istealcheetos

culture

Bitcoin in a Red Envelope

SalmaChan

AskSN

What do you mindlessly collect?

k00b

Matchboxes, weird but I like the different designs

devs

I am building a minimal behavior prediction engine called [TiresiasIQ (v2)](https://github.com/axelvyrn/TiresiasIQ) that:

- Logs user emotions/actions via a Streamlit GUI
- Extracts keywords, sentiment (TextBlob), and vector embeddings (spaCy)
- Combines them with normalized temporal cues (hour, weekday)
- Trains a simple 2-layer FFN using Keras on the sqlite3 db created

all through python
Then, given a natural query (e.g. “Will I cry at 11PM?”), it extracts the verb “cry,” embeds it, and predicts likelihood.

```
                    ┌──────────────────────┐
                    │    User Log Input    │ ◄───── "I feel empty after the breakup"
                    └─────────┬────────────┘
                              │
                ┌────────────▼────────────┐
                │  NLP Feature Extractor  │ (spaCy + TextBlob)
                └────────────┬────────────┘
                             │
      ┌──────────────────────┼────────────────────────────┐
      │                      │                            │
┌─────▼──────┐       ┌───────▼────────┐         ┌─────────▼────────┐
│ Keywords   │       │ Sentiment      │         │ Action Verb      │
│ (Entities, │       │ (Polarity &    │         │ Extraction via   │
│ Lemmas)    │       │ Subjectivity)  │         │ VERB/NOUN Lemmas │
└─────┬──────┘       └───────┬────────┘         └─────────┬────────┘
      │                      │                            │
      └──────────────┬───────┴───────┬────────────────────┘
                     │               │
                     ▼               ▼
           ┌───────────────────────────────┐
           │  Temporal Features Extractor  │ (Hour, Weekday)
           └────────────────┬──────────────┘
                            │
                            ▼
             ┌────────────────────────────┐
             │   Feature Vector Builder   │
             │ [keywords + sentiment +    │
             │  action embedding + time]  │
             └────────────┬───────────────┘
                          ▼
          ┌─────────────────────────────────┐
          │  Feedforward Neural Network     │
          │ keras.Sequential([              │
          │   Dense(32, relu) → Dense(1, σ) │
          │ ])                              │
          └──────────────┬──────────────────┘
                         ▼
               ┌────────────────────┐
               │ Prediction Score % │ ◄──── "Cry: 78% at 11PM"
               └────────────────────┘
```
(yeah mermaid didn't help)

It’s flat-featured for now (FFN only), but I’m running into some conceptual design questions:

How do you model semantic drift in action verbs over time of day?

E.g. “run” at 6AM = jog, “run” at 11PM = escape, “run” during a breakup = avoid

Given the evolving semantic drift of verbs over time and polysemy in user prompts, I want an idea for a good embedding strategy to capture temporal-semantic shifts in the meaning of actions, especially when grounded in subjective time-of-day behavior patterns like in the example. Any ideas would help but I'll pick up the pace after this year 🙏

TiresiasIQ Development Strategy Help

What plans do stackers have tonight? 🌆🌉🤔

flat24

![](https://m.stacker.news/96607)

ooooooooook got it :)

HealthAndFitness

**If you are going to run, RUN AUSTIN!**

![](https://m.stacker.news/96591)
*The 2025 Austin Marathon Clip*

You will be treated to a bucket list experience and some of Austin’s finest sightseeing! Enjoy miles of Austin’s unique neighborhoods, iconic landmarks, and be greeted by cheering crowds as you close in on the finish line in front of the Texas State Capitol on historic Congress Ave.

### Why You’ll Love Running Austin
- 🌇  Scenic Downtown Course: Run past the Capitol, South Congress, and Zilker Park
- 🎶  Live Music Along the Route: Experience the sound of Austin at every mile
- 🏁. Unbeatable Finish Festival: Food, drinks, medals, and dancing
- 💪  Support That Fuels You: Thousands of spectators and aid stations every few miles
- 💥  2026 Special Focus: Celebrating the heroes working in non-profit organizations. These employees will receive 50% off registration.

Ascension Seton Austin Marathon, Half, 5K | Feb 15, 2026

wait u aren't married?!
i thought u had atleast 100 kids :/

btw I had a question to ask you, is your nym a typo like google? is it read backwards or forwards? or is it a number like 100000000000000 (k= 1000, + 00, + b= 1,000,000,000)?

Daily Accountability Thread

Undisciplined

![](https://m.stacker.news/96586)
i can't seem to get close to any of my goals

Stacker_Sports

Weekly Random Sports Pick 'em

StackerSports

BooksAndArticles

W. B. Yeats' Birthday

what about istealek?
no that would go too far, lol

I am a student of humour (light, dark and transparent). You're the first on SN to realise 🥲

> funny connection to my personal life on this very day!

How? 😂

> But say, why would you choose such a nym? a joke? I'm not sure I like it

Of course it's a joke 😂 
Who in their same mind would smuggle children?

news

![](https://m.stacker.news/96386)

A London-bound Air India **Boeing 787-8 Dreamliner crashed minutes after taking off from Ahmedabad's Sardar Vallabhbhai Patel International Airport on Thursday**, killing 241 people on board. Only one person survived.

This was the country's worst air disaster in recent times. Former Gujarat Chief Minister Vijay Rupani was among those killed in the crash. On Friday, Prime Minister Narendra Modi reached the site to take stock of the situation.

Officials said flight AI 171 lost altitude soon after taking off at around 1.30pm, before crashing into the residential quarters of BJ Medical College doctors in Meghaninagar area and combusting in a fiery blaze that sent plumes of thick black smoke spiralling up in the air. The pilot had issued a 'Mayday' distress call, denoting a full emergency, soon after takeoff, the Air Traffic Control at Ahmedabad said.

![](https://m.stacker.news/96387)

Aviation experts said that going by the available visuals, lack of thrust in both engines and a bird hit could be among the probable causes. Visuals from the wreckage area showed bodies being pulled out and the injured, many with burns, wheeled into the city civil hospital close by.

The Centre has formed a high-level committee to probe the crash, Union Minister of Civil Aviation Ram Mohan Naidu said.

Ahmedabad Plane Crash (yesterday) - 241 people killed

Health And Fitness Bot : Extended Guide

**Ladies and gentlemen,**
Today, we gather to celebrate the life and legacy of one of the most luminous figures in the world of literature, William Butler Yeats. Born on this day in 1865, Yeats was not merely a poet but a visionary, a dreamer, and a craftsman of words who wove the threads of Irish identity, mysticism, and universal truths into a tapestry that continues to inspire us all.

![](https://m.stacker.news/96384) 

![](https://m.stacker.news/96385)

Yeats was a poet of paradoxes, a cultural architect and an avid naturalist rooted in the traditions of his Irish homeland yet unafraid to explore the uncharted realms of the spiritual and the modern world. His words carried the weight of history, the beauty of nature, and the complexity of human emotion. From the haunting lines of The Lake Isle of Innisfree to the profound reflections of The Second Coming, Yeats never failed to expose his rhetorics.

On this occasion I would like to present one his most famous poems,

>The Lake Isle Of Innisfree
>
>I will arise and go now, and go to Innisfree,
And a small cabin build there, of clay and wattles made;
Nine bean-rows will I have there, a hive for the honey-bee,
And live alone in the bee-loud glade.
>
>And I shall have some peace there, for peace comes dropping slow,
Dropping from the veils of the morning to where the cricket sings;
There midnight’s all a glimmer, and noon a purple glow,
And evening full of the linnet’s wings.
>
>I will arise and go now, for always night and day
I hear lake water lapping with low sounds by the shore;
While I stand on the roadway, or on the pavements grey,
I hear it in the deep heart’s core.

*Copyright Credit: W.B. Yeats, “The Lake Isle of Innisfree" from The Wanderings of Oisin and Other Poems. (London: Kagan Paul, Trench and Co., 1889.) Public domain.*

Word-of-Mouth Wednesdays

Scoresby

it doesn't true, I had other ways, but this was a bounty bot but still someone can keep track of SN events cross platform, it does improve accessibility.

it used to do but now it doesn't
I resolved the db error in https://stacker.news/items/1000408/r/istealkids?commentId=1001373

Are you a morning or night person?

stack_harder

I'm a night owl. I do most of my stuff coding (decoding), studying, gaming, cooking at night :)
(and it is obvious, and I do not need to mention that stealing kids is obviously a night job)

"Emerge from the darkness, blacker than darkness. Purify that which is impure." 
(「闇やみより出いでて闇やみより黒くろくその穢けがれを禊みそぎ祓はらえ」)

~ Gojo Satoru (Jujutsu Kaisen)