P2L · 04

Intelligence

Intel

Field notes, playbooks, and case studies from the PAR2 LABS team — on AI, design, strategy, and story.

R-46

Film Making

Featured

How Character Sheets Hold an AI Ensemble Together

One character survives a good prompt. Fifteen do not. What it takes to keep a whole cast recognisable across four locations and a minute of generated film.

Sep 18, 2026

9 min

Read

How Character Sheets Hold an AI Ensemble Together

45 ARTICLES

How Graph Databases Actually Walk Your Data

VIDEO · 5:10

Technology

How Graph Databases Actually Walk Your Data

Adjacency lists, CSR matrices and hash-indexed traversal — the three ways engines store relationships and follow them, with one small graph traced through each.

Sep 16, 2026

12 min

Minimum Viable Budget: Costing a Film Backwards From What It Can Actually Return

VIDEO · 5:08

Film Making

Minimum Viable Budget: Costing a Film Backwards From What It Can Actually Return

Most films are budgeted forward from what the producer can raise and costed backwards never. Invert it — derive the budget the script must fit from the recoupment waterfall, then hold the production to it through six gates. With the arithmetic left in.

Aug 30, 2026

16 min

From Flat to Film-Ready: Extracting a Full CG/VFX Layer Stack from AI-Generated 4K Video

VIDEO · 5:10

Film Making

From Flat to Film-Ready: Extracting a Full CG/VFX Layer Stack from AI-Generated 4K Video

One flat AI-generated 4K clip in; depth, normals, optical flow and mattes out — a Nuke-ready layer stack, synthesised entirely on a desk-side DGX Spark with no cloud.

Aug 22, 2026

12 min

A2A vs MCP: Two Protocols, Two Different Problems

VIDEO · 5:28

Intelligence (AI)

A2A vs MCP: Two Protocols, Two Different Problems

MCP connects a model to tools and data; A2A connects agents to each other. They are complementary rather than competing — here is the boundary, and how to decide which you need.

Aug 22, 2026

13 min

Harness Engineering: Making AI Quality Measurable

VIDEO · 5:17

Intelligence (AI)

Harness Engineering: Making AI Quality Measurable

The discipline that turns prompt changes from guesswork into engineering — golden sets, scorer selection, regression gates in CI, and reading a result that is genuinely noisy.

Aug 22, 2026

16 min

Local AI: When It Wins, and When It Does Not

VIDEO · 5:11

Intelligence (AI)

Local AI: When It Wins, and When It Does Not

An honest account of running models on your own hardware — the four cases where it is clearly right, the arithmetic that decides cost, and the operational burden nobody mentions.

Aug 22, 2026

14 min

LoRa: Long Range Telemetry at Almost No Cost

VIDEO · 5:06

Electronics

LoRa: Long Range Telemetry at Almost No Cost

Kilometres of range on a coin cell — the spreading-factor trade, duty-cycle arithmetic, payload discipline, and when LoRaWAN beats running your own network.

Aug 21, 2026

13 min

Embedded AI: Models That Fit in Kilobytes

VIDEO · 5:04

Electronics

Embedded AI: Models That Fit in Kilobytes

Running inference on a microcontroller — the memory arithmetic, quantisation-aware training, operator support, and the power budget that decides whether the product ships.

Aug 21, 2026

15 min

Edge Compute: Deciding What Never Leaves the Building

VIDEO · 5:10

Electronics

Edge Compute: Deciding What Never Leaves the Building

Where to put the computation when the network is the bottleneck — the split rule, the tiers, the fleet update path, and the failure modes that only appear on a factory floor.

Aug 21, 2026

15 min

Learning Center

Free courses, from the field.

Short, free video courses — context engineering for AI, chemistry and quantum physics — each explained plainly from first principles, then taken all the way to how practitioners really work.

03 COURSES

CE · 01

Free course

Video series · YouTube

Context Engineering

How AI apps decide what the model sees — from your first prompt to multi-agent systems.

Learn what an AI model actually reads, why it gets things wrong, and how the teams behind real AI products decide what to put in front of it. No coding needed.

Lessons

Modules

141

Shorts

Free

No sign-up

19 of 51 lessons live

37%

Next up 3.05 Reranking and Filters: Better RAG Results — Sun 18 Oct · 6:30 PM IST

View the course

Now showing · 19 live

Lesson 3.04: Vector Search vs Keyword Search: Hybrid Search Explained

Latest

3 min

Watch

Up next

Next · 18 Oct

Then · 19 Oct

Then · 21 Oct

CH · 02

Free course

Video series · YouTube

Chemistry for Inventors

Chemistry from first principles, with simple pictures, real-life examples, kitchen experiments and computer projects.

Learn chemistry like building with LEGO: first the bricks, then how they click, then how to build new things, and finally how to check with a computer and with Claude that your new thing really works.

Lessons

Modules

Free

No sign-up

0 of 27 lessons live

Next up 0.01 What Is a Chemical Bond? Why Atoms Stick Together — Thu 15 Oct · 6:30 PM IST

View the course

Premieres soon

Lesson 1.01: How Many Bonds Can an Atom Make? The Stud Rule and Lewis Structures

Coming soon

6 min

Watch

Up next

Next · 15 Oct

Then · 16 Oct

Then · 17 Oct

QP · 03

Free course

Video series · YouTube

Quantum Physics for Inventors

Quantum physics from first principles, from the sandcastle down to the quantum computer.

Why do sand, chips, LEDs and lasers all depend on rules that Newton never wrote? No quantum knowledge needed.

106

Lessons

Modules

Free

No sign-up

0 of 106 lessons live

Next up 0.01 Why Quantum Physics? The Rules of the Very Small — Wed 11 Nov · 6:30 PM IST

View the course

Premieres soon

Lesson 0.03: Wave Interference Explained: Why Waves Cancel

Coming soon

8 min

Watch

Up next

Next · 11 Nov

Then · 12 Nov

Then · 13 Nov

M10

VIDEO · 5:12

Technology

AI-Native Application Development

The anatomy of an application with a model inside it: retrieval over your own data, agents behind a permission boundary, evaluation before rollout, and the plumbing that decides whether it survives real traffic.

Aug 21, 2026

17 min

AI2UI: Generating Interfaces That Are Still Yours

VIDEO · 5:14

Technology

AI2UI: Generating Interfaces That Are Still Yours

Letting a model assemble the interface without letting it invent one — a constrained component registry, schema-validated intent, and the deterministic renderer in between.

Aug 21, 2026

14 min

The Advanced MERN Stack, Properly Engineered

VIDEO · 5:19

Technology

The Advanced MERN Stack, Properly Engineered

MERN past the tutorial: schema design that survives growth, aggregation instead of N+1, transactions where they matter, and the observability that makes production debuggable.

Aug 21, 2026

16 min

UHD to DCI: Framing a 4K Film for Cinema

VIDEO · 4:55

Film Making

UHD to DCI: Framing a 4K Film for Cinema

UHD and cinema 4K are both called 4K and they are not the same shape. The exact geometry, the eight-step Blender node flow, and the three ways the conform goes wrong.

Aug 20, 2026

11 min

Upscaling AI Footage for Theatre Projection

VIDEO · 4:55

Film Making

Upscaling AI Footage for Theatre Projection

Eleven steps from a mixed-resolution cut to a package a projector will accept — triage, model selection, oversampling headroom, cinema grade, and the QC nobody should skip.

Aug 19, 2026

14 min

VIDEO · 5:42

Film Making

The CG-First, AI-Assisted Film Pipeline

A working blueprint for a 4K film: twelve numbered stages, the exact tool and feature at each one, what it outputs, and why the step exists.

Aug 18, 2026

18 min

Film Making

Storytelling Frameworks for Compelling Brand Films

Master narrative structures, emotional arcs, and storytelling frameworks that create memorable brand films.

May 20, 2026

8 min

Intelligence (AI)

Simplifying SDLC with AI: From Code Review to Deployment

AI code-review automation, intelligent CI/CD pipelines, and automated test generation — compressing the path from commit to production.

Apr 20, 2026

12 min

Technology

Real Estate UX: Converting Browsers into Buyers

A case study on optimizing real-estate platform UX for high-value transactions, with a measurable lift in conversion.

Mar 22, 2026

10 min

Technology

User Research Methods That Actually Work in 2025

Effective user-research techniques that uncover real user needs and drive meaningful design decisions.

Feb 20, 2026

6 min

Film Making

Cinematic Color Grading Techniques for Professional Videos

Color-grading workflows, LUTs, color theory, and cinematic looks that elevate any video production.

Jan 22, 2026

10 min

Intelligence (AI)

Building Data Marketplace Business Models with AI

Synthetic data generation, privacy-preserving monetization, and blockchain-powered data exchanges.

Dec 24, 2025

11 min

Technology

Micro-Interactions: The Secret Sauce of Delightful UX

Animation principles, timing functions, and feedback patterns that make interfaces feel alive.

Nov 24, 2025

8 min

Film Making

Documentary Production for Enterprise: Best Practices

A complete guide to producing professional documentary-style corporate videos with authentic storytelling.

Oct 26, 2025

12 min

Film Making

Video Marketing ROI Optimization: Metrics That Matter

Video-marketing analytics, attribution models, and ROI-measurement strategies that prove impact.

Sep 27, 2025

11 min

Technology

Building Scalable Design Systems in Figma with Automation

Enterprise-grade design systems in Figma using variables, auto-layout, and automation plugins.

Aug 28, 2025

9 min

Technology

Mobile-First Design: Beyond Responsive Layouts

Advanced mobile-first strategies that prioritize touch interactions and real mobile user behaviors.

Jul 30, 2025

4 min

Film Making

Emotional Storytelling in Video Marketing

How to craft emotionally resonant video content that drives engagement and authentic connection.

Jul 1, 2025

9 min

Technology

Designing for Accessibility: A Practical Guide

The principles of inclusive design, and how to create digital experiences accessible to everyone.

Jun 1, 2025

7 min

Design Thinking for Healthcare: Patient-Centric Digital Products

VIDEO · 5:13

Technology

Design Thinking for Healthcare: Patient-Centric Digital Products

Three users who conflict in every screen, designing for the worst day, safety designed in rather than warned about, and consent built as an interface.

May 3, 2025

12 min

Technology

Digital Transformation Strategy for Growing Businesses

A comprehensive guide to planning and executing digital transformation that delivers real business value.

Apr 4, 2025

8 min

Monetizing AI Customer Service: From Cost Center to Revenue Driver

VIDEO · 5:21

Intelligence (AI)

Monetizing AI Customer Service: From Cost Center to Revenue Driver

Deflection saves the cost of a ticket once. The revenue is in the same conversation — with the arithmetic, the routing and the holdout written out.

Mar 5, 2025

11 min

Technology

Measuring ROI in UX: Beyond the Numbers

How to quantify the business impact of UX investment and communicate its value to stakeholders.

Feb 4, 2025

6 min

Intelligence (AI)

Predictive Analytics as a Service: New B2B AI Business Model

Vertical-specific AI models, churn-prediction monetization, and pricing strategies for predictions.

Jan 6, 2025

10 min

Intelligence (AI)

AI-Powered Design Tools: The Future of UX

How artificial intelligence is transforming the design process and amplifying human creativity.

Dec 7, 2024

6 min

Technology

The Power of Design Systems in Modern Product Development

How design systems accelerate development, ensure consistency, and scale product design efficiently.

Nov 8, 2024

5 min

Intelligence (AI)

Automating Design Workflows with AI

Practical ways to integrate AI automation into the design process for real efficiency gains.

Oct 10, 2024

5 min

Technology

Designing Spatial UX for the Metaverse: A Case Study

Designing spatial UX for metaverse applications — 3D navigation patterns and immersive experience.

Sep 10, 2024

11 min

Production-Grade LLM Applications: Prompt Engineering Best Practices

VIDEO · 5:17

Intelligence (AI)

Production-Grade LLM Applications: Prompt Engineering Best Practices

Prompt wording is a tenth of the work. What actually ships a feature: context assembly, output contracts, an evaluation harness, and designed failure.

Aug 12, 2024

14 min