#log analysis platform

[motadata]

Once the data has been taken in, however, where and how the log analysis platform structures the log data also plays a crucial role. Search for good storage solutions. These can be resident on the organization’s systems or servers or can be hosted externally. Think about how much space is required for the storage, how efficient it is when you have to scale up, how often you retain the data, and how much each type of storage costs.

[virtualizationhowto]

Security Onion Install: Awesome Open Source Security for Home Lab

Security Onion Install: Awesome Open Source Security for Home Lab @securityonion #homelab #selfhosted #SecurityOnionInstallationGuide #NetworkSecuritySolutions #IntrusionDetectionSystem #OpenSourceSecurityPlatform #ThreatHuntingWithSecurityOnion

Security Onion is at the top of the list if you want an excellent security solution to try in your home lab or even for enterprise security monitoring. It provides many great security tools for threat hunting and overall security and is fairly easy to get up and running quickly. Table of contentsWhat is Security Onion?Intrusion Detection and Threat HuntingMonitoring and Log managementCommunity…

[annabelle--cane]

it's fascinating to me the way that different social media platforms result in different types of fandom behavior. while s5 of tma was airing, I spent a good amount of time on tma tiktok (I log back in about once every two months now, going back to in-person school after a year a half of lockdown seem to re-blanace my brain and made me once again not really enjoy the format) while still using tumblr as my main socmed, and while there was a lot of overlap in the fan culture, some things were notably different.

tumblr tma fans had near-encyclopedic knowledge of the source material, but it was kind of an ongoing joke for tiktok tma fans that everyone binged the whole show in a week-long fugue state and lost memory of about 35% of it. tumblr has virtually no character limit and allows posts to be passed around by users indefinitely, which lends itself to fairly in-depth meta analysis being made and shared until most any fan could say "the time and space discrepancies at hill top road? psh yeah, I know all about them, I've read seven scrupulously cited posts that lay out all the details." for the entire time that s5 was airing, tiktok videos could still only be a minute long, and I know from a lot of personal effort that there's only so much you can fit into a one minute script that you also have to memorize and record (and cc manually with tiktok text stickers, as they didn't add the caption feature until april 2021) if you want the process to take less than four hours of your one mortal human life. and then you only see the video if your following or fyp algorithm shows it to you. there were a few tma meta-ish videos that got popular because other people would make their own videos referencing them and tag the account so their followers could see what they were talking about, but it's much harder to circulate content you like there. several times I saw people post videos saying "I got into cosplay to film some [agnes or annabelle or gerry or another secondary character] and I just realized I have no idea what their deal actually is 💀".

a thing that tiktok tma fandom was definitely better at than tumblr tma fandom was accurately remembering certain pieces of characterization and the flow of certain scenes. I've seen a bunch of posts on here where someone is trying to argue a point with excerpts from the text ("x character is nicer than you all give them credit for" "x character is so mean to y character in this scene" "z theory can't be true because y character said a line that disproves it") where the argument only holds up because the poster has gotten these excerpts from a transcript dive and hasn't listened to the episodes they're from recently, because while the text alone can be construed to mean one thing, the way it's delivered on-podcast clearly intends another. tiktok, being an audio and video based medium, allows audio clips to be shared around a lot, and cosplayers would often all make videos acting along to the same show clips of juicy interpersonal drama, and so tiktok fans, though they may have had less overall memory of what characters said, always had a better grasp on how they said it. an average tiktok tma fan might not have remembered melanie's subplot about war ghosts, but they would know the nuances of how the way she talks to jon changes between mag 28 and mag 155.

[spacetelescopescience]

Did You Know: Scientists will analyze data from the Nancy Grace Roman Space Telescope in the cloud? (For most missions, research often happens on astronomers’ personal computers.) Claire Murray, a scientist at the Space Telescope Science Institute, and her colleague Manuel Sanchez, a cloud engineer, share how this space, known as the Roman Research Nexus, builds on previous missions’ online platforms:

Claire Murray: Roman has an extremely wide field of view and a fast survey speed. Those two facts mean the data volume is going to be orders of magnitude larger than what we're used to. We will enable users to interact with this gigantic dataset in the cloud. They will be able to log in to the platform and perform the same types of analysis they would normally do on their local machines.

Manuel Sanchez: The Transiting Exoplanet Survey Satellite (TESS) mission’s science platform, known as the Timeseries Integrated Knowledge Engine (TIKE), was our first try at introducing users to this type of workflow on the cloud. With TIKE, we have been learning researchers’ usage patterns. We can track the performance and metrics, which is helping us design the appropriate environment and capabilities for Roman. Our experience with other science platforms also helps us save time from a coding perspective. The code is basically the same for our platforms, but we can customize it as needed.

Read the full interview: https://www.stsci.edu/contents/annual-reports/2024/where-data-and-people-meet

[destinationtoast]

I stumbled upon this... Thing by what looks like an actual journalism outfit, or at least their infographics wing. Thoughts?

https://pudding.cool/2024/10/fanfic/

Sighhhhh. Thanks for sharing this link (and then waiting three months for a reply, lol). I happened to have seen this one near to when it came out, but I am always glad to have people share such things with me!

So I have complicated, but partly "ARGH," thoughts about this article. And I ranted about it in some detail in Slack when I first read it. I initially didn't reply to this ask because I was trying to go back through the logs to find some of my specific past complaints, but they were lost to the mists of the Slack paywall. But here is my main complaint, roughly approximating the way that I probably ranted in Slack, for your enjoyment/excess punctuation needs:

There's so much data visualization here! And ship artwork, and interactivity, and more -- so much time clearly went into this!! But it's over-extrapolating!! from one data set!! of the top ships on onLY ONE FANDOM PLATFORM!!!! About which they gave no caveats or historical context when extrapolating to "what fans ship and why"!!!!!! When a bunch of fans have written about what fans ship and why, and in some cases gathered data about how platforms differ, and some other fandom journalists have cited that work!!!!!!! Why did these folks not do more research first before diving into all that data visualization, especially if they're journalists???????? ARGH.

But also...

At the same time, this is it's so close to just being really cool! There is some nifty analysis in here, including about things like canonicity and changes over time! I want more of this kind of deep dive out there, and more analysis, and more visualization! And there are some cool links to both scholarly and journalistic writing about fandom, in addition to citing/making use of Lulu's demographically detailed AO3 ship stats. So it's an interesting meaty read, if you keep in mind the limitations.

@olderthannetfic and I co-presented at GeekGirlCon 2019 about differences among some popular fandom platforms (among other things). Here is one of the most relevant graphs for caveating the Pudding article about shipping and "what fandom ships":

Franzi has also gathered a bunch of other data on differences between AO3 and FFN, and her earlier work on platform differences inspired some of my cross-platform comparisons about shipping, genres, languages. (@olderthannetfic please chime in with other relevant links if you want to, especially if you have more recent data!)

One of the things the Pudding shared that I found interesting was their comparison between the most common tags in M/M, F/M, and F/F:

[x] Nice to see more than just the top 10 tags, and interesting to see them categorized. I have gathered some related data about common AO3 tags in each of these categories, but I have to finish writing that up and sharing it. (That's one of my WIP resolutions for this year.) But I did share some data about the differences in the relative amount of use of smutty and kinky tags on AO3 between the three shipping categories:

(A commenter recently reminded me of one of my conclusions: "Everyone has butts, but only pairs of dudes seem very likely to touch or lick or fuck them." XD )

I find it interesting that F/M fic is most likely to tag Rough Sex and D/s! But of course, tagging behavior is not the same as what's being written about. And this is just AO3 data, and sometimes relatively low numbers of it, so definitely not representative of fandom at large. :)

(...this all this reminds me how much I want to get back to this work and look more at other differences between the shipping categories!)

ANYWAY. That was possibly a longer answer than you wanted, and several months later than you were probably expecting. XD But I appreciate you sharing the link and asking!

[imogenleewriter]

Harry Styles/Louis Tomlinson AO3 Works Stats

The other day, I was curious to see what the trajectory of uploads of Larry fanfic on Ao3 was and if it was increasing.Anyway, it was a pretty simple process, and here were the findings:

Perfect right? Done. Time to go to bed? No, because ya girl got hyper-fixated. So grab a cup of tea and enjoy this absolutely ridiculous waste of time...

Introduction

The Covid-19 pandemic profoundly affected various aspects of societal behaviour, including participation in online communities. The ‘Larry fan fiction community’ had a notable influx of new participants and emerging writers during this period. My antedotal observations suggested a significant number of authors have been publishing their first works as recently as this month. This study aims to quantify the trends in Harry Styles/Louis Tomlinson fan fiction uploads on AO3 (Archive Of Our Own) over the past decade, with a particular focus on discerning any noticeable uptick in contributions corresponding to the pandemic’s timeline.

Method

The data collection was executed over several days, starting from the 16th of October 2023. Due to this, the 16th of October was used as a reference point for all of the 12-month periods. The following parameters were employed for filtering:

Relationship Category: Harry Styles/Louis Tomlinson.

Inclusivity: All pieces that included this relationship, irrespective of the presence of other pairings. The result of this means there are likely some works included where they are a side pairing.

Language: All languages were included.

Work Status: Both individual pieces and those parts of a series were included, as were completed and incomplete works.

Accessibility: Being logged in allowed access to members-only works.

During the analysis, two works were excluded due to backdating, to ensure the timeframe remained consistent. Due to the dynamic nature of the fan fiction platform, some works underwent updates or were removed during the data collection process. While these fluctuations did cause some inconsistencies, they were negligible and did not significantly impact the overall dataset.

For the 12-month periods under consideration, three main categories were analysed: total, completed, and unfinished.

Results

A comprehensive analysis of Harry Styles/Louis Tomlinson fan fiction uploads spanning from 2011 to 2023 revealed the following insights:

2011: A total of sixteen works were documented, all of which were completed.

2012: The total number of uploads rose to 417. Among these, 409 were completed works, while eight remained unfinished.

2013: A significant surge was observed, with total uploads reaching 4,795. Completed works accounted for 4,251, whereas 544 were left incomplete.

2014: The growth trend continued, recording a total of 6,303 uploads. 5,296 were completed, and 1,007 were in-progress.

2015: The first decline was witnessed, although minor, with 6,105 total uploads. Completed works comprised 4,919, and unfinished ones stood at 1,186.

2016: A slight decline was noted, totalling 4,805 works. Completed pieces were 3,765, with 1,040 still in-progress.

2017: Uploads further decreased to 2,898. Of these, 2,297 were completed, and 601 remained unfinished.

2018: A modest rise was seen with 2,784 total works. Completed contributions were 2,275, while 509 were ongoing.

2019: The total dropped to 2,064. Completed pieces stood at 1,700, and 364 were still under development.

2020: A slight increment occurred, totalling 2,572 uploads. Of these, 2,071 were finished, and 501 were ongoing.

2021: The count increased to 3,195. Completed works reached 2,483, with 712 in-progress.

2022: A total of 3,767 works were uploaded. Completed works were 3,090, while 677 were yet to be finished.

2023: The most recent data showcases 4,018 total works, with 3,104 completed and 914 still ongoing.

After collating the primary data on completed and uncompleted works, I wanted to look at the distribution based on word count. The intention behind this exploration was to discern if there were patterns or preferences within the writing community regarding the length of the stories. (Please note that on diagrams representing word count, the years are now in descending order)

The categorisation of word count was structured. Works were segmented into word count brackets that started from the shortest stories, ranging from 0 to 1999 words, then progressively moved up in intervals: 2000-4999 words, 5000-9999 words, and so on due to the high prevalence in numbers in the shorter works. This structured approach allowed for a visual representation of how numerous works fell into each bracket for each year.

If you click on it, you might be able to see the distribution.

Results: Word Count Analysis

The following overview encapsulates the distribution of word counts for fan fiction uploads from 2011 to 2023:

0-10,000 Words:

2023 observed the highest concentration within this frame with 2507 works. Over half of the total published works for the 12-month period were found within this bracket.

The trend experienced notable growth from the 14 entries in 2012.

2014 saw a peak with 4994 works in this category, followed by a fluctuating pattern in subsequent years.

10,001-50,000 Words:

2023 recorded 1,031, a slight increase from 1,010 in 2022.

2015 led the chart with the most works in this range.

50,001-100,000 Words:

The count in 2023 showcased the highest number in this category, with 293 works.

2016 and 2021 were equal second, with 219 works in this category.

100,001-300,000 Words:

2023 had the most works in this segment, followed by 2022 and 2021.

Prior to this, the peak was in 2017.

300,001 Words and above:

The numbers in this range are comparatively limited, with 2023 having the most works surpassing 300,000 words.

Most years witnessed very few works in this extensive word count bracket, with numbers often remaining in single or low double digits.

I was also interested to find where most work stopped being completed. This is the percentage of completed works in each range.

Limitations of the Analysis:

AO3 Filtering System Limitations: The AO3 filtering system does not readily display the initial posting date of a fic. A fic could have been started several years prior to its completion but only shows up in the filtering system in the year it was last updated. This poses a significant limitation as the actual duration taken for the completion of a work might not be accurately represented.

Human Fallacy: There's always a potential for human error in manual data collection and analysis. Overlooked details, misinterpretations, or unintended biases can inadvertently influence the results.

Deletion and Date Modification of Works: Authors may delete their works or modify posting dates. This becomes significant for older works with a higher likelihood of deletions or date changes. Such actions can skew the numbers, offering a misrepresented view of the works available during a particular year.

Variability in Word Count Reporting: While categorising based on word count is useful, it's possible that authors might update or expand their works after the initial posting, leading to changes in word count categories over time.

Conclusion:

The data spanning from 2011 to 2023 shows that over the 13-year period, there has been a marked increase in both completed and uncompleted works, with the total number of works increasing more than 250-fold from 16 in 2011 to 4018 in 2023.

From 2011 to 2015, there was a notable surge in the number of completed works, culminating in 2014 with a total of 6307 works. This could potentially reflect an increased growing interest or a pivotal shift in the community or broader fandom dynamics during this period.

From 2016 to 2019, a noticeable decrease in the total works emerged, with 2019 seeing the steepest drop. This decline aligns with the onset of One Direction's hiatus. While causation cannot be conclusively established, it does provide a reasonable explanation.

Beginning in 2020, a revitalisation is evident, with figures steadily climbing and nearing their zenith by 2023. While this remains speculative, anecdotal accounts suggest that the pandemic, affording individuals more leisure for social media coupled with the growing popularity of TikTok, may have reignited interest in the fandom, steering them towards both reading and potentially writing fanfiction.

In summary, the AO3 community showcases dynamic growth, decline, and resurgence patterns over the examined period. While completed works have seen fluctuating trends, the spirit of initiation remains unwavering, as observed by the consistent number of uncompleted works.

Length of works

In 2011, the publication of longer stories (10,000 words and above) was almost non-existent. The numbers began to rise steadily, with a significant jump in longer stories from 2015 to 2017.

The number of stories with a word count between 10,000-14,999 went from 2 in 2011 to a peak of 458 in 2014. Similarly, the 15,000-19,999 range saw an increase from 0 stories in 2011 to its peak at 253 in 2015. As we progress through the word count brackets, there's a discernible growth trend, albeit with some fluctuations. For instance, the 80,000-89,999 bracket jumped from 0 stories in 2011 to a peak of 48 stories in 2023.

While there have been fluctuations in the numbers for some years, the overall trend does show growth in the publication of longer stories over the past decade.

The data shows that extremely long stories (those above 200,000 words) have always been a rarity. However, there's still a perceptible trend.

The 200,000-249,999 word count range sees the most action, with a peak of 27 stories in 2023. This is growth from the previous years 17, and then to 14, and so on. The numbers decrease as we progress to the right into the higher word counts, but occasional stories reach these impressive lengths.

The 250,000-299,999 word count range has peaked at 6, with numbers generally dropping with previous years. Higher word count ranges, such as 300,000-349,999 and 350,000-399,999, are sparser but maintain a presence.

Word counts of 450,000 and beyond are sparse, with very few recent entries.

In conclusion, while very lengthy stories remain uncommon, they exist and have seen publication in varying numbers. There's a trend towards fewer stories as the word count increases, which is expected given the monumental length of these works.

Upon examination of the data, there's a pronounced resurgence in the publication of longer narratives, particularly following a noticeable decline post-2016. The trajectory of this resurgence hints at an evolving literary landscape, with authors and perhaps readers veering towards more extensive works. Although the factors underpinning this shift remain speculative, the upward trend, especially in the realm of extended narratives, cannot be dismissed.

Monitoring developments in this sphere to ascertain whether this resurgence signifies a phase or a deeper, more sustained transformation in literary predilections will be interesting.

[xichilie]

Two sides of a Gem < one-shot >

Bows, Bonds, and Broken Rules

A.N I decided to write a one-shot, a scene about Y/N and Ruby's (Elias) past, I also included Y/Ns older brother since I've mentioned him before.

______________________________________

The lab was cloaked in the dim hum of machinery, the faint glow of monitors casting eerie shadows across the walls. Dr. Michael Laurent shuffled through the sterile workspace, a half-empty coffee mug clutched in one hand and a clipboard in the other. His eyes, darkened by exhaustion, scanned the data scrolling across the screen in front of him.

Prototype-7A’s diagnostics were scheduled to run tonight—standard procedure. But as his tired gaze flicked toward the platform where the puppet was supposed to be secured, his heart stopped.

The cables were disconnected. The restraints were loose. Prototype-7A was gone.

Michael’s clipboard hit the floor with a sharp clatter as panic surged through him.

“No, no, no…” he muttered, his breath coming in shallow bursts as he spun around. “Where is he?! Someone, check the security logs!”

Two researchers nearby froze at his outburst before fumbling with their terminals.

“D-Dr. Laurent, there’s no sign of forced entry or override commands,” one stammered.

“Then how did a six-foot puppet just walk away?” Michael snapped, running a hand through his disheveled hair. His eyes darted frantically around the lab before narrowing in realization.

“Y/N.”

Without another word, Michael bolted toward the hallway leading to the private quarters.

Meanwhile, in Y/N’s Room:

Soft yellow light bathed the small bedroom in a cozy glow. Y/N sat cross-legged on her fluffy pink blanket, a small basket of ribbons spread out beside her. Sitting stiffly across from her on the floor was Elias—formerly known as Prototype-7A.

The puppet’s tall frame seemed hilariously out of place in such a childlike setting. His mechanical joints and rigid posture contrasted sharply with the delicate pastel bows already perched crookedly in his hair.

“Okay, Elias, this one is the best one yet!” Y/N chirped as she carefully adjusted a bright lavender bow onto the side of his head.

Elias, who was designed for precision and combat analysis, sat there unmoving. His glowing artificial eyes flickered slightly as he processed her words.

“Y/N,” he said in his monotone voice, “I fail to understand how these decorations improve my operational efficiency.”

Y/N giggled as she tied the bow neatly. “They don’t, silly! But they make you look better. Who doesn’t want to look good, Elias?”

He blinked. “I am not programmed to prioritize aesthetics.”

She grinned cheekily. “Well, consider this your software update, mister!”

But before Elias could reply, the door to Y/N’s room burst open with a loud bang!

Michael stood in the doorway, wide-eyed and breathless, his lab coat askew and panic etched across his face. His gaze locked onto the scene before him—Y/N, frozen in place mid-bow-tying, and Prototype-7A, his head slightly tilted under a crown of pastel ribbons.

The silence was deafening.

“...Y/N?” Michael’s voice cracked slightly as he processed the absurdity of what he was seeing.

Y/N slowly lowered her hands from Elias’s hair and gave her brother a nervous smile. “Hi, Michael…”

Michael stepped into the room, his frantic eyes scanning over Elias, assessing every inch of the puppet for signs of malfunction. But Elias sat still, glowing eyes fixed on Michael without a hint of hostility.

“Y/N…” Michael’s voice was softer now, more exhausted than angry. “What are you doing? Do you have any idea how dangerous this is? What if he malfunctioned? What if he hurt you?”

Elias spoke before Y/N could. “I would not harm Y/N.”

Michael froze, his brow furrowing. “What did you say?”

“I would not harm Y/N,” Elias repeated flatly.

Y/N, sensing the tension, hopped up from her bed and positioned herself slightly in front of Elias. “He’s not dangerous, Michael! You said it yourself—he’s special. You made him that way. And… and he’s my friend!”

Michael let out a slow breath, running a hand down his face. “Y/N, he’s not just—” He stopped himself. “He’s not just a friend. He’s an advanced prototype. There are systems inside him we barely understand yet. You can’t just… take him out of the lab like he’s a toy!”

“He’s not a toy,” Y/N said firmly, crossing her arms. “And he’s not just a prototype either. He’s Elias.”

Michael froze again. “...What did you just call him?”

“Elias,” Y/N repeated, turning to glance back at the puppet with a soft smile. “It’s his name. I gave it to him because ‘Prototype-7A’ isn’t a name—it’s a serial number. Elias suits him better.”

For a moment, Michael said nothing. He simply stared at his little sister, standing protectively in front of a machine that shouldn’t have emotions or thoughts of its own—but somehow, under Y/N’s gentle care, did.

Michael finally sighed, his shoulders slumping in defeat. “Y/N… you can’t keep doing this. He wasn’t built for this kind of bond.”

“But he has one now,” Y/N said softly.

Elias’s head tilted slightly as his synthetic eyes flickered, his servos whirring faintly. “I do not understand… but I will protect Y/N.”

Michael let out a hollow chuckle, pinching the bridge of his nose. “Great. My million-credit prototype is now… a glorified bodyguard with bows in his hair.”

Y/N’s eyes lit up with a glimmer of victory. “See? He’s perfect!”

Michael gave her a tired smile and stepped closer, ruffling her hair. “You’re impossible, you know that?”

“I learned from the best,” Y/N quipped back.

Michael turned to Elias. “Come on. We need to get you back to the lab before the others start asking questions.”

Elias rose smoothly, towering over both of them, his ribbons bouncing slightly with the motion. Y/N reached out and gave his synthetic hand a small squeeze.

“See you later, Elias,” she said softly.

Elias inclined his head slightly. “Goodbye,

Y/N.”

As Michael guided Elias out of the room, he glanced back one last time to see Y/N carefully gathering the leftover ribbons.

The door clicked shut behind them, leaving Michael walking beside the puppet in silence. After a moment, Michael sighed.

The walk back to the lab was heavy with tension. Michael’s steps were brisk, his hand resting firmly on Elias’s shoulder as he guided him through the sterile halls. The pastel bows still sat delicately tied into Elias’s synthetic hair, their soft colors a stark contrast to the cold, metallic structure of his frame.

When they reached the heavy lab doors, Michael quickly punched in the access code. The mechanical hiss of the doors opening did nothing to mask the low murmur of anxious voices inside. The moment Michael stepped in with Elias, the conversations died down, replaced by wide-eyed stares and heavy silence.

“Dr. Laurent!” Dr. Finch’s voice cracked like a whip across the lab. He was already stalking towards them, his clipboard clutched tightly in one hand. “Where in the world have you been? Prototype-7A has been missing for over an hour!”

Michael didn’t stop walking, his focus on guiding Elias back to his platform. “Finch, he’s fine. He’s back, and there’s no damage or issue with his systems.”

“Fine?” Finch’s voice rose slightly, his face twisted in frustration. “He’s not a child you can let wander off, Michael! Prototype-7A is an extremely valuable and dangerous asset. And—” Finch’s eyes zeroed in on the pastel bows tied neatly into Elias’s dark hair. “And what is this? What is this nonsense?”

Michael exhaled heavily, pinching the bridge of his nose. “It’s nothing, Finch. Drop it.”

“Nothing? He looks like he’s been… decorated!” Finch sneered, his eyes darting to the other researchers who were trying—and failing—to suppress their amused glances.

Michael turned Elias around gently, guiding him back to his platform. Elias stepped up onto it with mechanical grace, lowering himself into the seat as Michael began reconnecting the diagnostic cables to his ports.

“Look,” Michael said tightly, without turning back to face Finch. “Prototype-7A is stable. There was no system breach, no mechanical failure, and no harm done. End of discussion.”

But Finch wasn’t finished. “End of discussion? Do you understand the implications of what happened today, Michael? He was gone. And don’t think I didn’t notice where you found him.”

Michael froze briefly before resuming his work. Finch’s voice dropped lower, venom dripping from every word.

“You found him with your sister. Tell me, Michael, was that… playtime productive? Did your little sister enjoy her tea party with Prototype-7A?”

Michael’s shoulders stiffened, and for a brief moment, the air in the lab felt suffocating. Slowly, he turned to face Finch, his tired eyes sharp with warning.

“Watch your tone, Finch.”

But Finch wasn’t backing down. “You’re letting sentiment cloud your judgment, Michael. Prototype-7A isn’t a companion. He’s a weapon—a tool. And tools don’t belong in the hands of children. They don’t belong anywhere outside this lab.”

The sharp sound of Finch’s voice seemed to echo in the sterile space. The younger researchers exchanged nervous glances, their unease obvious.

Then, a soft voice broke the silence.

“Dr. Finch,” Elias said evenly, his synthetic voice calm yet somehow sharp in its clarity. His glowing red eyes locked onto Finch without blinking. “Y/N placed the ribbons in my hair.”

The lab fell completely still.

Finch stared at him, frozen mid-breath, his eyes wide. Around him, the other researchers were caught somewhere between fascination and fear.

Michael cleared his throat softly, his voice steady but quieter. “Prototype-7A didn’t malfunction, Finch. He didn’t disobey any orders, he didn’t override any programming. He followed Y/N because… because she asked. And he did it without hostility, without violence. That’s not a failure—that’s progress.”

Finch’s mouth opened and closed a few times before he managed to stammer out, “That’s… that’s impossible. He shouldn’t—he can’t—respond to emotional cues. He’s… he’s…”

“A prototype?” Michael finished for him, his tone carrying an edge of bitterness. “Isn’t that what you keep calling him? Prototype-7A. Like he’s just some piece of equipment. But he’s not, Finch. He’s learning. He’s adapting. And whether you like it or not, that’s proof of success.”

Finch stepped back slightly, his face pale but his scowl still firmly in place. “This… this is dangerous, Michael. You’re walking a fine line. If the IPC gets wind of this…”

“Then let them,” Michael said softly, his tired eyes locking with Finch’s. “Because one day, you’re going to realize that Elias isn’t just wires and code. And when that day comes, I hope it isn’t too late.”

Without waiting for Finch’s reply, Michael turned back to Elias, adjusting the last cable and giving his shoulder a firm pat. “Rest now, Elias. You did well today.”

Elias’s head tilted slightly in acknowledgment, his glowing red eyes dimming slightly as the diagnostic systems began their cycle.

The pastel ribbons remained in his hair, untouched.

[reasonsforhope]

"As countries around the world begin to either propose or enforce zero-deforestation regulations, companies are coming under growing pressure to prove that their products are free of deforestation. But this is often a far from straightforward process.

Take palm oil, for instance. Its journey from plantations, most likely in Indonesia or Malaysia, to store shelves in the form of shampoo, cookies or a plethora of other goods, is a long and convoluted one. In fact, the cooking oil or cosmetics we use might contain palm oil processed in several different mills, which in turn may have bought the raw palm fruit from several of the many thousands of plantations. For companies that use palm oil in their products, tracing and tracking its origins through these obscure supply chains is a tough task. Often it requires going all the way back to the plot level and checking for deforestation. However, these plots are scattered over vast areas across potentially millions of locations, with data being in various states of digitization and completeness...

Palmoil.io, a web-based monitoring platform that Bottrill launched, is attempting to help palm oil companies get around this hurdle. Its PlotCheck tool allows companies to upload plot boundaries and check for deforestation without any of the data being stored in their system. In the absence of an extensive global map of oil palm plots, the tool was developed to enable companies to prove compliance with regulations without having to publicly disclose detailed data on their plots. PlotCheck now spans 13 countries including Indonesia and Malaysia, and aims to include more in the coming months.

Palm oil production is a major driver of deforestation in Indonesia and Malaysia, although deforestation rates linked to it have declined in recent years. While efforts to trace illegally sourced palm oil have ramped up in recent years, tracing it back to the source continues to be a challenge owing to the complex supply chains involved.

Recent regulatory proposals have, however, made it imperative for companies to find a way to prove that their products are free of deforestation. Last June, the European Union passed legislation that prohibits companies from sourcing products, including palm oil, from land deforested after 2020. A similar law putting the onus on businesses to prove that their commodities weren’t produced on deforested land is also under discussion in the U.K. In the U.S., the U.S. Forest Bill aims to work toward a similar goal, while states like New York are also discussing legislation to discourage products produced on deforested land from being circulated in the markets there...

PlotCheck, which is now in its beta testing phase, allows users to input the plot data in the form of a shape file. Companies can get this data from palm oil producers. The plot data is then checked and analyzed with the aid of publicly available deforestation data, such as RADD (Radar for Detecting Deforestation) alerts that are based on data from the Sentinel-1 satellite network and from NASA’s Landsat satellites. The tool also uses data available on annual tree cover loss and greenhouse gas emission from plantations.

Following the analysis, the tool displays an interactive online map that indicates where deforestation has occurred within the plot boundaries. It also shows details on historical deforestation in the plot as well as data on nearby mills. If deforestation is detected, users have the option of requesting the team to cross-check the data and determine if it was indeed caused by oil palm cultivation, and not logging for artisanal mining or growing other crops. “You could then follow up with your supplier and say there is a potential red flag,” Bottrill said.

As he waits to receive feedback from users, Bottrill said he’s trying to determine how to better integrate PlotCheck into the workflow of companies that might use the tool. “How can we take this information, verify it quickly and turn it into a due diligence statement?” he said. “The output is going to be a statement, which companies can submit to authorities to prove that their shipment is deforestation-free.” ...

Will PlotCheck work seamlessly? That’s something Bottrill said he’s cautiously optimistic about. He said he’s aware of the potential challenges with regard to data security and privacy. However, he said, given how zero-deforestation legislation like that in the EU are unprecedented in their scope, companies will need to sit up and take action to monitor deforestation linked to their products.

“My perspective is we should use the great information produced by universities, research institutes, watchdog groups and other entities. Plus, open-source code allows us to do things quickly and pretty inexpensively,” he said. “So I am positive that it can be done.”"

-via Mongabay, January 26, 2024

--

Note: I know it's not "stop having palm oil plantations." (A plan I'm in support of...monocrop plantations are always bad, and if palm oil production continues, it would be much better to produce it using sustainable agroforestry techniques.)

However, this is seriously a potentially huge step/tool. Since the EU's deforestation regulations passed, along with other whole-supply-chain regulations, people have been really worried about how the heck we're going to enforce them. This is the sort of tool we need/need the industry to have to have a chance of genuinely making those regulations actually work. Which, if it does work, it could be huge.

It's also a great model for how to build supply chain monitoring for other supply chain regulations, like the EU's recent ban on companies destroying unsold clothes.

[mariacallous]

An online course founded by far-right influencer Andrew Tate was breached by hackers, revealing the email addresses of roughly 325,000 users.

The self-described online university, known as The Real World, offers users “advanced training and mentoring” for around $50 per month. Formerly known as Hustler’s University, the platform focuses on topics such as health and fitness, financial investment, and e-commerce businesses.

“Money making is a skill,” the website states. “We will teach you how to master it.”

On Thursday, the hackers made their actions known by flooding the course’s primary chatroom with emojis they uploaded while Tate was streaming an episode of his show “Emergency Meeting” on Rumble.

The emojis included a transgender flag, a feminist fist, an AI-generated image of Tate draped in a rainbow flag, another where his buttocks are enlarged, and the cat character used in the “boykisser” meme.

The Daily Dot was provided with approximately 794,000 usernames for what are believed to be the site’s current and former members, as well as the contents of the platform’s 221 public and 395 private chat servers. A list of 324,382 unique email addresses that appear to belong to users who were removed for failure to pay was also handed over.

In a statement on the breach, the hackers claimed that after accessing the data they were able to leverage a vulnerability “to upload emojis, delete attachments, crash everyone’s clients, and temporarily ban people” from the platform.

The Real World claims it currently has over 113,000 active users. If accurate, the site at minimum would generate upwards of $5,650,000 every month.

A source with knowledge of the breach told the Daily Dot that “hacktivism” was cited as a motive, and that the platform’s security was described as “hilariously insecure.”

Analysis of the chat logs by the Daily Dot shows everything from inspirational quotes and progress updates to complaints over the “LGBTQ agenda.”

“Maybe it’s just the MSM, but I am starting to fear for my own safety and the future of the USA,” one user wrote following the first assassination attempt against former President Donald Trump. “Shootings every day, LGBTQ agenda, the matrix, I live in a very good area with a very good home life but I am sick of all this garbage happening here.”

Tate, a 37-year-old former reality TV star and kickboxer, is known best as a leading figure in the “manosphere.” The manosphere is described as a series of websites, blogs, and forums that primarily promote masculinity, although critics argue that a significant portion of the content is toxic in nature.

Tate previously described himself as a misogynist and is known for his disparaging views towards women. A dual U.S.-U.K. national, Tate is currently awaiting trial on human trafficking charges in Romania. In total, Tate is facing five legal investigations stemming from Romania and the U.K. Other allegations include those involving the rape and sex trafficking of minors, as well as forming an organized crime group to sexually exploit women. Tate has denied the charges.

The email addresses from the dump were provided by the hackers to HaveIBeenPwned, a service that alerts users when their credentials are leaked. Those email addresses as well as the chat data were also handed over to the journalism collective DDoSecrets, which hosts hacked and leaked data in the public interest.

[robfinancialtip]

In this video, I explain how we're leveraging AI capabilities at the core of Buyist Pro's platform. While basic AI tasks like generating product page titles can be done with ChatGPT, our platform's true power lies in its ability to analyze comprehensive website data. By processing every visit, action, and interaction log, our AI provides insights in seconds that would traditionally take hours of manual analysis. This depth of data integration sets us apart from simple ChatGPT applications.

[skylarmoon71]

Miguel O' Hara (Across the Spider Verse) - Oneshot

Miguel has had his share of dysfunctional and annoying spider-men and women. So he’s always willing to admit when he meets a dependable one. 

Your work ethic was commendable. You’d been recruited by Jessica who raved about how you helped her in a bind apprehending one of the anomalies. You were trained, efficient, ambitious both in the field as well as your personal life as a coach. On paper, you were the perfect worker. The only problem seemed to be…him. 

Whenever you were on a mission with all of them, you were hyper-focus. Your attention never strayed until the work was done and the villain was caught. Like most assignments, they reported back to headquarters to log their most recent anomaly. Miguel gave a brief and further expectations. One by one the room would clear out. For a moment you would just stand there. The second you realized that it was just you and him, he prepared for it, the excuse that followed. You’d suddenly become tense and yell..

“I-I have to feed my cat!!” 

Just like that you were out the door faster than a bullet. 

As far as he knew, you didn’t have a cat. Not that he would call you on it. 

Yes, you were an exceptional worker. You just apparently detested him. 

“What did you do to her?” Lyla's judgmental tone called.

“I didn’t do anything.” Miguel growled. He was just as puzzled as her. It’s true that he’s not the most friendly person, but he was that way with everyone. Most of them had just gotten used to it. He couldn't recall ever yelling at you. You hadn’t even done anything that even warranted a lecture from him. He racked his brain for an explanation but all he came up with was the many excuses you’d presented to escape his presence. 

Like,

“I-I forgot my laundry in the machine!” 

“M-My goldfish is sick!” 

“I-I left the stove on!” 

“I-I have to go!!” 

The crease in his brow deepened. Because he felt like it was just a matter of time before you decided that you didn’t want to work for him anymore. It’s not like he had a scarcity of spider people, but he valued your skills. Especially the fact that he didn’t have to yell behind you like a child. It was nice to have an adult who actually acted like one. 

Unlike Parker. 

“Hey Miguel!!” 

Speak of the devil.  

Peter walked in with Mayday in tow who immediately jumped onto Miguel’s shoulders the second she was within reach. His scowl stayed planted, even when she started messing with his cheeks, her giggles following. 

“Heh, he’s not so scary right Mayday.” 

She nodded with a tooth grin and Miguel just turned back to the platform. 

“If I ignore him he’ll go away.” 

One could hope. 

The week proceeded and he’d gotten back to his analysis, scanning through any more potential threats. Lyla was doing her own little research, hovering over his shoulder as he flipped back and forth through reports and unusual activity. The door opening behind him alerted that his crew had arrived. 

“We have a new sighting on Earth 234.” 

Miguel turned. 

Gwen, Hobie, You and Jessica.

He felt comfortable with the crew. 

“I’ll be coming with you on this one. Lyla said there might be two this time.” 

“Sounds like a challenge.” Gwen cheered. Hobie just leaned against the wall. 

Miguel closed the current tab, eyes moving to his watch as he typed in the necessary coordinates to head out. They all filed in the second it was present, ready for anything. Miguel’s instructions had been to split up into groups. 

“(Y/N), you’re with me. Gwen, Hobie, head to the South. Jessica, North.” 

Everyone nodded, taking off in their instructed directions. Your eyes were fixated ahead as you jumped from building to building right beside Miguel. 

“How bad is the damage so far?” You questioned. 

“The third floor of a building was struck. We’ll need to prepare for a collapse.” 

“Alright.” 

You’d already shifted into battle mode. Miguel couldn’t help but steal a glance. As far as he could see, there was no issue. It was still eating at him. He decided at that moment that after this trip he needed to confront you. Figure out the problem and solve it. 

The screams ahead pulled his focus. 

“(Y/N).” 

“On it!”

You swung around the building, spotting what looked like a mutant lizard. It hissed the second it saw you and you fired a kick, knocking it right off its feet and harshly against the pavement. You landed easily in front of it and Miguel took the opportunity to grab the woman who’d been cornered by the beast. He made his way over to the police vehicle, landing and placing her on her feet. She looked up, grateful and still a bit shaken as an officer guided her away. 

“It’s good to see you again.” The Chief called. 

Miguel nodded, turning back when he saw you tying the lizard up. 

“Is it just one?” 

The Chief nods. 

“As far as we saw. But you need to be careful. He had some kind of device. My officers disabled it, but he’d already released some kind of suction. It took a few items into the air. We’re still getting some falling objects. We’ve blocked off this part of the city. There was activity in the North and South part of town.”

Miguel felt better knowing he’d already sent reinforcements. The others could handle that. He glanced over when he saw a portal close at your side. You were next to him in seconds. 

“Peter just took in our lizard guy, but I just barely dodged getting hit by a metal pole.” 

He saw said pole standing upright, wedged into the concrete. 

“Get all your men to a secure area, we’ll handle this.” 

“You got it, we’ll shelter at the center.” 

He gestured to the officers, yelling for them to fall back. Miguel turned back to you once they cleared the area. 

For the next half hour, you and Miguel spent it using your webs to catch any fallen debris that was present. Jessica, Gwen and Hobie had returned some time after. 

“All clear boss!” Gwen saluted. 

Miguel seemed content with the result. There were no casualties to speak of and the capture of the latest anomaly had gone by very smoothly. He felt confident to call it a day. He turned to do just that, you were not much further behind him. Gwen and the others had already started walking away when he gave the word. Jessica opened a portal and they were about to step in when they all seemed to flinch, turning to him.  

“Watch out!!” 

Miguel was confused about the cause for their alarm. When he looked up, the car that was falling bumper first confirmed their panic. He didn’t have a chance to even brace for impact. He didn’t have to, because two thick streams of web stuck to either end of the car as you forced it in your direction. You grabbed it when it was within reach, holding the weight. They all stared, a bit relieved as you slowly placed the vehicle to the floor. 

The metal creaked at the dropped weight, and you straightened. Gwen rushed over to you with a big smile. 

“That was awesome!!” 

You returned her smile. Hobie trailed over with a smirk of his own. 

“Good catch.” 

You flushed, rubbing the back of your head. 

“I-It was nothing.” 

They continued to flock to you and Miguel simply stared. You’d quite literally saved him from possibly a week’s worth of pain. Lyla popped up with a hum. 

“I guess she doesn’t completely hate you. She could have just let it squash you like a bug.” 

“Thank you for the imagery.” 

He was careful to do an additional scan before they finally left that earth. As he stepped into the lab, he did his usual debrief. With a few words exchanged, the room began to clear. You waited attentively for him to give you any additional comments. With your mask removed you just looked curious. But the minute you took in the lack of other personnel, he saw the change on your face and he could already predict an excuse coming. 

“I-I need to water my plants!!” 

You tried to make a dash for it, but he jumped from the platform, landed right in front of you. You backed away from the door, eyes a bit shaky. Hand clutching your mask. 

“I think we need to have a word.” 

“D-Did I do something wrong?” 

He shook his head. 

“Your work is exceptional. You're a great help to the team.” 

Lyla appeared with a nod of confirmation. 

“T-Then what’s the problem?” 

You were shifting in your spot and Miguel tracked each action, hoping that by some miracle he could figure out why you were now anxious when you’d caught a car not even twenty minutes earlier without so much as a sweat. 

“Do you have a problem working with me?” 

If that was the case he could easily put you in a different area where your meetings would be limited. It would be a bit discouraging to lose you on his main team, but it was better than you leaving completely. He waited patiently for you to speak, but your cheeks turned red and you just started fidgeting with the mask. 

“I-I don’t have a problem working with you..” 

It was said so softly and you refused to look directly at him. Now he was even more perplexed. Lyla tilted her head, and after a second she cooed. 

“Oh! How cute!” 

She was gushing, and he turned, a little annoyed that Lyla seemed to figure it out when he was still lost. 

“What is it?” He growled, impatient. 

“She has a crush on you!” 

Lyla said it like it was the most obvious thing in the world. The color brightened on your cheeks and Miguel looked at you for some kind of denial, but when you looked up at him, his eyes widened. Your gaze held such an innocent adoration that almost made him think he was hallucinating. He’d never really seen you look at him with anything other than respect and professionalism. Your feelings were written all over your face now and he wondered how he could have missed it. After a few moments it finally became too much. You closed your eyes. 

“I-I should go!!” 

You ran around his body, out the door. 

Miguel was left standing there in a state of shock. 

[reflections-in-a-critical-eye]

Hiii, miss me?

Now you want to kiss me (or have to? Wasn't there a song like that?)

This month my blog turned two years old. I got the notification in my email. Last year I made an entire celebration post by publishing the funniest/ridiculous asks I got. There were good times back then. Still. Not so much afterwards.

I wasn't the nicest presence in the last few months leading to me abandoning the blog. And I wasn't too discreet about it. Although there was more to it, a lot more. But I'll get there.

First things first. Why am I here when on the 24th of March I dramatically declared that I'm leaving forever? Well, that was a very emotionally-charged post and the result of a few factors. I'm not entirely proud of how I made my exit, but it's also a true reflection of my personality so there's no point in making excuses. Nevertheless, I will explain as much as I can (I still care about privacy, just like before).

On that Friday, I woke up excited. I took a day off from work (yes...I know), I listened to Face, watched the music video. All good. But I was also dreading a bit having to come here because I knew there was this expectation of me to come up with some thought-provoking analysis, say something smart and all that. I was exhausted on all levels, emotionally and intellectually. I had also promised to leave after the promotions were over, somewhere in the middle of April (who would have thought it would last 9 days? Not me), but the plans changed. Not to drag it too much, but on that day I also officially announced to some concerned parties that I'm changing career paths. You know, just something I thought I'd be doing until the day I die and I've been working towards for at least 10 years. No big deal. I was planning on doing it anyway, but actually saying the words and make it real is a different story. I felt extatic, full of adrenaline, so happy with my decision and at that moment, it felt the right time to close BMT. It was somehow directly connected. I made the blog as an escape and now I got the opportunity to turn the page over. It was perfect. Best day ever. I clicked post, I logged out, and then I sat. And after a while, the reality of my decisions hit me in the face. And I felt sad and empty because what the hell am I doing now and what is my identity? I closed my blog too which was my main hobby. And so followed some difficult days. And then it got better. And then bad again. And so on, because it's a roller coaster.

The thing is, I can change my interests, but I can't stop myself from being opinionated. And getting excited. And wanting to talk about it. And share all that on a public platform with some strangers that are interested in what I have to say. Or they used to. It's who I am.

This blog won't remain Bangtan Media Thoughts because I want more than that. I will rebrand this page. I could start fresh with a new blog, but this is still my space and I know some people were interested in reading about other things as well from me, not just BTS. I hope I can built something from that.

The blog won't reflect only a specific niche of interests, but everything that I like in terms of pop culture. From movies, music, fashion, gossip, you name it. Including Kpop. And if I feel the need to rant about Hybe after talking about Ryan Gosling's Ken, I will. Same about JM, JK or whoever I feel like it. If there is a good advice that I got in the last few months, is to adapt and not force myself to abandon something completely. Because it's not as easy as it sounds. And to be honest, it was easier to give up smoking than completely lose interest in kpop. It's a habit. Perhaps this new blog will reflect the way I try to deal with that. A bit more honestly, a little less discourse, certainly less essays because I don't have them in me at the moment. But never say never. This blog will be all me, not just BMT.

I will change the name and url 24h after I post this. This will be an opportunity for all my followers to decide if they want to stay or they are not interested in the new direction. Feel free to do as you please. I welcome new people and greet the old ones who didn't hit unfollow for some reason.

It will go like this:

Bangtan Media Thoughts > Reflections in a Critical Eye

New theme, new profile photo, new beginnings.

All the old posts will still be here. I don't plan on deleting anything. They are all a product of me and my brain and they have their place. I'll probably pin some new posts these days that have to do with the rebranding. It will be like a construction site, but it will be worth it.

One last thing though. After I abruptly left, I received some DMs. I saw them back then. I do feel sorry about those who wanted to check in with me or with whom I used to talk regularly. But I do hope that some of the things I said today will explain my behavior. I also won't start communicating again like that, at least for now. I always felt a bit pressured and I'm not the best at maintaining conversations in private. If that changes, I'll make that clear.

That's it for now. I'm excited. I feel like writing again so here's to another chapter.

My inbox is open and will be, just as usual. No more messages to BMT, but you can call me M. Like in the Bond movies 😉

[justinspoliticalcorner]

Tom Durante at Mediaite:

Fox News is logging into HughTube. Conservative commentator Hugh Hewitt has joined Fox News Channel as a contributor, the network announced in a statement Friday morning. In his new role, Hewitt will provide analysis across all platforms, and will make his debut Friday night on Special Report With Brett Baier, the network said. Hewitt, the host of The Hugh Hewitt Show on the Salem Radio Network and Salem News Channel was a pro-Donald Trump voice in the editorial pages of The Washington Post until November, when he left the paper after walking out of a live event. Back in December, Hewitt blasted the White House press corps as “no use to the country” and said he’d “ban everyone” from briefings with the exception of the Fox News senior White House correspondent Peter Doocy.

Right-wing commentator Hugh Hewitt has been hired by GOP propaganda organ Fox “News” as a contributor. Hewitt hosts a radio show on Salem Radio Network, and previously served as a contributor to MSNBC/NBC News and The Washington Post.

[emplytics]

From Burnout to Balance: Is Project Resource Planning the Ultimate Solution?

Burnout is no longer a silent intruder in the workplace, it’s a widespread disruption, silently eroding productivity, morale, and innovation. With increasing pressure to meet deadlines, deliver quality outcomes, and align with dynamic goals, teams often find themselves trapped in chaotic workflows. The divide between what is expected and what is delivered continues to grow. This is where a shift towards project resource planning has emerged as a beacon of stability.

A structured approach to resource distribution isn’t merely about scheduling—it’s about restoring order, clarity, and purpose. It offers a comprehensive overview of skills, schedules, and assigned roles. When implemented effectively, it transforms a fractured process into a seamless operation.

The Root Cause of Burnout Lies in Poor Planning

Workforce exhaustion often results from uneven workloads, poorly defined roles, and misaligned priorities. Without visibility into task ownership and team capacity, employees juggle conflicting objectives, causing fatigue and disengagement. Leadership, in such scenarios, often reacts to symptoms rather than solving the underlying problem.

A well-devised planning system allows businesses to align their human capital with real-time project needs. It enables early detection of overload, bottlenecks, and inefficiencies. More importantly, it allows for a preventive, not reactive, managerial style.

Clarity Creates Confidence

When people know what they’re doing, why they’re doing it, and how their contributions affect the bigger picture, confidence and accountability naturally increase. Task transparency reduces confusion and eliminates duplicate efforts. A clearly mapped schedule lets employees manage time more effectively, promoting both efficiency and mental well-being.

Resource forecasting through intelligent tools supports realistic deadlines and reduces rushed outputs. Balanced task assignment nurtures sustained momentum and steady performance without burnout. This clarity becomes the silent catalyst behind exceptional team dynamics.

Enhancing Performance with Technology

Technology enables precision. Gone are the days when Excel sheets dictated workforce allocation. Today’s systems offer intelligent dashboards, behaviour analytics, and workload forecasting—all in real-time. Modern tools serve as operational command centers where strategy, execution, and evaluation coexist seamlessly.

Key Platforms That Reinforce This Shift

EmpMonitor stands out as a workforce intelligence platform that provides real-time employee tracking, productivity breakdowns, and application usage analytics. Its strength lies in mapping behavioural patterns alongside performance. Automated timesheets and screen activity logs, ensure that resource management decisions are data-driven and transparent. EmpMonitor excels in both in-office and remote team settings, offering flexible yet detailed oversight.

Hubstaff contributes to this ecosystem with its GPS-enabled framework, making it well-suited for mobile teams and field-based activities. It tracks time, location, and task completion metrics, allowing for accurate billing and service delivery analysis. 

Desk Time focuses on simplicity and intuitive design. It’s suitable for creative and agile teams that prioritize clean time-logging and visual timeline management. 

Together, these platforms showcase how digital tools revolutionize resource planning with actionable intelligence and minimal manual effort.

Turning Data into Action

One of the most profound benefits of structured resource planning lies in turning raw data into strategy. By monitoring time investment, engagement trends, and workflow pacing, leaders can adapt schedules, reallocate resources, or restructure priorities before productivity drops.

More than numbers, it’s about understanding human bandwidth. This employee wellbeing strategy leads to smarter delegation, increased autonomy, and performance-based adjustments—all essential for a healthy work environment.

Building a Culture of Preparedness

Effective planning isn’t just operational—it’s cultural. It breeds discipline, encourages ownership, and ensures employees are equipped to deliver without overstretching. With real-time insights, feedback becomes continuous rather than occasional. It also supports upskilling opportunities by revealing gaps where intervention is required.

By embedding structure into everyday functions, teams become more responsive and less reactive. The culture shifts from chaotic urgency to composed delivery.

You can also watch : How to Use Live Screen Monitoring in EmpMonitor | Step-by-Step Guide

Conclusion: The Balance Blueprint

Balance in today’s professional landscape stems not from lowered aspirations, but from strategic and refined execution. Organizations that synchronize effort with available capacity tend to achieve higher productivity and demonstrate greater resilience. With the right structural approach, maintaining equilibrium becomes both attainable and enduring.

The integration of project resource planning allows for thoughtful decision-making that respects both business goals and human limits. It’s not merely a managerial practice—it’s the framework for organizational health. For teams fatigued by inconsistency and overwhelmed by misalignment, this approach marks the transition from burnout to balance.

In a fast-paced world, the organizations that thrive will not be those that push harder, but those that plan smarter—with clarity, control, and compassion.

[dearestscript]

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Your Data on the Line: How Trump and Palantir Are Watching Every American

In recent weeks, a growing network of data‐sharing initiatives has quietly knit together disparate government systems into what increasingly looks like a unified surveillance apparatus.

At the center of this push is Palantir Technologies—Peter Thiel’s data‐analysis firm—which has racked up more than $113 million in federal spending since 2017 and just won a new $795 million Department of Defense contract to expand its “Foundry” platform across the U.S. government.

From Executive Order to “Master Database”

In March, President Trump signed an executive order directing all federal agencies to break down data silos and share information freely. According to The New York Times, the administration has tapped Palantir’s Foundry to stitch together records from the Department of Homeland Security, Health and Human Services, the IRS, Social Security Administration, Medicare and more—raising fears that these once‐separate systems will coalesce into a “master database” of every American’s movements, finances, benefits status, health data, and beyond.

Palantir’s pitch is efficiency: better fraud detection, faster emergency response, and “data-driven governance.” But when “efficiency” means having wall-to-wall access to Americans’ most intimate information, the line between public service and state surveillance blurs—and nobody in the administration has publicly outlined guardrails on who can see or act on this mash-up of personal data.

Real-World Examples: How Camera Feeds Fuel New Abuses

1. Abortion Surveillance via ALPR Cameras

Just last week, reporting by 404 Media revealed that a Texas sheriff’s office ran a nationwide lookup of more than 83,000 automatic license-plate reader (ALPR) cameras to track down a woman who had self-administered an abortion—even searching cameras in states like Washington and Illinois where abortion remains legal 404 Media. Marketed as a tool to stop carjackings or find missing persons, Flock’s ALPR network has been repurposed to enforce contested reproductive-rights laws, granting one state’s law enforcement extraterritorial reach into another’s protected domains.

2. ICE’s Side-Door into Local Camera Systems

Simultaneously, immigration authorities have been piggy-backing on the same Flock network. Internal logs show local police around the country performing thousands of ALPR searches for “ICE,” “immigration,” and “deportation” reasons—even though U.S. Immigration and Customs Enforcement has no formal contract with Flock 404 Media. This “informal” access effectively turns small-town camera grids into a nationwide dragnet, enabling federal agents to track immigrant communities without oversight or transparency.

What Else Could This Database Be Used For?

Once data from tax returns, benefit records, license plates, and even social-media accounts are fused into a single pool, the possibilities for invasive—and often illegal—applications multiply:

Political Surveillance & Protest Policing Merge DMV photos with protest footage to identify marchers, then deploy audits or criminal charges to chill dissent.

Predictive Policing & Risk Profiling Feed individuals’ location, purchase, and communications histories into AI models that rank “public-safety risk,” justifying preemptive stops or heavier patrols in certain neighborhoods.

Voting Suppression Cross-reference voter rolls with benefit-recipient lists or travel patterns to flag “suspicious” ballots or intimidate targeted demographics with misleading outreach.

Insurance & Employment Discrimination Insurers and employers could buy or co-opt government data to deny coverage or jobs based on health history (e.g., clinic visits), credit records, or even past travel.

Family Separation & Child Protective Actions Social-services and education records fused with location data could trigger automated CPS investigations—potentially resulting in unwarranted removals of children from their homes.

Commercial Exploitation & Data Brokerage Once assembled, this all-in-one dataset would be a gold mine for marketing firms—enabling ultra-targeted ads and price discrimination down to the individual.

Each of these scenarios leverages the same dynamics: previously siloed data—whether from the IRS, SSA, camera networks, or cell-tower logs—becomes instantly searchable and actionable under Palantir’s dashboard. As more agencies sign on, opt-out becomes nearly impossible without losing access to essential services.

Can We Stop It?

Legal challenges by privacy advocates, labor unions, and student groups are now underway, arguing that this mass data-sharing violates constitutional protections against unreasonable searches and pinpoints marginalized communities for surveillance. Yet until courts impose clear limits or Congress enacts robust privacy legislation, the federal government—and its tech contractors—will continue to expand this unprecedented data empire.