Image recognitionpekerjaan

I am in need of a highly-skilled Python coder with experience in creating and integrating APIs. Specifically, an API for a fingerprint biometric system on the web platform. The ideal candidate should: - Have a soli...APIs. Specifically, an API for a fingerprint biometric system on the web platform. The ideal candidate should: - Have a solid background in Python programming - Possess expertise in the development and integration of APIs - Have a deep understanding of fingerprint biometric systems and their respective data - Have experience coding on a web platform The end goal is to have a fingerprint recognition system on my web platform that is reliable, secure, and highly efficient. The selected API should be integrated into my platform seamlessly. Looking forward to seeing ...

salam bang. sy student final year kat unikl iprom. boleh x tlg buat pasal Number plate recognition guna raspberry pi. apa2 ws sy bang 0165778157

CA memo menggunakan penerbit aset liferay 6.2. Untuk memudahkan webmaster mengemaskini CA memo ke aset publisher fungsi-fungsi dan kemaskini ckeditor diperlukan

Saya punya mockup image dan perlu dirubah untuk menjadi html dan berfungsi, dengan jquery, css, javascript.

membuat aplikasi pengenalan daunasdn;asd;ajsd;asjd;asjd;ajsd;ajsdl oasdajsdj alsdasd alsdjas d;lasdansda sld

The goal is to build a proof-of-concept that embeds additional image data inside the JPEG photographs captured by my drones, using the classic Least Significant Bit (LSB) method. Once hidden, the pictures travel through a FANET where each UAV joins a lightweight consensus round to decide which unit forwards the package to the ground station. By the time the file reaches the base, I want to be able to demonstrate that the payload is intact, immutable, and directly traceable to the specific drone that collected it. Core expectations • A clean, well-commented module that hides and later extracts image-based payloads inside JPEG frames via LSB or other types required. • A simple simulation (or lightweight real-world test) showing at least two drones/nodes running a...

...under US GAAP. The immediate focus is clean, defensible revenue recognition, deferred revenue tracking, month-end close, and tight account reconciliations. You’ll be preparing and posting journals, substantiating every balance-sheet line tied to revenue, and turning the month-end close into a predictable, five-day process. All schedules feed a consolidated reporting pack, so accuracy and clear audit trails are non-negotiable. We live in Excel today—power-user skills (complex formulas, pivot tables, Power Query, VBA macros a plus) are essential. If you also know NetSuite or QuickBooks, great; we may migrate later, but your first few cycles will be spreadsheet-driven. Key deliverables (each month): • Completed revenue recognition schedules with document...

...under US GAAP. The immediate focus is clean, defensible revenue recognition, deferred revenue tracking, month-end close, and tight account reconciliations. You’ll be preparing and posting journals, substantiating every balance-sheet line tied to revenue, and turning the month-end close into a predictable, five-day process. All schedules feed a consolidated reporting pack, so accuracy and clear audit trails are non-negotiable. We live in Excel today—power-user skills (complex formulas, pivot tables, Power Query, VBA macros a plus) are essential. If you also know NetSuite or QuickBooks, great; we may migrate later, but your first few cycles will be spreadsheet-driven. Key deliverables (each month): • Completed revenue recognition schedules with document...

...offers professional quantity-surveying services throughout New Zealand’s Bay of Plenty. I’m ready to refresh the brand with a clean, contemporary logo that feels every bit as precise and dependable as the estimates we deliver. What I have in mind – Style: unmistakably minimalistic, avoiding clutter and gimmicks. – Colour palette: a confident Black and Orange pairing for strong contrast and easy recognition across print and digital media. – Structure: text with an accompanying icon. “Cost Lab” should be the hero wording, while “Limited” can appear smaller or sit in secondary text if it improves balance. Creative direction The icon can hint, in an abstract way, at measurement, precision or construction—think smart grid l...

I need...practices for data preprocessing, model selection, evaluation and error analysis is essential, along with tips on how to present this work in a résumé or GitHub repo. Deliverables I have in mind: • A personalised learning roadmap with milestones • Live or recorded sessions focused on theory followed by coding walk-throughs • Two to three guided projects (e.g., text classification, named-entity recognition, simple chatbot) that I can showcase • Brief feedback on my code, documentation and interview explanations Please highlight your relevant experience with NLP frameworks and any mentoring or teaching you’ve done when you reply. We’ll agree on timelines, session format (Zoom, Jupyter notebooks, etc.) and any additional ma...

Daily Job, Monthly Salary. Hello, I run shayari YouTube channel and I’m ready to hand off few tasks from research to publishing the video: recording the Hindi voice-over and polishing each video in InShot, creating videos. Daily 3 videos, maximum 2-3 minutes each. For every episode I’ll supply the raw script, reference clips and any background music (sometimes). Your job is to record a calm, soothing narration in clear, natural Hindi, then drop that track into InShot, trim where needed, match the timing to the visuals and export a crisp 1080p file ready for upload. create video from scratch to publishing. We release short videos—usually 2-3 minutes—so quick turnaround matters. daily job, monthly payments. Clean audio (no hiss or pops), consistent volume ...

...Appreciation Clause. The Value Proposition for the Trustee This appointment offers the Trustee the opportunity to steward a "Witness to the Archean Earth." The acquisition of these specimens provides: Prestige: The potential to name a new mineral species or geological variety via the IMA process. Financial Upside: Participation in the 40% net appreciation realized following formal scientific recognition. Institutional Legacy: Permanent custody of a specimen that Giuliani & Groat's framework identifies as a singular geochemical anomaly. How to Apply / Express Interest Interested institutions should submit a Statement of Fiduciary Capability outlining their experience with high-value mineralogical assets and their internal protocols for managin...

...possible). • Genre: “blokblas” puzzle — think block-clearing or block-stacking tension blended with word creation. • Primary mechanic: Word puzzles. Players tap, swipe, or drag letters/blocks to create valid words and clear space before the screen fills. • Visual style: Bright, colourful, casual-friendly. I’m open to your art suggestions, but the UI must stay clean and legible for quick word recognition. • Monetisation hooks: Please leave space for future in-app purchases, rewarded ads, and leaderboards, though implementing the storefront can wait until a later phase. • Deliverables: – A playable APK/IPA (TestFlight build is fine) showing core gameplay loop. – Source project (Unity, Godot, or another e...

I have four products, each offered in several colour variants, and I’m ready to supply all raw photos and other media assets. What I now need are polished, Amazo...frame I want the core product features and simple usage instructions called out, so shoppers understand benefits at a glance. Key deliverables • Optimised JPEG/PNG files that meet Amazon’s current Premium A+ size and resolution specs. • Layered source files (PSD or AI) for any future edits. • A logical file-naming system that clearly separates products, colour variants, and the extra 10-image set. Acceptance criteria 1. Images load in Seller Central without compression warnings. 2. Text and callouts remain legible at both desktop and mobile resolutions. 3. Colour fidelity matches t...

I’m refreshing our existi...new mark should marry a memorable icon or symbol with clean, readable text, all wrapped in a bold, vibrant color palette that stands out far more than neutrals or plain black-and-white ever could. I’ll supply the current logo, brand story, and any supporting files the moment we kick off, so you’ll have clear direction yet plenty of creative freedom to re-imagine the look without losing brand recognition. Please plan to deliver: • 2–3 distinct concept options that fit the brief • Iterative refinements until we land on the perfect version • Final artwork in editable vector formats (AI, EPS, SVG) plus web-ready PNG/JPG If sleek, high-energy identities are your specialty, let’s get started—I’ll p...

A new product line is about to hit the market and I want its visual identity to start strong with a clean, modern-minimalist logo. The mark should rely on a letter-based concept—my brand initials—for instant recognition, avoiding complex icons or illustrative elements. Color direction is set: a balanced blue and grey palette that feels contemporary and dependable. Feel free to explore subtle tonal variations, but please stay within those two hues so the logo remains cohesive across packaging, web, and print. Deliverables I expect: • 3-4 initial lettermark concepts showing different type treatments and spacing approaches • One chosen concept refined through up to two revision rounds • Final files supplied in vector (AI, EPS, SVG) plus PNG and a high...

I have a single PNG that displays digital text, and I only need the date on it changed. The file is high-resolution and I can supply the exact font details so the new date matches perfectly with the rest of the artwork. Please return: • An update...have a single PNG that displays digital text, and I only need the date on it changed. The file is high-resolution and I can supply the exact font details so the new date matches perfectly with the rest of the artwork. Please return: • An updated PNG at the same resolution and color profile • A layered PSD or editable file so I can tweak the text later if needed Everything else in the image must remain untouched—no shifts in layout, color, or sharpness. Let me know your turnaround time and any questions ...

I’m looking for ongoing support to keep my site fresh every single day. The work is purely content-focused: replacing or tweaking existing copy and swapping in new images that I will supply or you click at my studio. No technical maintenance or SEO tasks are needed right now—just reliable, accurate updates so visitors always see the most current information and visuals. Here’s how I see the workflow: • Each morning you will come at studio (10 AM to 6 PM) to upload images, text edits and images. • You’ll log in to the portal admin (Shopify) and implement the changes the same day. • Images should be resized, compressed, and given alt text before upload so pages stay fast and accessible. • Once the updates are live, send me a quick confirmation lin...

I need an image to insert on to an article Theme: Grief Below is the opening paragraph Grief is one of the most complex emotions we will ever face. How do you move through a pain that arrives suddenly, stays longer than you expect, and reshapes the way you breathe, think, and rise each morning? For many, grief is a solitary journey. For others, it is carried in community—bereavement…..END Below are a few ideas and concepts but feel free to come up with an idea. Ideas and concept The Sea arriving in waves, receding, returning, never fully gone but always changing. Image concept: • A calm shoreline at dawn or dusk • Soft, muted blues and greys • Gentle waves, no storm • No people, or a single distant figure seated, facing the horizon The...

...need is custom code that turns the layout into a smooth, sales-ready experience. Here is exactly what I am after: • Gallery enhancement Gallery setup and display to be enhanced. • Gallery search Each gallery should expose a search bar fixed at the top. A visitor types any term that exists in the images’ IPTC tags and the relevant thumbnails filter instantly without a page reload. • Multi-image selection Every thumbnail shows a small checkbox underneath it. Visitors tick as many boxes as they like, then hit a single “Add selected to cart” button—no need to open each file. • Automated tiered pricing Before the customer is bounced to Pixpa’s checkout, a clear price summary appears. The total reflects the number of i...

I need someone with the ability to use ArcGIS Pro. The link below is my assignment step by step Ideal Skills: - Proficiency in ArcGIS Pro - Experience with georeferencing - Attention to detail Please share relevant experience in your application. Need this done ASAP.

... Each file contains a mix of cleanly typed passages and more challenging handwritten notes in the margins. I need every legible word pulled out with the highest accuracy you can achieve and stored directly in a MySQL database, not as flat files. Accuracy matters more than speed; feel free to combine engines such as Tesseract, Google Vision, or AWS Textract—whatever blend gives you the best recognition rate on both printed and cursive text. Pre-processing for skew, noise, and contrast is expected so the handwriting is captured as reliably as the typed sections. The database is already provisioned; I will share connection details and a simple schema suggestion (doc_id, page_no, original_block, extracted_text, confidence_score). If you would rather propose a better structure...

...for the first project. If the project is successful, many additional projects will be assigned. I need realistic images generated using Unreal Engine for training a model - VLM style. Requirements: - Proficiency in Unreal Engine - Experience in generating high-quality realistic images - Ability to create diverse and varied image datasets Ideal Skills: - 3D modeling and texturing - Lighting and rendering expertise - Understanding of machine learning requirements for image datasets Please provide samples of previous work with bids. First Mile stones ( if achieved we will continue to other specified requiremnts described in the document): 1. Building assets preparation-this covers finding and creating the buildings. 2. Other assets preparations- Characters (with their anim...

My YouTube videos need sharp, realistic thumbnails that instantly tell viewers what the episode is about and keep the overall channel aesthetic consistent. Each thumbnail must: • Feature my existing logo in a natural, unobtrusive spot so brand recognition stays strong • Use photographic or photo-real imagery rather than flat graphics or heavy illustration • Convey the core topic in a single glance while maintaining readable composition at 1280×720 I will supply the channel logo files and a brief for each video (working titles, key moments, preferred colour mood). You will source or retouch imagery, handle typography if you feel it complements the realism, and return layered PSDs plus web-ready JPG/PNG. Please include a link to a few past thumbnails&...

My YouTube videos need sharp, realistic thumbnails that instantly tell viewers what the episode is about and keep the overall channel aesthetic consistent. Each thumbnail must: • Feature my existing logo in a natural, unobtrusive spot so brand recognition stays strong • Use photographic or photo-real imagery rather than flat graphics or heavy illustration • Convey the core topic in a single glance while maintaining readable composition at 1280×720 I will supply the channel logo files and a brief for each video (working titles, key moments, preferred colour mood). You will source or retouch imagery, handle typography if you feel it complements the realism, and return layered PSDs plus web-ready JPG/PNG. Please include a link to a few past thumbnails&...

We need an experienced PHP/Apache expert to fix an issue with a very old image upload system. Background We are running an old script: since 2011 Uploaderv6.3.5.0 © The developer no longer exists. The system has been working perfectly for more than 15 years. We have: 3,6 GB images uploaded major revenue impact because images are missing What happened Our hosting provider migrated us to a new server. Since the migration: OLD images → return "File not found" (404) NEW uploads → work perfectly Example admin: Important The image files SHOULD still exist on the server.

Read the requirement file before bidding! it's all written! I am a representative of a large company. I have a budget of $2500 for the first project. If the project is successful, many additional projects will be assigned. I need realistic images generated usin...the first project. If the project is successful, many additional projects will be assigned. I need realistic images generated using Unreal Engine for training a model - VLM style. Requirements: - Proficiency in Unreal Engine - Experience in generating high-quality realistic images - Ability to create diverse and varied image datasets Ideal Skills: - 3D modeling and texturing - Lighting and rendering expertise - Understanding of machine learning requirements for image datasets Please provide samples of pr...

I need a web-based face recognition system that records employee attendance the moment someone shows up, without any manual check-in. Accuracy and speed are more important to me than flashy UI, but the interface must still be clear enough for HR staff to view logs and pull reports with zero training. Core functionality I expect: • Real-time attendance logging as soon as a face is detected • Instant notification alerts (e-mail, push, or SMS—whatever integrates cleanly) when someone signs in, signs out, or when an unknown face appears • Report generation that can be filtered by date range, department, or individual employee, exportable to CSV and PDF • A webhook endpoint so our internal systems can consume every check-in or alert programmatically Fe...

Hello, I run a high-traffic image stock website built with Laravel (PHP). We currently store over 800,000 images on Backblaze B2 (S3 compatible). At the moment, images are being served through a Laravel proxy URL like this: However, the actual files are stored in Backblaze B2. Because Laravel is acting as a middle layer for image delivery, it is increasing server load and slowing down image performance. Current Setup: Laravel PHP backend Dedicated server (16GB RAM / 8 CPU) Cloudflare CDN enabled Images stored in Backblaze B2 Images already stored in multiple sizes (no dynamic resizing needed) What I Need: I want to: Remove Laravel image proxy (stop serving images via PHP). Configure direct CDN-based delivery from Backblaze B2

Images inside my self-hosted Chatwoot have suddenly started taking 10 + seconds to appear whenever I open a conversation. The storage backend is an S3-compatible MinIO bucket running on the same server, and up until recently everything loaded instantly. I personally suspect something inside Chatwoot is stalling the download stream, but MinIO, Nginx, Docker networking or even the underlying VPS could still be part of the story—I need a clear, data-backed answer. The slowdown happens all day long, so it isn’t a peak-traffic issue. You will have SSH access to the machine (Ubuntu, Docker deployment) plus the Chatwoot and MinIO containers. I’d like you to: • Trace the request path end-to-end, review logs and configs for Chatwoot, MinIO, Nginx and the host OS. • P...

The task is to craft a clean, text-only logo that instantly supports brand recognition for my small organization. A classic, timeless feel—think refined typography, balanced spacing, and a layout that will still look fresh a decade from now. Please work within a minimalist palette (preferable Red & White), ensuring full legibility on both light and dark backgrounds. Once approved, I’ll need the final artwork supplied in industry-standard, editable formats alongside web-ready assets. • Minimal icons or illustrative marks are needed • At least 5 variations • Vector source: AI and EPS • Raster exports: transparent PNG and high-resolution JPEG • A monochrome variant for embossing and low-ink applications Keep file naming tidy and inclu...

We need to take the attached 5 images ( stickers ) and make them looks stacked or sorted for a single product image, the product will be selling a sticker pack of these 5 stickers / decals. Photo Realistic is ideal!!!

We need to take these 4 images and appear to have them stacked, as if they were for a website product header. Images attached. Final image should be 1000px x 1000px The images themselves are a product that is 1/4" thick, if that helps make them look stacked.

We would like to take the attached 4 images and place them in a way that it looks like they were set out for a single image photo shoot. Single image at 1000px x 1000px for website.

recreate v1 artwork on on to the feather flags template 1 pdf. all file required are in the attached to the project summary . must send back high resolution eps files.

...social-media-savvy designer who can plan and produce polished content across Facebook, Instagram, and LinkedIn. The posts must carry a consistently formal voice while still feeling fresh and engaging. Core content pillars will be: • Product-usage tutorials that clearly demonstrate value • Short educational pieces that position us as a thought leader • Brand-centric creatives that reinforce trust and recognition Because we are still defining our visual identity, the first stage involves distilling colours, fonts, graphic styles, and a basic layout system that can be applied seamlessly to all three platforms. Once that mini-guide is agreed upon, you will create a balanced monthly calendar that speaks to two key audiences: Indian businesses at home and U.S. bu...

I have a collection of PDFs and scanned images that contain a mix of straight text and embedded tables. I will share a clear formatting guide so you know exactly how each column and cell should look in Excel or Google Sheets. The job is to transfer roughly 500–1,000 records into a single, well-structured spreadsheet, preserving every character, number, and line break exactly as they appear in the originals. A good typing speed will certainly help, but what matters most is accuracy: no spelling slips, no misplaced decimals, and consistent formatting from the first row to the last. I’ll review the file against the source documents, so please double-check your work before handing it in. Deliverables • One Excel workbook (.xlsx) or Google Sheet, fully formatted to the guid...

I have a straightforward data-entry task that involves handling images rather than text or numbers. Your job will be to locate pictures on Google Images—the only source I need right now—and upload them into the workspace I provide. I will share a list of i...than text or numbers. Your job will be to locate pictures on Google Images—the only source I need right now—and upload them into the workspace I provide. I will share a list of items for which images are required, along with basic guidelines on acceptable resolution and format. For each item, simply find a suitable image on Google Images, download it, then upload it to the folder or form I designate. Reliability and attention to detail matter most; as long as every requested image is correctl...

Car Image Segmentation – 500 Images – Strict Binary Masks (No Feather) Description: I need high-quality car segmentation masks created for 500 car images. This is NOT simple background removal. I need strict, training-ready masks. Requirements: • Each image must have a matching PNG mask. • Mask must be STRICT binary: • Car = 255 (white) • Background = 0 (black) • No gray pixels. • No feather. • No blur. • No transparency. • No halo. • Hard edges only. Details: • Output format: PNG • Mask resolution must exactly match original image. • Filename must match original image exactly. Example: Image: Mask: Quality requirements: • Wheels must be perfectly segme...

As agreed on chat.

I want a simple, no-fuss way to churn out colourful, eye-catching static image posts for my social channels. The end product can be a lightweight web page, a small desktop script, or even a well-organised set of editable templates—as long as I can drop in my own text and export ready-to-publish PNG/JPEG files in common sizes (Instagram square, story, Facebook feed). The aesthetic is non-negotiable: bright, energetic, and vibrant. Think bold palettes, playful accents, and clear typography that still feels balanced and professional. I do not need motion graphics or video; strictly static images. Because I’m on a tight schedule, I’d like a first working version within a couple of days and the final polished hand-off (including any source files, fonts, and a quick us...

- Implement voice-to-task automation in Roman Urdu/Hindi, English, or Arabic. - Develop drawing and toolpath generation based on input dimensions or customer requirement - Create an AI agent for client management and quotation generation. - Set up an end-to-end work...voice-to-task automation in Roman Urdu/Hindi, English, or Arabic. - Develop drawing and toolpath generation based on input dimensions or customer requirement - Create an AI agent for client management and quotation generation. - Set up an end-to-end workflow to handle technical preparation. Experience with AI tools and automation in industrial settings - Proficiency in developing multilingual voice recognition systems - Knowledge of CNC operations and toolpath generation - Ability to integrate client management syste...

...separate icon. The result should feel like one cohesive symbol, not two objects sitting side by side. • Colour palette is locked to black and gold only; think deep jet black paired with an elegant metallic gold accent. Style guidance • Overall look: modern—clean lines, balanced negative space, and minimal fuss. • The car silhouette should speak first, while the whiskey glass detail adds recognition on closer inspection. Avoid vintage flourishes or overly ornate treatments. Deliverables • Primary logo in full colour and monochrome versions • Scalable vector source files (AI, EPS, PDF) • Web-ready PNG and SVG exports on transparent background • Simple one-page usage guide listing colour codes and recommended type pairing ...

I need a skilled retoucher to bring the colours of one photograph to life. The file is already high-resolution; it simply looks dull and slightly off-tone on a calibrated monitor. Your task is to balance exposure, adjust white balance, recover any clipped highlights or shadows, and leave the final result looking natural yet vibrant. Please keep skin tones (if any) believable and avoid heavy filters or obvious colour casts. I’ll provide the RAW (or the highest-quality JPEG if you prefer). Once finished, send back a flattened JPEG/PNG for everyday use and an editable PSD or layered TIFF so I can tweak minor details later if needed. Strong Photoshop or Lightroom skills are essential, and a quick turnaround would be appreciated—ideally within 24 hours after you receive the file.

Multilingual Voice Recording Project – Code-Switching Conversations Project Name: BV Project Type: Remote | Ongoing (Limited Slots per Locale) Project Overview Project BV is a multilingual speech data collection initiative designed to enhance Automatic Speech Recognition (ASR) systems for high-value multilingual call center scenarios, including financial services, healthcare, and telecommunications. The project focuses on collecting natural code-switching conversational audio, where speakers alternate between two languages within a single conversational turn. Scripts will be provided; however, natural delivery, fluency, and context-appropriate language switching are essential. Language Requirements Primary Language (Native level – one required): Tamil (India) Second...

I want a short, polished video that functions as our HR newsletter. The piece will go out exclusively to employees, so clarity and a professional, formal tone are essential. You will take the core updates I supply—policy changes, upcoming trainings, recognition highlights—and turn them into an engaging visual story that still feels like an official internal communication. Clean motion graphics, on-brand typography, and a concise voice-over or caption set should make each point easy to absorb without drifting into marketing fluff. I can provide our logo, colour references, and raw text. You handle scripting (or tightening the script I draft), editing, sound bed selection and the final export ready for email embedding and our intranet. Let me know your preferred leng...

Hiring: Native Speakers & Transcribers for Paid Audio Projects We're looking for native speakers of various languages to participate in paid audio recording and transcription projects. This is remote, flexible, freelance work. What you'll do: - Record yourself speaking naturally in your native language/dialect (conversations, read-alouds, spo...Indonesian, Russian, Turkish, and more. Pay: Competitive per-hour rates. Paid promptly. Schedule: Flexible. Work on your own time. To apply, send a short voice sample (30-60 seconds) in your native language and a brief note about your dialect/region. Link : About us: We build high-fidelity multilingual voice datasets used by leading AI labs to train speech recognition, text-to-speech, and generative audio models.

I need a single image header for an email template revised. The only change required is to replace an existing broker-dealer logo with a new one. Requirements: - Update the image header with new broker-dealer logo - New logo is provided in PDF format Ideal Skills and Experience: - Proficiency in image editing software (e.g., Photoshop, GIMP) - Experience with handling and converting PDF logos - Attention to detail to ensure a seamless integration of the new logo

...Document Processing: Integration with libraries like Docxtemplater, , or specialized APIs for document manipulation. Security: High-level encryption (AES-256), SOC 2 compliance standards, and multi-factor authentication (MFA). Freelancer Requirements Proven portfolio in SaaS or Enterprise Resource Planning (ERP) software. Experience with Document Automation logic or OCR (Optical Character Recognition). Knowledge of legal/accounting workflows is a massive plus. Willingness to sign a Strict Confidentiality Agreement....

...keeps a live head-count of customers. The core model must be YOLO, and I need the exact same code-base to compile and run on both Windows (desktop with NVIDIA GPU) and a Raspberry Pi 4. Video sources vary—some cameras stream RTSP over IP while a few older analog units reach the NVR through a capture card—so the program has to accept either type without manual re-configuration. For product recognition I care only about groceries; no clothing or electronics labelling is necessary. The model should be trained (or fine-tuned) on the most common supermarket items so false positives stay low even when shelves are crowded. Key expectations • Real-time theft detection logic that raises an event or REST webhook the moment a suspicious removal is spotted • ...