Showing 6 posts at a time. Search or filter by category.
AI in production
10 June 2026
Six months of GPT-class models in production: an honest report card
Forty-plus systems, six months of logs: where the models saved real hours, where they quietly created work, and the three we switched off.
11 min read
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AI in production
14 May 2026
The RAG pipeline we deploy when clients say ‘our docs are a mess’
The retrieval setup we reach for when the source material is 400 PDFs, two wikis and a shared drive — and why chunking is the part that decides everything.
8 min read
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Automation
22 April 2026
What an order-intake automation actually costs to run per month
Hosting, model calls, monitoring and the occasional human review — an itemised monthly bill from a real deployment, not a pricing-page estimate.
6 min read
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Engineering
18 March 2026
Stockouts down 32%: the maths behind the Cresthaven pilot
Reorder points, demand variance and a forecast that only had to beat a spreadsheet — the working behind the number on our home page.
7 min read
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Costs
25 February 2026
When we talk clients out of AI
Roughly one prospect in five leaves the first call with a no-AI recommendation. Here is the checklist that gets them there.
5 min read
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Costs
21 January 2026
A fixed-scope proposal template you can steal
The one-page structure we use to fix scope, price and the definition of done before any code exists. Copy it freely.
4 min read
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Quadcopters
13 May 2026
Sensor fusion for quadcopters: IMU, GPS, barometer and vision
Where each sensor helps, where it fails, and how fusion improves stability and navigation confidence.
7 min read
By Mahnoor Baig
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VLA
6 July 2026
Action boundaries for vision-language-action systems
Why VLA systems need hard limits, simulation checks and explicit recovery states before touching physical workflows.
6 min read
By Ayesha Khan
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NLP
5 April 2026
Entity resolution for messy customer records
Matching duplicate customer records with text similarity, rules and a final human merge step.
6 min read
By Talha Nadeem
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NLP
18 July 2026
Contract clause extraction with human review
A clause extractor works best when uncertainty is routed clearly instead of hidden behind confidence scores.
6 min read
By Bilal Ahmed
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AIML
13 January 2026
Model evaluation dashboards for non-research teams
How to show accuracy, failure examples, drift and human review outcomes in a way operators can use.
6 min read
By Hamza Qureshi
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VLM
9 July 2026
★ Case study
Case study: visual QA for maintenance photos with VLMs
Technicians stopped resending unclear photos once the VLM flagged missing angles before submission.
6 min read
By Hamza Qureshi
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Special Effects
18 February 2026
Synthetic backgrounds for training data and film shots
Where synthetic scenes help visual pipelines, and where they create artifacts that reviewers immediately notice.
6 min read
By Talha Nadeem
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IoT
20 March 2026
Security basics for connected devices before the first pilot
Credential storage, firmware updates, network segmentation and logging checks for connected prototypes.
7 min read
By Talha Nadeem
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Medical Robotics
2 August 2026
Medical robotics workflow safety without clinical automation
A non-diagnostic robotics workflow for handoffs, checklists and equipment readiness in controlled healthcare environments.
6 min read
By Bilal Ahmed
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MLOps
24 February 2026
★ Case study
Case study: drift alerts for a VLM inspection pipeline
The inspection team caught a camera-angle drift before quality dropped because image stats and review outcomes were monitored together.
7 min read
By Hamza Qureshi
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Robotics
13 March 2026
Manipulator design tradeoffs for lightweight automation cells
Payload, reach, repeatability, guarding and end-effector decisions for compact automation projects.
6 min read
By Mahnoor Baig
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Robotics
18 August 2026
Robotics perception with RGB-D cameras and LiDAR
How depth cameras, LiDAR and calibration routines shape reliable perception pipelines before autonomy is added.
7 min read
By Mahnoor Baig
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Computer Vision
24 July 2026
Defect detection on reflective metal parts
How lighting, camera angle and false-positive review changed more than the model architecture.
6 min read
By Talha Nadeem
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Robotics
18 June 2026
Path planning for indoor robots: practical constraints first
Maps, dynamic obstacles, aisle width, recovery behavior and the operational limits that decide path planning quality.
7 min read
By Mahnoor Baig
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Software
2 May 2026
Role-based dashboards for operations, engineering and management
A guide to separating live operational views, diagnostic views and business summaries without duplicating products.
6 min read
By Ayesha Khan
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Computer Vision
18 April 2026
OCR and vision for warehouse label verification
A mixed OCR and image-quality workflow for reducing label mistakes before goods move downstream.
6 min read
By Mahnoor Baig
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Embodied AI
5 August 2026
Embodied AI simulation loops that survive real floors
Why simulated agents need messy sensor logs, interruptions and recovery states before real-world trials.
8 min read
By Mahnoor Baig
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AIML
27 August 2026
Edge AI deployment checklist for camera systems
What to confirm before moving vision inference from a cloud prototype to an on-device production workflow.
6 min read
By Hamza Qureshi
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Fusion 360
2 April 2026
CAD-to-CAM handoff: avoiding tolerance surprises
Model setup, toolpath review, fixtures and tolerance communication before parts leave the screen.
5 min read
By Ayesha Khan
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Embodied AI
16 March 2026
★ Case study
Case study: bin-picking improved with 3D CV and robot feedback
A robot cell became reliable after point-cloud cleanup, grasp logging and operator feedback were connected.
8 min read
By Bilal Ahmed
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LLM
29 May 2026
★ Case study
Case study: an LLM routing layer for support desks
Support tickets reached the right queue faster after the model was constrained to routing, not answering everything.
7 min read
By Mahnoor Baig
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AIML
31 May 2026
Dataset hygiene before model selection
Duplicates, labeling drift, class imbalance and train-test leakage checks that save weeks of model iteration.
6 min read
By Talha Nadeem
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AIML
26 April 2026
MLOps basics for a first production model
Model registry, rollback plans, monitoring, dataset snapshots and release gates for teams crossing into production.
8 min read
By Talha Nadeem
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IoT
22 July 2026
Battery-aware IoT design for field devices
How sampling frequency, radio usage, sleep modes and enclosure constraints affect device life in the field.
6 min read
By Sana Riaz
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IoT
22 August 2026
IoT telemetry stacks for factory sensors in 2026
A grounded look at device gateways, MQTT topics, retry queues, dashboards and alert rules for industrial monitoring.
8 min read
By Bilal Ahmed
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NLP
24 August 2026
NLP clustering for support tickets before automation
How intent clusters reveal which support queues are ready for automation and which need cleaner process definitions.
6 min read
By Mahnoor Baig
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IoT
23 June 2026
MQTT, HTTP and event streams: choosing the telemetry path
A practical decision guide for device-to-cloud communication, buffering and operational visibility.
6 min read
By Hamza Qureshi
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Software
6 June 2026
Software design patterns for AI, IoT and robotics dashboards
Layouts, data refresh patterns, permissions and incident views for operators and engineering teams.
7 min read
By Ayesha Khan
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Computer Vision
14 June 2026
Multi-camera calibration for production lines
A calibration-first guide for teams trying to measure objects across several camera viewpoints.
7 min read
By Hamza Qureshi
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NLP
3 June 2026
Multilingual knowledge search for support teams
How language detection, translated queries and source citations make multilingual retrieval less fragile.
6 min read
By Sana Riaz
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VLA
14 August 2026
Vision-language-action policies for warehouse robots
What changes when a robot policy reads a visual scene, follows language instructions and still needs strict action limits.
7 min read
By Talha Nadeem
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VLM
17 August 2026
Visual-language models for maintenance photo triage
Using VLMs to sort field photos into defects, context shots and unclear evidence before a technician reviews them.
6 min read
By Ayesha Khan
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LLM
31 March 2026
On-prem LLM deployment checklist for regulated teams
A checklist for security, latency, evals and maintenance before choosing a private model deployment.
7 min read
By Sana Riaz
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Special Effects
16 June 2026
Volumetric capture cleanup for interactive demos
A production note on mesh cleanup, texture review and delivery constraints for interactive 3D demos.
6 min read
By Ayesha Khan
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Special Effects
24 April 2026
Real-time VFX previews with 3D computer vision
Combining depth, tracking and compositing previews so creative reviews happen before final render time.
6 min read
By Ayesha Khan
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AIML
28 July 2026
RAG systems for engineering documents and support logs
Retrieval structure, chunk quality, metadata and evaluation methods for internal technical knowledge bases.
8 min read
By Mahnoor Baig
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Embodied AI
27 June 2026
★ Case study
Case study: human corrections for embodied AI training
A warehouse pilot improved faster once operator corrections were captured as training data instead of complaints.
8 min read
By Sana Riaz
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Computer Vision
30 August 2026
★ Case study
Case study: cutting shelf-audit review time with computer vision
A retail shelf-audit workflow moved from manual photo checks to a review queue that flagged missing facings and price-label mismatches.
7 min read
By Sana Riaz
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Robotics
16 July 2026
ROS 2 workflows from prototype to pilot
Package structure, simulation loops, launch files and hardware interfaces for teams moving beyond lab demos.
7 min read
By Bilal Ahmed
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IoT
25 May 2026
Choosing sensors for industrial monitoring without overbuilding
How to match measurement accuracy, environmental rating and calibration effort to the actual operational question.
5 min read
By Sana Riaz
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VLA
23 May 2026
Evaluating VLA policies before a robot pilot
A practical checklist for simulation coverage, blocked actions, unsafe states and human approvals.
7 min read
By Ayesha Khan
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Software
19 January 2026
Observability for AI and automation products
Logs, traces, quality checks and alert rules that show whether automated workflows are helping or drifting.
7 min read
By Ayesha Khan
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Autodesk
1 August 2026
Autodesk cloud collaboration for distributed engineering teams
Version control, comments, review packages and handoff discipline when mechanical teams are not in one room.
6 min read
By Hamza Qureshi
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Software
4 July 2026
API design for telemetry-heavy products
Event schemas, retention windows, idempotency and query patterns for products that ingest continuous device data.
7 min read
By Talha Nadeem
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MLOps
30 July 2026
MLOps release gates for LLM and VLM products
Model releases need eval gates, rollback plans and cost checks just as much as code releases need tests.
7 min read
By Hamza Qureshi
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Fusion 360
12 June 2026
Fusion 360 trends in 2026 for fast mechanical prototyping
Parametric modeling, cloud review, simulation and CAM handoff patterns that shorten prototype cycles.
6 min read
By Bilal Ahmed
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3D CV
9 June 2026
Point-cloud cleanup for factory scans
Filtering noise, aligning scans and turning messy point clouds into useful engineering evidence.
6 min read
By Talha Nadeem
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3D CV
26 August 2026
3D computer vision for damaged asset inspection
A practical note on using depth maps and point clouds to inspect dents, missing parts and alignment issues.
6 min read
By Hamza Qureshi
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Autodesk
8 May 2026
Simulation-led design reviews before prototype spend
Using simulation outputs to focus design reviews on stress, tolerance, thermal and manufacturability risks.
6 min read
By Bilal Ahmed
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LLM
20 August 2026
★ Case study
Case study: reducing hallucinations in a procurement copilot
A procurement assistant stopped guessing part numbers once retrieval, null answers and approval gates were treated as product features.
8 min read
By Bilal Ahmed
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IoT
20 April 2026
Digital twins for small facilities: useful scope, realistic budget
Where digital twins help facility teams, and how to avoid modeling details that never affect decisions.
6 min read
By Mahnoor Baig
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LLM
14 July 2026
Prompt evaluation playbooks for operational copilots
A repeatable prompt review process covering golden sets, regressions, retries and user-facing failure messages.
7 min read
By Mahnoor Baig
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Robotics
8 February 2026
Robotics maintenance logs as product feedback
Turning field failures, operator notes and repair patterns into better hardware and software decisions.
5 min read
By Talha Nadeem
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Quadcopters
12 August 2026
Quadcopter payload planning: frame, battery and flight time
A design note on matching payload mass, battery capacity, motor selection and realistic endurance targets.
6 min read
By Talha Nadeem
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Medical Robotics
10 March 2026
Sterile-field computer vision constraints
Lighting, occlusion, privacy and workflow limits that shape safe computer vision around sterile environments.
6 min read
By Ayesha Khan
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Fusion 360
7 August 2026
Fusion 360 generative design constraints that matter
Constraint setup, load cases, manufacturing limits and material selection for practical generative design studies.
5 min read
By Ayesha Khan
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Robotics
14 April 2026
Human-in-the-loop robotics: controls, safety and recovery paths
Practical design choices for override controls, handoff states and recovery when autonomy needs help.
7 min read
By Sana Riaz
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Software
1 January 2026
Software delivery plans for AI, IoT and robotics projects
Milestones, risk registers, prototype scope and acceptance criteria for technical projects with hardware or models.
7 min read
By Bilal Ahmed
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Embodied AI
11 May 2026
Sensorimotor datasets for embodied AI projects
How to collect synchronized video, commands, actions and outcomes without burying the team in unusable data.
7 min read
By Talha Nadeem
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Quadcopters
1 February 2026
Post-flight analytics from drone footage to work orders
How inspection footage becomes tagged findings, reviewed evidence and assigned maintenance work.
6 min read
By Mahnoor Baig
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Medical Robotics
6 May 2026
★ Case study
Case study: rehab robotics progress dashboards
A therapy-support dashboard helped staff compare sessions, spot missed exercises and keep review notes consistent.
7 min read
By Sana Riaz
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Quadcopters
8 April 2026
Autonomous inspection routes: planning and fail-safes
Route planning, geofencing, battery reserves and abort behavior for safer inspection workflows.
6 min read
By Hamza Qureshi
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VLNA
2 July 2026
Map grounding for vision-language-navigation assistants
How maps, landmarks, camera pose and spoken instructions combine into usable navigation support.
7 min read
By Talha Nadeem
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AIML
27 March 2026
AI agent workflows that need approval gates
A practical note on where agents should suggest, where they should execute, and where humans should approve.
6 min read
By Bilal Ahmed
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3D CV
12 April 2026
Depth estimation benchmarks for robotics teams
How to evaluate depth outputs against the robot task instead of generic leaderboard scores.
7 min read
By Hamza Qureshi
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VLM
25 March 2026
Safety observation summaries from site photos
How visual models can prepare review notes while keeping safety decisions with qualified staff.
6 min read
By Mahnoor Baig
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MLOps
30 April 2026
Feature store or dataset snapshots for small ML teams
Why many first production models need disciplined snapshots before they need a feature store.
6 min read
By Bilal Ahmed
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VLNA
10 August 2026
★ Case study
Case study: indoor navigation assistance with VLNA
A facility team used vision-language-navigation assistance to guide inspections through confusing service corridors.
7 min read
By Sana Riaz
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Quadcopters
11 July 2026
Flight-controller selection for inspection drones
A selection framework covering sensor support, tuning workflow, logs, failsafe behavior and maintainability.
5 min read
By Ayesha Khan
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AIML
31 August 2026
AI model selection in 2026: accuracy, latency and operating cost
A practical comparison of model choice tradeoffs for teams balancing quality, response time and monthly runtime cost.
7 min read
By Sana Riaz
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Quadcopters
7 March 2026
Propeller, motor and battery matching for stable flight time
A design walkthrough for balancing thrust, current draw, heat and endurance in quadcopter builds.
5 min read
By Sana Riaz
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IoT
15 February 2026
Predictive maintenance signals: vibration, temperature and current draw
How common sensor streams become maintenance signals, and what baselines are needed before alerts mean anything.
8 min read
By Bilal Ahmed
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VLNA
17 May 2026
Navigation failure recovery logs for VLNA systems
Why the best navigation dataset may be the log of every time the assistant got confused.
6 min read
By Hamza Qureshi
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Medical Robotics
25 June 2026
Instrument tracking with computer vision in controlled workflows
A safe operations-focused view of tracking instrument presence, handoff state and audit records.
6 min read
By Mahnoor Baig
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Fusion 360
25 January 2026
Parametric product design workflows in Fusion 360
Sketch discipline, named parameters, assemblies and versioning habits that keep designs editable.
6 min read
By Sana Riaz
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Special Effects
26 July 2026
★ Case study
Case study: AI-assisted rotoscoping for a product launch film
A short launch film became feasible after segmentation masks, review passes and compositing handoff were made repeatable.
6 min read
By Ayesha Khan
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VLM
27 May 2026
Drawing inspection with visual-language models
Using VLMs to compare annotations, callouts and part references before engineering review.
6 min read
By Bilal Ahmed
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AIML
21 February 2026
Synthetic data for inspection systems: when it helps
Where synthetic samples can improve coverage, and where they hide labeling or lighting problems.
7 min read
By Ayesha Khan
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Software
28 February 2026
Shipping a technical blog CMS after the static phase
Content models, drafts, roles, slugs, previews and migration planning for replacing the first editorial release.
6 min read
By Hamza Qureshi
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IoT
7 January 2026
IoT dashboards operators can read during a busy shift
Alert grouping, status hierarchy, trend windows and device health signals for practical operations screens.
5 min read
By Talha Nadeem
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MLOps
21 June 2026
Drift monitoring for multimodal AI pipelines
What changes when the monitored input is an image, a caption, a sensor stream and a generated answer.
7 min read
By Bilal Ahmed
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AIML
29 June 2026
Computer vision pilots: from camera feed to measurable result
How to define inspection metrics, sample sets and human review loops before training the first production model.
8 min read
By Sana Riaz
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3D CV
20 July 2026
★ Case study
Case study: 3D reconstruction for remote equipment checks
A field team replaced repeated site visits with a 3D reconstruction workflow and a structured exception list.
7 min read
By Sana Riaz
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Robotics
19 May 2026
Testing robotics software without waiting for hardware
Simulation, recorded sensor bags, hardware-in-the-loop checks and regression tests for robotics teams.
8 min read
By Hamza Qureshi
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