic of a father so much.

“Now don’t get mad at me, but- Oh, fuck- i was gonna kill ya, that was the plan. Take ya back, blow your brains out in front of your dad, make ‘im piss his pants because he knows he’s next.” He smiles knowingly when his hand on your clit feels it throb at his dark thinking-out-loud musings, wishing he could scrunch his fingers all up in your scalp and roughly pet you. “You like it like that, baby bunny? Daddy gets you gooey and syrupy sweet when he touches you, huh? Could just gobble you up whole, bones and all.”

Fuckin’ hell, you’re more precious than diamonds or gold or any loot he could’ve swiped from your old man’s crib. He’ll have to remember to slide his cock between your slick girls later, soap them up in the freestanding bathtub and spill his thick off white load all over them. You’ll lick up what you can but cleaning you up is obviously Daddy’s job, slurping up his own jizz like a wolf smoothing his rowdy pup’s fur down, nuzzling his nose in the valley of your tits and in the crook of your armpits.

“Daddy-” Your mouth gapes, little punched out ‘unh-unh-unh’s fly out of your mouth as your ass ripples. A few of your hairs stick to your forehead and you look over your shoulder, flushed and overwhelmed.

He just said he was going to kill you, you couldn’t even say when he changed his mind if he’s even telling the truth. But all you can focus on is that you really hope no other security personnel arrive at the safe house to check on you, whatever the fuck you’re doing definitely isn’t protocol.

Toji leans forward and scruffs the back of your neck with his canines, nipping the skin and leaving a mark as he slams his hips forward again. His grip on your love handles becomes iron clad and binding, wishing on a shooting star for bruises to form. He plunges in to the hilt with every thrust and gnaws at your sloped shoulder, he’s gonna cum and fill your cute little butt up. Pump your backdoor so full of cump it bulges and trickles down your trembling thighs.

You keen brokenly, floating up and away into his kiss. Which is basically more of an affectionate bite, but his tongue is mapping out your teeth and your cherry chapstick lips glide against his cold weather chapped ones. So it can be technically considered a kiss, but it leaves you reeling, someone just smashed a rock into your face and you’re collapsed on the ground unable to walk it off.

You try to squirm away from the earth shattering pleasure.

“What i’d say about givin’ me a chance, doll? Anyway, you were good as dead until I actually laid eyes on ya. Pretty thing, soft heart with a softer touch, ripe for the picking and left all alone…”

He can feel you getting close, you’re humping back against him like a bunny in heat as his thumb does a frenzied dance on your clit. He slides his big hand up your body to strum your nipples, his soft as a butterfly’s wing touch contrasting deliciously with his diabolically rough strokes.

In the fantasy he coos in your ear and asks if you agree that he did such a good job making this body, didn’t he? He twists his wrist on your pert bud, timing his ministrations with the upwards angled stroke of his cock. Your whimpering, his thick tip hitting the sensitive place you’ve never been able to reach with your fingers or your extra large toys.

“Fill me up, Daddy, please.” You beg, tears streaming down your face and sticking to his hand cushioning you. You turn your head the tiniest bit to wetly smack your lips together, kissing the rugged appendage. “It’s so hungry, I need it, give it up to me already. Not goin’ anywhere.”

Your cock-crazed eyes widen in panic whenever he acts like he’s gonna pull out, allowing you only the tip before grinning and sliding all the way home once again.

“Don’t worry, baby. I fixed it, didn't i? Got you all plugged up and owned doll, would sooner ride the muzzle of Shiu’s gun than kill ya now. Y’r soakin’ my balls so goddamn good.”

“Thank you, Daddy. Thank you thank you thank you thank you thank you thank you thank you-“

Holy fuck, you can’t breathe. You can’t fucking breathe because how can you when all the air in your lungs is beaten out of you by some 47 year olds’s massive cock. The coarseness of his body is so right for you, abrasive where you’re soft and riddled with signs of being battleworn where your body’s only enemy is you. You feel split right down the middle and you’re half afraid that when Toji eventually pulls out, you’ll fall apart and actually become two bleeding halves of a whole fucked out person.

Your clit throbs at the mental image of his hairy swallowing the muzzle of a gun, Toji licks his lips and mercifully lets you reach behind yourself to claw at his rippling muscular glutes as he fucks you. Your ass squeezes his cock in a vice like grip as you shoot your load onto the pale wood laminated floor below. Your ass cheeks jiggle as your hips jump forward, grinding against the air as you get it all out. Riding that lightning off to who knows where.

“Jesus, oh, Jesus- You’re so fucking insane, Jesus Christ!”

At least Daddy will be there, because you’re certain you’re gonna crave keeping him inside and Toji seems like a terrible guy to try to do cockwarming with.

“Shit, baby bunny, this bouncy cottontail is gonna milk me dry, take me for all my money, isn’t that right honey bunny?” His voice is coated with sickenly toe curling condescension.

He roars a guttural groan, his nails forming crescent shaped indents in your hips as he pushes his cock as far as it can go and spurts his hot cum into your ass with a gruff grunt. He can feel your walls spasm around his dick, the sensation hurtles him further over the edge and his hips jerk and the joints begin to creak from the effort.

He’s not the wild and reckless young man who fucked your mother anymore, but you have him all wrong if you think he’s going to roughouse your shit any differently.

When you’ve both calmed down, his salt and pepper stubble gives you beard burn between the fleshy globes, punctuated by a breathless snicker and a barely there peck to your ass hole.

“Sleep in tomorrow, baby bunny” He says abruptly, his tone dropping to become startlingly serious. “I’ll bring back some breakfast for ya, give you a massage. I better come back and find your adorable ass right where I put it to bed, ya hear me?.”

“Yes, Daddy. ‘Said I wasn’t going anywhere.”

He pats your lower back, curling his thick digits around an invisible ball of fur.

[dearhnymn]

𝐩𝐨𝐢𝐧𝐭 𝐜𝐨𝐧𝐭𝐫𝐨𝐥.

PAIRING ⊱ a. lockwood × mentor!reader WORD COUNT ⊱ 3.8k SUMMARY ⊱ as a skilled but no-nonsense dueling expert, inspector barnes  sends you to 35 portland row to whip lockwood & co. into shape. with this comes butting heads with anthony lockwood, who challenges you at every turn. the stakes are rising every passing session, and so does the simmering tension between the two of you.

© dearhnymn does not consent to their work being copied, translated, altered, or used by ai in any way possible.

You’d long stopped wearing the uniform.

The Fittes coat lay folded in the back of your wardrobe, an artifact of a life you hadn’t quite been ready to discard—an emblem of duty and responsibility you had chosen to leave behind. At first, you had worn it proudly, thinking that the prestige and responsibility it brought would fulfill you. But soon, its weight became suffocating, the starched fabric a constant reminder of how you were being held back. The assignments you were given were tame—routine, less dangerous, and in a way, dull. You dealt with Type Ones, haunted buildings that were more nuisance than danger. The other agents, the ones with real experience, were sent to face the actual threats—the buildings crawling with dangerous Type Twos, violent and unpredictable. You couldn’t stomach the disparity anymore. You needed more than this, more than these carefully contained hauntings that didn’t challenge you, that didn’t make you feel alive. You were stuck in a box, kept back by bureaucracy. So, you left.

　“Thank you for your service,” was all they said. You filled out the paperwork, your signature sharp and resolute, and shook hands with your supervisor. His gaze lingered on you, a mixture of disappointment and concern, as if you were stepping off a precipice. But you didn’t look back. Not once. Regret was a stranger to you now.

Yet your name still echoed in certain circles, trailing behind you like a phantom.

Among the younger agents, there were whispers—stories of the girl who had once parried a Type Two blindfolded during a training demo, her concentration unwavering, blade glinting with fierce determination. As a child, you had tackled opponents twice your size in tournaments while many of your peers were still mastering sticks in the playground. You weren’t famous—far from it. But you were known. Not for your charm or the knack for theatrics, but for the hard-hitting results that spoke volumes.

That reputation was why Inspector Barnes sought you out.

You hadn’t anticipated his visit. It was a chilling Tuesday afternoon, the kind that sent a shiver through your bones, as you were rummaging through a cramped rented cupboard in an apartment above a bakery. The warm, inviting scent of rising dough mingled oddly with the memories of your recent case. A lingering apparition had drifted through a family’s home in Highgate—a Type One spirit, nothing you couldn’t handle. You were bruised and weary, flecks of salt still clinging to your boots from your late-night escapade, when the knock echoed through your solitary refuge.

You opened the door, your rapier still securely buckled at your side, instinctively prepared for whatever lay beyond.

Barnes stood there, more worn than you remembered. His trench coat was rumpled, as if he’d been caught in a storm—both literal and metaphorical. The lines etched on his stern face spoke of late nights and worry, of battles fought and losses accepted. 

　“You’re hard to find,” he said, his voice steady but edged with urgency.

You raised an eyebrow, letting a smirk tease the corners of your lips. “Maybe I prefer it that way.”

His gaze softened for the briefest moment before resolute resolve returned. “I need a favor.”

This stilled you. Barnes was not the type to ask for favors lightly; his reputation was built on self-sufficiency and an uncompromising attitude.

You stepped aside, allowing him entry into your world—one you had fought so hard to escape.

He didn’t sit, didn’t bother to shake off the city’s chill as he remained rooted in the middle of the room, an immovable sentinel. His words spilled forth, crisp and clear: “Certain independent companies have been drawing attention—smaller ones that are reckless in their pursuits. Lockwood & Co., in particular.”

With each word, a knot grew tighter in your stomach. “They’ve made quite the name for themselves,” he continued, his tone flat but heavy with implication. “More successes in the field than some Fittes teams, apparently. But they’re unorthodox. Undisciplined.”

You nodded slowly, piecing together the fragments of his request. “You want me to whip them into shape.”

　“I want you to refine them. Teach them the proper way to handle a rapier before someone gets killed—especially that boy, Lockwood.”

Your breath caught for a moment. “You want me to teach Anthony Lockwood?” The disbelief clawed at you, caught between reluctant excitement and a deep-seated wariness.

A flicker passed across Barnes’s mouth—maybe it was a grimace, maybe a hint of smugness. “The boy has exceptional talent, but he’s cocky. Doesn’t think he needs help. He won’t respect just anyone.”

You crossed your arms, the weight of his expectation pressing against you. “And you think he’ll respect me?”

　“I think you’re the only one who won’t fall for the show,” he replied smoothly.

That almost elicited a smile, a ghost of your old self surfacing momentarily. 

　“Alright,” you said the words slowly with renewed conviction. “I’ll do it. But on my terms.”

　“Of course.”

He handed you a simple slip of paper, his neat, clipped handwriting marking the address: 35 Portland Row. No files, no dossiers, just a name laden with untold stories and the promise of a turbulent future. 

And just like that, he was gone, leaving only the echo of his presence behind—a mixture of duty and dread lingering in the room, as you contemplated the path ahead.

The townhouse looked.. alright.

Your knock at the door was sharp and businesslike, cutting through the cozy atmosphere like a well-placed dagger. Lucy, nestled comfortably on the worn sofa with a tattered novel in her hands, looked up to meet George's gaze. He was half-buried under a mountain of disheveled newspaper clippings and biscuit crumbs.

　"That'll be her," Lucy said, a note of anticipation lacing her voice as she rose from her perch and moved toward the door.

George smirked, a teasing glint in his eye. "I bet she’ll stride in with a clipboard and superiority complex."

Lucy shot him a brief glare, but amusement danced in her expression as she pulled open the door. There, framed by the drizzle of a damp London morning, stood a figure who seemed to embody the very spirit of practicality. The young woman, perhaps only a few years older than themselves, was clad in a thick coat that looked as though it had seen many dreary days. A worn satchel hung heavy across one shoulder, and her eyes held a no-nonsense glint that reminded Lucy of freshly sharpened blades—uncompromising and keen.

You.

　"Ah yes," Lucy beamed, her voice steady despite the brisk chill in the air. “You’re the one Barnes called about?”

You nodded, expression bordering on grave. "Lockwood & Co.? If the address I got was correct."

Lucy nodded and stepped aside, inviting you in. "Come in."

Without so much as a beat, she entered the cluttered room. George stood awkwardly, brushing crumbs off his shirt in a vain attempt to appear composed. The girl’s eyes flicked over the chaos that cluttered the coffee table—the remnants of their current case and remnants of George's snacking habits—the faint iron scorch marks on the carpet from earlier mishaps, and the sheathed rapiers mounted proudly on the wall. She took it all in with a discerning glance but offered no comment, her features betraying nothing.

　"He didn’t mention a name," Lucy added, trying to offer a friendly overture by extending her hand. 

　"Just call me whatever makes this faster," you replied, tone flat—a monotone that signaled an impatience with social niceties. Your handshake was brief and firm, quickly turning your gaze around the room again. "Where’s Anthony Lockwood?"

A voice drifted down from the staircase, resonant and reassuring. "I’m here."

Lockwood descended with the easy confidence of someone accustomed to authority, his tall frame striking at the base of the stairs. He folded his arms, a slight smirk playing at his lips as he regarded their new guest with a calculating gaze.

He looked like some posh schoolboy who got lost on their way home.

　"You’re the one Barnes sent?" he asked, a playful edge in his voice.

　"Yes," you replied flatly, devoid of any hint of deference.

Lockwood’s jaw tensed slightly, his brows knitting together. "You’re barely older than we are."

Your eyebrow arched ever so slightly, challenging him. "You’re welcome to call DEPRAC and argue."

George coughed to suppress a laugh, while Lucy couldn’t help but grin. The atmosphere brimmed with the electric thrill of their dubious expectations being upended.

Lockwood’s expression smoothed out, but a flicker of surprise crossed his face. He hadn’t anticipated this: a young individual such as you exuding seriousness and strength, unapologetically confident. There was an air about you—calm yet resolute—suggesting that you were the kind of person who didn’t trip over stray ghost nets or misplace iron chains, not ever.

　"And what exactly are you here to do again?" he pressed, curiosity mingling with skepticism.

You dropped your satchel by the armchair with a subtle thud. "I’m here to observe your technique and correct it."

　"Our technique?" George echoed, glancing up from one of the clippings, intrigued.

　"Yes."

Lockwood’s eyes glimmered with a mix of intrigue and amusement. "Barnes thinks we need correcting?"

　"He’s gotten complaints."

　"We’re still alive, aren’t we?" 

　"That isn’t the metric he’s going for." Your voice was steady, unwavering.

A heavy silence settled in, the tension palpable in the atmosphere.

"Well then," Lucy said brightly, rubbing her hands together in mock glee, "this should be fun!"

The first training session took place that very afternoon in the basement. Lockwood leaned against one of the desks, his arms crossed, exuding an air of authority that was both natural and practiced. Lucy stood poised, her blade drawn, as she eyed you with a mix of wariness and determination.

　"You’re leading this, then?" Lockwood asked, gesturing vaguely toward the ad hoc training area they had set up—a patch of damp grass laden with iron bells and assorted gear.

You didn’t respond with words, simply drawing your own rapier—a simple but well-worn piece that seemed almost an extension of you—it glinted dully in the softened light as you faced Lucy.

　"Show me your guard."

Lucy obliged, gripping her weapon with a mix of eagerness and trepidation. You corrected her foot placement with a nudge, guiding Lucy's boot into a more stable stance before tapping her shoulder lightly, a subtle cue that spoke without words.

　"You drop your elbow. If a ghost came in fast, you’d be wide open,"

Lucy adjusted as instructed, her heartbeat quickening as she sought to prove herself.

　"Again," you insisted, albeit gently.

The two of you went through the motions for ten minutes, the girl’s tone unwavering and laser-focused. There was no dramatics, no embellishment—just straightforward corrections that pierced through Lucy’s insecurities like sunlight breaking through clouds. 

George, watching from the sidelines, muttered something about feeling like he was back in primary school PE. When his turn finally came, he stepped forward with visible reluctance; his movements were hesitant, lacking the fluidity of someone used to physical combat—more flail than finesse. Still, he made the effort, face screwed in concentration.

Lockwood observed intently, biting the inside of his cheek as a mix of annoyance and admiration flooded him. You didn’t seem to seek the spotlight, and that irked him—your skill spoke volumes without needing a showmanship he reveled in. Your skill in the field was much evident in the fluidity of your movements, how you wielded the rapier with the kind of finesse that spoke of endless practice and inherent skill, and the way you delivered instruction with a no-nonsense precision. A part of him, the competitive edge, bristled.

When it was finally his turn, Lockwood stepped forward smoothly, drawing his blade with an exaggerated flourish—an unspoken challenge hanging in the air between them.

　"Let’s see how much there is to ‘fix’," he smiled, confidence thrumming in his chest.

Your silence was electric, almost defiant, as though you welcomed the challenge. You began.

His movements were sharp, tinged with the arrogance that often accompanied mastery. He’d practiced for years, sparred with peers and inspectors, and faced genuine threats; he was good—no, he was amazing.

But you were better. Of course.

You parried every swing with effortless grace, reading his intentions like a well-thumbed book. When you stepped in, twisting your body with precision, you knocked the blade from his hand. He stood there blinking, the tip of your rapier hovering just shy of his collarbone, his heart racing as the reality of the moment settled in. 

Recognition flickered in your eyes, perhaps a hint of satisfaction, but it was fleeting—a controlled acknowledgment of her victory. Lockwood’s composure faltered for a heartbeat, a mix of irritation and admiration swirling within him, igniting a steely determination to rise to the challenge you presented.

The others were silent, the air heavy with unspoken tension. You lowered your sword, eyes narrowing with keen observation. "You leave your left side exposed when you recover,” you pointed out, your voice steady, though sweat laced your forehead.

He didn’t move, his expression unreadable. "That’s not a mistake," he replied, his tone a defiance cloaked in calm.

　"No?" You raised an eyebrow, intrigued yet doubtful.

　"It’s bait," he asserted, a trace of a smirk dancing on his lips.

"Sloppy, if you ask me," you countered, dismissing his bravado with a flick of your wrist.

He stepped back, tension coiling through him. A muscle in his jaw tightened, and he shot a brief glance at George, who met his eyes with a knowing gaze. George scribbled something into a notepad, oblivious to the immediate drama unfolding.

　"Are you betting on us now?" Lockwood raised a brow, irritation creeping into his voice, a protective instinct flaring in response to any possible teasing.

　"No," George replied, his tone light and teasing. "Just documenting the courtship ritual. For science, of course."

Lucy snorted, unable to contain her amusement, the corners of her mouth tugging upward as she caught the undertones of their tension.

The next few days dragged on like an unending storm, filled with grueling drills that were strangely invigorating. Mornings began with warm-ups and stretches, followed by footwork drills. They partnered up, rotating every fifteen minutes, as you provided notes and pushed them until their shirts were drenched with sweat. Lucy improved quickly, becoming steadier, faster, and more confident in her movements. George struggled but kept listening, gradually taming his chaotic footwork. You adjusted their grips, pointed out their mistakes, and corrected their instincts as they trained.

You led them relentlessly, pushing them to rise with the sun, stretch until their muscles screamed, and repeat patterns until their wrists ached with fatigue. Yet, your approach seemed fair; after all, you didn’t mock or lord your skill over them. Instead, you tried to inspire them through unwavering determination, making their struggles feel almost noble.

In contrast, Lockwood refused to improve quietly. He fought you at every turn during sparring matches, challenged your comments, and pushed himself harder with each session. Yet, beneath the defiance and dramatics, he was paid attention. He always did.

And he watched you more than he should’ve.

It wasn’t obvious, not to anyone else. He’d mastered the art of indifference years ago—glances that slid off like water, expressions held just long enough to feign casual interest. But when you moved, blade in hand and posture exact, something about it hooked into him.

You didn’t show off. You didn’t gloat when you landed a hit. You corrected him with a calm, even tone, sometimes with a faint smile like you already knew he’d argue it. Your hands were practiced, movements deliberate. There was no ego in it, no need to prove yourself. And maybe that’s what got to him.

You didn’t need to win the room. You were already comfortable in it.

He hated that he noticed it. Even more, he despised the tightness in his chest, a feeling he couldn't identify and didn't want to confront.

He tried to convince himself it was just respect, a simple acknowledgment of your exceptional talent. You were good—very good—and that was all there was to it.

Yet, the more time he spent around you, the more that comforting lie unraveled, exposing a deeper truth he wasn’t ready to face.

Amidst the chaos of the sessions, George took to brewing tea and cooking up his delicious Iranian meals in the corner of the kitchen, his presence an anchor in the rising tension. Lucy held up numbered cards like a judge presiding over an absurd fencing tournament, while he added his playful commentary every now and then, narrating your and Lockwood’s every move as if the two of you were the stars of a grand soap opera.

　"He’s pretending he doesn’t care," she whispered, casting a conspiratorial glance their way.

　"She’s pretending she doesn’t notice," George replied, barely suppressing a grin.

　"Five quid says someone gets disarmed and someone else gets emotionally repressed," Lucy smirked, her eyes sparkling with mischief.

Lockwood ignored them, of course. Or at least, pretended to.

One night, after George and Lucy retreated upstairs, he found solace in the stillness of the basement. The rhythmic sound of steel against cloth filled the air as you quietly cleaned the edge of your blade, the faint scent of oil lingering in the cool space.

He lingered in the doorway longer than he meant to.

The others had retreated upstairs—George muttering about burnt lemongrass and Lucy rolling her eyes as she dragged her notepad with her. The quiet that settled in their absence was almost too heavy, too clear.

You were still there, sitting cross-legged on the floor near the shelves, a blade in your lap. The cloth moved in slow, practiced strokes down the length of your rapier. Your posture was relaxed but not careless—like even now, even in stillness, you were prepared for something. For anything.

Lockwood watched you in silence, noticing again what he shouldn't: how your hands, calloused and sure, treated the weapon like a part of you. He observed the way the curve of your shoulders shifted slightly with each pass of the cloth: focused and controlled.

Lockwood should have gone to bed. You were only here to train them, after all—just another mentor brought in by DEPRAC, someone sharper and steadier, older by barely a year but years ahead in experience. You weren’t here to make friends, certainly not to get close.

And yet, he crossed the room before he could talk himself out of it and sat down beside you, close but not quite touching yet. Close enough to feel the warmth of you in the air between.

You glanced at him, not at all annoyed nor surprised. Instead, you had that unreadable flicker of an expression, as if you already knew he’d follow.

Without a word, he grabbed a cleaner rag from the counter and held it out. You hesitated, then took it without a word. No thanks, no comment, but your fingers brushed his as you did. 

Something sparked—fleeting, immediate, too much. The room held still.

　“I could’ve gone for the hit,” he said, breaking the silence.

You didn’t look at him. “But you didn’t.”

　“No,” he admitted. “I didn’t.”

You nodded once. The new cloth shifted in your hands as you ran it along the edge of the blade, slow and deliberate again—but this time, he noticed the tension behind it, something simmering just beneath your calm surface. It mirrored the thing rattling around in his chest—too loud in the silence.

　“You’re not from Fittes, aren't you?”

　“No.”

Lockwood looked down at the floor between them, then back at the blade in your hands. There was a knick near the guard—almost invisible, but he saw it. 

　“You missed one,” he said softly, pointing. 

Your fingers followed his gaze, and your hands brushed his once more—just for a moment, just long enough to feel the heat of skin against skin.

He didn’t pull away. Neither did you.

You focused back on the blade, but Lockwood noticed the difference now—the way your jaw had set, just slightly, as if you were holding something down. He knew that feeling.

This was supposed to be a job. You were supposed to be an instructor, and he was supposed to be just another student you passed through, taught a few things, then left behind. But that wasn’t how it felt.

When your hands stilled and your gaze lifted, Lockwood looked up too. And you locked eyes. 

The tension coiled, unrelenting—no banter, no mask. Just something real and unsettling pressing between you. The air pulled tight like a held breath. 

Whatever this was—whatever it had grown into—neither of you were meant to feel it. Not here, not now. And yet the draw was impossible to ignore, living in the space between your knees almost touching, the silence too loud to be casual, the flicker of something restrained in your eyes.

He should have looked away. He didn’t. Not until you broke eye contact as your fingers returned to the cloth like nothing had happened. But he saw the way your hands hesitated and how your shoulders tensed just slightly beneath your calm exterior.

He stood slowly. The floor creaked beneath his weight. You didn’t look up again, and that should have been the end of it.

As he turned to leave, he glanced back once. “Same time tomorrow?” he asked, a smooth polish and half a grin crawling back to his face.

You let out a small, amused laugh, your eyes twinkling. “Only if you try not to forget your footwork this time.”

It was the first time he had heard you laugh. Or at least, when it was directed towards him.

With the smile still on his face, he climbed the stairs slower than usual that night, each step feeling heavier than the last. And when he lay in bed, staring at the ceiling, he knew that whatever line had been drawn between you, he had already stepped dangerously close to it. 

Maybe you had too. And neither of you knew what would happen if you crossed it.

George and Lucy noticed the shift; they always did.

They picked up on the subtleties. The way Lockwood stopped interrupting you mid-sentence, finally listening. The way he nodded in agreement as you shared your insights, a newfound respect blooming between them. The way he lingered in the basement after their sessions, a reluctance to leave the space that had become charged with something more than mere practice.

One evening, Lucy leaned against the banister, arms crossed, and whispered, "He’s softening," a sly smirk lighting her face.

George nudged her, a smirk gracing his lips. "You better have that five quid ready."

the way how this has been sitting in my docs for a little over a month now.. i could feel it stare into my soul judgingly every time I posted a different fic instead 😭 might make a part two, buuuuuut who knows?

don't forget to comment and repost if you enjoyed to support your favorite authors! let me know when if you want to be added to the taglist :)

⭐️　taglist: @eeechooo

[tired-demonspawn]

stobotnik cybertronian au yippee

i love mashing my interests together like theyre barbie dolls (i am making them kiss) :)

before anyone asks: they dont have one of each appendage so they wouldnt block the design(this is a ref sheet after all) and stone can in-fact emote with the wheels on his back

also the bottom left design is the same height as the more eggman-y design, i just needed him to take up less space xd

their names are still Stone and Robotnik, because if there can be a character called Boulder there can be a character named Stone. and Robotnik has robot in the name so. (there are more stupid cybertronian names out there lets be so fr rn.)

anyway like i said these are more dolls i can make kiss (in no small part due to the amount of transformers continuities, so making one cohesive story for them would heavily depend on which universe are we working with) but like a silly backstory/au details i thought of?

so like a idw1 inspired base i think? i always liked the functionalism angle for angst and general flavour

robotnik in this universe gets his insecurity and hatered for others through having to fight to get into science which would be outside his caste as a flier. he is exceptional but the leadership of schools and the government constantly make him jump through insane hoops to do fucking anything.

another layer to add to his otherness is that he still makes badniks, who, with their rudimentary ai, are seen as uncanny since they dont have a spark and yet are yknow... basically alive.

stone would join the military and be an infiltration unit because of his small frame

now the option i like is them meeting like on the cusp of the war, like when the protests become violent

robotnik is employed by the autobots(government) to make weapons for them. he gets assigned stone as his agent somewhere along the line of that and their allegience to autobots basically becomes like their allegiance to G.U.N. (more allinged to themselves but using the government as their wallet)

after one noticable warcrime too many(cmooonn robotnik, as an autobot you gotta do all them warcrimes covertly)(but alas his dramatic flair needed an audience) he(and stone) gets "banished" to the planet M0-81-US.

mobius is a very backwater cybertronian colony with a large civilian population and notoriously trash cell reception(so any outgoing messages take like actual weeks to transmit and even longer to get a response).

robotnik plays nice for a while but eventually gets rid of the autobot presence on the planet and decides to take over it himself, but the civilians wont let themselves go that easy.... hint hint nudge nudge team sonic

i guess with the two eggman designs somewhere along his transformation he would have a sonic 2 type defeat and when he came back he would have a new body(not exactly a full body overhaul but like??? close enough ig)

anyway like i said all of this is really just set dressing, i literally just made them so they can be put in situations lmao xdd

literally can make them be weapon dealers and actually contribute to the war. like it aint that serious. this was just a kinda extended au idea i had while designing them xd

any questions/extensions/putting them in situations welcome, just if youre gonna do smthn with this at least credit me, thanks 👍

anyway, if youve managed to read this far i hope you have a nice rest of your day :)

[eliisiconic]

DR IDEAS TO SHIFT TO PART 2 (+SCENARIOS):

Okay hear me out 🗣️ i came out of these ideas because i was talking to these characters in character AI and plus one of them my sister shifted in to (the second one).

› 💌 𖥻 pretty nerd girl x the Bad boys:

: ̗̀➛‎ shifting to a reality where you are the pretty nerd girl and you met the mysterious hot dangerous Bad boys of the collage, you really was curious about them, should you approach them? It could surely change your life from boring into exciting one.

› 💌 𖥻‎ rich girl x Bodyguard:

: ̗̀➛ shifting to a reality where you are living a rich lifestyle and you live in a mansion or penthouse + you have a hot handsome Bodyguard protecting you and living with you (+ you Can add any interesting scenarios 😉).

› 💌 𖥻‎ agent x Spy:

: ̗̀➛ you are a Spy who is secretly spying on this agent to gain information from him and checking all his movement, then he realized someone is definitely watching him and he suddenly found you (+ you Can add enemies to lovers type of relationship).

› 💌 𖥻‎ human x vampire 🥀:

: ̗̀➛ one day night, you were camping with your Friends but while going to the Woods to search for Firewoods you got Lost and then you suddenly saw a figure of a tall man and he approached you and tried to help you get back to your camping site but little didn’t you know that he was planning to keep you because he fell in love at first sight with you.

› 💌 𖥻‎ academic Guy x academic girl:

: ̗̀➛ he was definitely your rival, you both Always tried to compete with each others and see who’s gonna rank the first place in your whole highschool, one day your teacher told the whole class that you all going to partner up for the school project and the teacher put you with your rival..and that when your relationship with him started changing 🤭.

› 💌 𖥻‎ the popular player Guy x hard to get girl:

: ̗̀➛ that jerk player Guy, Always thinking that he Always got what he wanted with girls, one day he approached you and called you “cute” and tried to flirt with you and you were definitely different ,you were really cold and you did really crush his ego, from that day on he promised that he will do all it takes for him just to see you smile.

› 💌 𖥻‎ demon Guy x human girl:

: ̗̀➛ you tried all different methods to summon a demon but you didn’t expect that you’ll summon a demon lord, he appeared in front of you tall and handsome, you asked him for help (choose anything you want him to help you with) and he agreed but with one condition that you’ll give him your soul After your end of Time, with Time he spend all his days with you and he began having feelings for you.

› 💌 𖥻‎ popular girl x introvert Guy:

: ̗̀➛ you were the most popular girl in your whole high school, you really had a crush on this masked face introvert Guy he really appeared handsome and you really were curious how he looks behind that Mask, one day you were with your Friend group and he bumped into you and his things all fell down you kneeled and tried to help him but he refused coldly and he walked away, you rushed behind him and stopped him and you told him that you just meant to help him and nothing else..then you started talking to him, complimenting him and you two relationship developed..he never believed that a popular girl was this nice and kind to him..you really caught him off guard.

› 💌 𖥻‎ biker Guy x pretty girl:

: ̗̀➛ you had this Guy best Friend who was really handsome, he was waiting for you in his bike to have a ride around the city, you get in and you wrapped your arms around his waist and he started his bike and driving around the city in the street night..it was really beautiful you felt like you were in a movie and you felt such an adrenaline.

› 💌 𖥻‎ detective x killer:

: ̗̀➛ you were the most known detective in the town, you had a Partner and you tried to solve this mysterious crime case,little by little you found the killer and you were interrogating him in the interrogation room, he couldn’t stop looking at you, and you asked him “ tell me why you did this? Why did you kill them?” And he Said “for you detective..it was for you” and you replied “why for me?” And he replied with a smirk "to get your attention”.

If yall want part 3 let me know.

-Xoxo, Eli

[vague-humanoid]

Massive Blue lists “border security,” “school safety,” and stopping “human trafficking” among Overwatch’s use cases. The technology—which as of last summer had not led to any known arrests—demonstrates the types of social media monitoring and undercover tools private companies are pitching to police and border agents. Concerns about tools like Massive Blue have taken on new urgency considering that the Trump administration has revoked the visas of hundreds of students, many of whom have protested against Israel’s war in Gaza.

404 Media obtained a presentation showing some of these AI characters. These include a “radicalized AI” “protest persona,” which poses as a 36-year-old divorced woman who is lonely, has no children, is interested in baking, activism, and “body positivity.” Another AI persona in the presentation is described as a “‘Honeypot’ AI Persona.” Her backstory says she’s a 25-year-old from Dearborn, Michigan, whose parents emigrated from Yemen and who speaks the Sanaani dialect of Arabic. The presentation also says she uses various social media apps, that she’s on Telegram and Signal, and that she has US and international SMS capabilities. Other personas are a 14-year-old boy “child trafficking AI persona,” an “AI pimp persona,” “college protestor,” “external recruiter for protests,” “escorts,” and “juveniles.”

@el-shab-hussein @ubernegro @socialistexan @khazrablood

[bobbyyoungsworld]

Understanding Knowledge-Based Agents in AI

Artificial intelligence (AI) has revolutionized the way we interact with technology, enabling systems to perform tasks that once required human intelligence. Among the diverse components of AI, knowledge-based agents stand out as a critical aspect of creating intelligent systems capable of reasoning, learning, and problem-solving. Let’s dive deep into the world of knowledge-based agents in AI and understand their significance, components, types, and applications.

What is a Knowledge-Based Agent in AI?

A knowledge-based agent in AI is an intelligent system that uses a structured repository of information, called a knowledge base, to make informed decisions and solve problems. These agents are equipped with capabilities to reason about their environment using predefined facts and rules stored in the knowledge base. By doing so, they can act autonomously and intelligently, even in complex and dynamic scenarios.

At ShamlaTech, we specialize in developing AI agents for your business, including knowledge-based agents tailored to meet your unique requirements. As a leading AI agent development company, we provide cutting-edge solutions that enhance your business operations.

Key Components of Knowledge-Based Agents

Knowledge Base (KB):

The knowledge base is the heart of a knowledge-based agent. It contains facts and rules about the agent’s environment.

Facts represent the current state of the environment.

Rules define logical relationships and are often expressed in forms like "if-then" statements.

Inference Engine:

This component processes the information in the knowledge base to derive new facts or conclusions.

It uses logical reasoning methods, such as forward chaining or backward chaining, to analyze data and make decisions.

Perception Mechanism:

The agent perceives its environment through sensors and updates its knowledge base accordingly.

Decision-Making Module:

Based on the updated knowledge base, this module determines the best course of action for the agent.

Learning Component:

Modern knowledge-based agents often incorporate learning capabilities to adapt and improve over time by updating their knowledge base with new information.

How Do Knowledge-Based Agents Work?

The working of a knowledge-based agent can be summarized in three steps:

Perception: The agent collects data from its environment using sensors.

Reasoning: Using the knowledge base and inference engine, the agent reasons to understand the situation and derive conclusions.

Action: The agent takes an appropriate action based on the reasoning results and updates its knowledge base accordingly.

Types of Knowledge-Based Agents

Knowledge-based agents can be classified into different types based on their functionality:

Simple Reflex Agents:

These agents respond directly to environmental stimuli based on predefined rules.

Example: A thermostat adjusting temperature based on room conditions.

Model-Based Agents:

These agents maintain an internal model of the world, allowing them to operate in partially observable environments.

Example: Autonomous vehicles using models of traffic flow.

Goal-Based Agents:

These agents act to achieve specific goals by planning sequences of actions.

Example: Chess-playing AI striving to checkmate the opponent.

Utility-Based Agents:

They evaluate actions based on a utility function, aiming to maximize performance.

Example: E-commerce recommendation systems prioritizing user satisfaction.

Advantages of Knowledge-Based Agents

Improved Decision-Making: The use of structured knowledge and logical reasoning enables these agents to make informed decisions.

Flexibility: They can operate effectively in dynamic and unpredictable environments.

Adaptability: Learning capabilities allow them to enhance their performance over time.

Problem-Solving Abilities: They excel in solving complex problems by reasoning through a vast amount of data.

Applications of Knowledge-Based Agents in AI

Knowledge-based agents have a wide range of applications across industries, including:

Expert Systems:

Used in fields like medical diagnosis, financial planning, and legal analysis.

Example: AI systems that assist doctors in diagnosing diseases based on patient symptoms.

Natural Language Processing (NLP):

Enable virtual assistants like Siri or Alexa to understand and respond to user queries.

Decision Support Systems:

Help businesses make data-driven decisions by analyzing large datasets.

Example: AI tools assisting in market trend analysis and forecasting.

Robotics:

Robots equipped with knowledge-based systems can navigate and perform tasks in complex environments.

Education:

Intelligent tutoring systems provide personalized learning experiences to students.

At ShamlaTech, our expertise in AI agent development ensures that businesses across industries can leverage these applications effectively to achieve their goals.

Challenges in Developing Knowledge-Based Agents

Despite their advantages, creating effective knowledge-based agents comes with challenges:

Knowledge Representation:

Ensuring that the knowledge base is comprehensive, accurate, and up-to-date is a complex task.

Scalability:

Handling vast amounts of data efficiently requires robust computational resources.

Uncertainty:

Dealing with incomplete or ambiguous information can affect decision-making.

Maintenance:

Continuously updating the knowledge base to reflect new information is resource-intensive.

Future of Knowledge-Based Agents in AI

As AI technologies advance, knowledge-based agents are expected to become more sophisticated, integrating deeper learning algorithms and advanced reasoning capabilities. The future may see:

Seamless integration with big data analytics for real-time decision-making.

Enhanced natural language processing for better human-computer interaction.

Greater adoption in industries like healthcare, education, and robotics.

At ShamlaTech, we are committed to staying at the forefront of AI innovation. As a trusted AI agent development company, we help businesses transform their operations with cutting-edge AI solutions.

Conclusion

A knowledge-based agent in AI is a powerful tool for creating intelligent systems capable of reasoning, learning, and adapting to their environments. By leveraging structured knowledge and logical reasoning, these agents pave the way for innovative applications across industries. As technology continues to evolve, the potential for knowledge-based agents will only grow, making them a cornerstone of the AI landscape.

If you are looking to integrate knowledge-based agents into your business, ShamlaTech is here to help. Contact us today to explore how our expertise in AI agent development can revolutionize your business operations.

[eiralunaire]

Damian, after returning from a solo mission to Titan Tower, learns that his partner Reader was sent on a mission to Spain without informing him.

Damian Wayne returned to Titan Tower after a solitary mission, his mind occupied with the reports he had to deliver and the strategies he was already planning for future operations. Although he had managed to eliminate those responsible for a trafficking ring in Gotham, he felt that something was not right. There had been a bad feeling in the air since he left the city.

As he landed on the roof of Titan Tower, the engines of the customized jet shut down with a high-pitched whistle. The sound of the night was dense, an uncomfortable silence. As soon as he got off the jet, Damian activated the communicator he wore on his wrist, looking for information from his team and, above all, from Reader. Normally, she was the one who made sure to greet him as soon as he arrived, sometimes with a smile or some witty quip, but on this occasion there was no sign of her.

The lights of the tower shone through the large windows that surrounded the main room. There was no sign of the other Titans. Everything was quiet. Too quiet.

As he entered, he was greeted by the Tower’s AI.

“Welcome, Damian Wayne,” he said in his usual monotone.

Damian moved with purposeful steps, his eyes searching the monitors for any hint of activity. He began typing, looking for recent mission and assignment reports. One of the files on the screen caught his attention: **Reader – International Mission – Spain**.

His jaw tightened as he saw the location. **Spain. Why didn’t he know about this?** He typed faster, accessing the mission details.

**Subject: Support in covert operations**

**Location: Barcelona, ​​Spain**

**Operation in progress: Investigation and neutralization of developing metahuman threat.**

The feeling in his stomach intensified. Damian frowned as he read more details. The team had been sent without his knowledge, and it bothered him deeply. He always made sure Reader was safe. Her going on an international mission while he wasn't present wasn't something he liked, nor would he allow if he'd known about it.

He activated the Titans' communicator, looking to contact whoever was available, but there was no immediate response. Finally, a familiar voice appeared.

"Damian, is everything okay?" It was Nightwing, who seemed to be in the middle of another mission.

"Why was Reader sent to Spain?" Damian asked, his tone direct and cutting.

"I figured... you already heard." Nightwing paused, perhaps considering how to approach the situation. "It was a last-minute decision. The team in Europe needed urgent support and she volunteered. You know she's one of the best at covert operations."

"That's no excuse for not informing me," Damian snapped, his patience already at its limit. "I should have known."

Nightwing sighed on the other end of the line.

“I understand your frustration, but you were on a critical mission and a quick response was needed. There was no time to discuss it with you.”

Damian clenched his fists. He couldn’t help but feel like information had been deliberately withheld from him. Reader was skilled, he knew that better than anyone, but that didn’t lessen his concern for her. The idea that she was on the other side of the ocean, facing who knows what kind of threat, unsettled him more than he was willing to admit.

“Do you know what the current situation is?” he asked, his fingers moving quickly over the keyboards, tracking down any updates on the mission.

“The latest report indicates that they’re close to neutralizing the threat, but they’ve had complications. Some of the local forces weren’t prepared to deal with a metahuman of that magnitude.”

“How many are with her?” Damian insisted, trying to remain calm.

“The European team is supporting her, as well as some JLA agents.” Reader is leading the operation in the field, but communications have been intermittent due to the technological interference the target has been causing.

Damian cursed under his breath. He couldn’t stand the thought of being so far away and not being able to make sure everything was under control. **Reader is capable. Reader is strong.** But that didn’t mitigate the fear.

“I’m going to Spain,” he said, determined.

“Damian, listen…” Nightwing tried to intervene. “If you go now, you could put the mission at risk. Trust that she knows what she’s doing.”

“I’m not asking for your approval,” he replied coldly. “Just informing you.”

He ended the communication before Nightwing could respond. He was upset, but more than that, he was uneasy. He and Reader didn’t just share a personal relationship; there was a deeper connection between them, something he couldn’t ignore. He wouldn’t leave her alone in hostile territory, not while he had the means to reach her.

Quickly, he headed to the Tower's hangar. His jet was already ready for another mission, so he wasted no time getting on. Although he knew it could take a few hours to get there, he wouldn't let that time lapse weaken him. He felt responsible for her safety, and it wasn't just because of his role as a leader. Reader had accomplished what few people in his life could: break the barriers he had erected since he was a child.

As the jet took off, Damian connected to the international communication channels, trying to get any signal from Spain. However, as Nightwing had mentioned, the interference made it impossible. There was nothing but silence.

Damian's thoughts flew back to the first time he met her, how, from the beginning, something about her had attracted him. Her intelligence, her ability to stand firm in any situation, her constant willingness to help others. She was a person who knew how to handle herself in risky situations, and she often faced them without hesitation. And yet, something about this mission made him uneasy.

Time seemed to drag as he crossed the Atlantic. The constant roar of the jet's engines was the only sound that accompanied him. Damian checked and re-checked every detail of the mission he had been able to obtain. Barcelona was a complicated city for this type of operation. Its dense infrastructure and narrow streets could become a dangerous battlefield, especially if they were dealing with an unpredictable metahuman.

Finally, the jet began to descend on the outskirts of the city. Night was falling over Barcelona, ​​the city lights flickering in the distance like a million little fires. Damian adjusted his equipment, preparing for landing. Time was of the essence. He had no further details of the mission, but he didn't need them. His only priority was to find Reader and make sure he was safe.

As soon as he set foot on the ground, he activated the tracker he had installed on his equipment before leaving. It was a discreet device used by the Titans to keep track of each other during missions. However, when he tried to locate Reader, the device showed nothing.

**Interference. Damn.**

Damian moved nimbly through the streets, staying in the shadows as he went. He used his contacts in the city to obtain more information. According to local reports, the riots had reached a fever pitch in the Raval neighborhood. A confrontation between a covert operations group and a being with metahuman abilities had caused chaos.

With that information in mind, he quickly headed towards the location. The streets were empty, the lights flickered, and the air was charged with a strange electricity. Damian felt that every second was vital. Finally, he reached the cordoned off area. From a tall building, he observed what was happening next.

The confrontation was taking place right in one of the main squares. In the distance, he could make out the operational team fighting to keep at bay a metahuman who seemed to control electrical energy on a large scale. Lightning crackled everywhere, lighting up the night with blue flashes.

And there, in the middle of the chaos, was Reader.

She moved with the grace of someone who had trained hard for this kind of situation. Her focus was absolute, but Damian could see the exhaustion on her face. She was using her skills, but the enemy was formidable, more so than anyone had anticipated.

Without wasting any time, Damian leapt onto the battlefield. Within seconds, he was already at Reader’s side, blocking one of the attacks headed her way.

“What the hell are you doing here?” she asked, surprised but relieved to see him.

“I wasn’t going to leave you alone in this,” he replied, his eyes fixed on the enemy as he prepared his next move. “We’re going to finish this together.”

━━━━━━ ◦ ❖ ◦ ━━━━━━

I'm back after being away for a week, ah. now I need ideas to make more scenarios.