Weekly Tech Brief

May 4, 2026  |  15 Trends Across All Industries  |  Each with MVP Experiment

1
AI Agent Orchestration
AI/ML

Platforms that coordinate multiple AI agents to collaborate on complex tasks — like a project manager for bots. Agents delegate subtasks, share memory, and resolve conflicts autonomously.

Automated software pipelines, multi-step research reports, supply chain optimization, and scientific discovery loops.

MVP Experiment

Install AutoGen or CrewAI. Build a 3-agent team (Researcher, Writer, Editor) to produce a report on glazing automation trends. Cost: free, 2-3 hours.

Why it matters

PGC could deploy agent teams for proposals, code review, and project coordination without adding headcount.

2
Coding Agents
AI/ML / Dev Tools

AI systems that write, debug, and refactor code from natural language. Claude 3.7 Sonnet, o3, and Gemini 2.5 Pro handle multi-file projects, tests, and deployment.

Rapid prototyping, legacy code migration, bug hunting, and pair programming for juniors.

MVP Experiment

Install Cursor (free tier) or Aider. Ask it to build a glass cut list calculator web app. Cost: free, 2 hours.

Why it matters

PGC software projects could be built 5-10x faster with an AI coding partner.

3
Multimodal Generation
AI/ML / Creative

Models generating images, video, and 3D from text. Midjourney v7, Kling, Pika, Runway, Meshy, Shap-E.

Architectural viz, marketing assets, training videos, product renders, synthetic data for CV training.

MVP Experiment

Use Meshy.ai (free tier) to generate a 3D curtain wall panel from text. Import into Blender. Cost: free, 30 minutes.

Why it matters

PGC could generate client visuals and training materials without a 3D artist.

4
AI Design Tools
AI/ML / Design

AI-assisted design (Canva Magic Design, Adobe Firefly, Figma AI) generating layouts, suggesting improvements, enforcing brand consistency and structural constraints.

Facade concepts, code-compliant design variations, brand assets, accessibility checking.

MVP Experiment

Use Canva AI or Adobe Firefly to generate 5 facade concepts for a mock project. Cost: free, 1 hour.

Why it matters

PGC could respond to RFPs with compelling visuals in hours, not days.

5
MCP Protocol
AI/ML / Infrastructure

Anthropic's open standard for connecting AI to external data/tools. Like USB-C for AI — one protocol, any tool. Adopted by OpenAI, Google.

Connecting AI to CRM/ERP, live databases, and building reusable tool connectors.

MVP Experiment

Build an MCP server connecting Claude to a SQLite database of PGC projects. Ask which projects are over budget. Cost: free, 2-3 hours.

Why it matters

PGC could connect AI to accounting, PM, and inventory without custom integrations.

6
LoRa Mesh Radio Networks
Hardware / Networking

Long-range, low-power wireless mesh without cellular/WiFi. Meshtastic, Reticulum enable peer-to-peer messaging and sensor networks over miles on a single battery.

Off-grid site communication, remote asset tracking, agricultural monitoring, emergency networks.

MVP Experiment

Buy two Meshtastic devices ($30 each). Set up a mesh network across office/parking lot. Cost: ~$60, 1 hour.

Why it matters

PGC works on sites with spotty cell coverage. LoRa keeps crews connected without infrastructure costs.

7
Edge AI
AI/ML / Hardware

Running AI on local devices instead of cloud. Quantization and pruning make models 10-100x smaller. Apple Neural Engine, Qualcomm AI Hub, llama.cpp.

Real-time safety monitoring, offline voice transcription, on-device defect detection, privacy-preserving AI.

MVP Experiment

Install llama.cpp on a laptop or Raspberry Pi 5. Run a 7B model locally vs cloud. Cost: free, 1 hour.

Why it matters

PGC field crews need AI that works without reliable internet.

8
Humanoid Robot Actuators
Robotics / Hardware

Next-gen electric actuators for humanoid robots — lighter, stronger, cheaper than hydraulic. Figure AI, Tesla Optimus, Unitree G1, Fourier GR-1 driving costs down.

Warehouse handling, construction material transport, hazardous inspection, repetitive assembly.

MVP Experiment

Research Unitree G1 or Fourier GR-1 specs. Compare to PGC material handling needs. Build ROI model. Cost: free, 2 hours.

Why it matters

Humanoid robots could handle glass transport and installation prep within 3-5 years. Track now, pilot soon.

9
Agent Memory Layers
AI/ML / Infrastructure

Persistent memory for AI agents — retaining context, learning from interactions, building knowledge graphs. Mem0, Zep, Letta enable recall across sessions.

Customer service agents remembering clients, PM bots tracking decisions, personal AI learning work patterns.

MVP Experiment

Install Mem0. Have a 10-turn conversation about a mock PGC project, restart, and ask what was decided about the glazing spec. Cost: free, 1-2 hours.

Why it matters

PGC AI tools need to remember project history and client preferences. Without memory, every session is a blank slate.

10
Privacy-Preserving AI
Security / AI

AI on encrypted/anonymized data — federated learning, differential privacy, homomorphic encryption, secure enclaves. Use AI without exposing sensitive data.

Banks training on customer data, hospitals sharing research, construction firms analyzing projects without exposing to competitors.

MVP Experiment

Set up local Ollama with mock PGC data. Verify no data leaves the machine. Document for compliance. Cost: free, 1 hour.

Why it matters

PGC handles proprietary project data and competitive pricing. Privacy-preserving AI leverages AI without trusting third parties.

11
Browser Automation Agents
AI / Automation

AI agents controlling browsers to navigate, fill forms, extract data. Browser Use, Stagehand, Skyvern combine LLM reasoning with Playwright/Selenium.

Automated procurement, competitor pricing monitoring, permit filing, data extraction from legacy systems.

MVP Experiment

Install Browser Use. Task: Go to three glass supplier websites, find half-inch tempered clear glass prices, compile a table. Cost: free, 2 hours.

Why it matters

PGC sources from multiple suppliers with online portals. Browser agents automate quotes, orders, and inventory checks.

12
Text-to-CAD
AI / Manufacturing / Design

AI generating CAD models and engineering drawings from text or sketches. Text-to-CAD, DeepCAD (open source); Autodesk Forma, nTop (commercial).

Custom glazing components, fabrication-ready drawings from sketches, automated BOMs, design optimization.

MVP Experiment

Try Text-to-CAD (open source, 1.6K GitHub stars) with: Rectangular aluminum curtain wall frame, 6ft x 10ft, thermal break. Export to DXF. Cost: free, 1 hour.

Why it matters

PGC could design custom flashings and adapters in-house instead of waiting weeks for fabricator drawings.

13
Agent Skill Ecosystems
Dev Tools / AI

Marketplaces for reusable agent skills — plugins giving agents specific capabilities. Chrome Web Store for AI. OpenAI GPT Store, Anthropic ecosystem.

Rapidly adding capabilities without coding, sharing skills across teams, building industry-specific marketplaces.

MVP Experiment

Browse OpenAI GPT Store or Claude tools. Find 3 skills for PM/construction. Test with mock PGC tasks. Cost: free, 1 hour.

Why it matters

PGC could build an internal skill library — glazing calculator, submittal review, field report — shared across the 34-person team.

14
Embodied AI
Robotics / AI

AI learning by interacting with the physical world — robots, drones, autonomous vehicles improving through trial and error. NVIDIA Isaac Sim, DeepMind RT-2, Stanford Mobile ALOHA.

Robots learning installation by watching humans, drones mapping sites autonomously, self-driving forklifts adapting to layouts.

MVP Experiment

Watch Mobile ALOHA or Figure AI demos. Identify one PGC task learnable by demonstration. Document the capability gap. Cost: free, 1 hour.

Why it matters

Within 5-10 years, embodied AI could handle repetitive glazing tasks. PGC should identify demonstration-learnable tasks now.

15
Federated Learning
AI/ML / Infrastructure

Training AI across decentralized data without centralizing it. Each node trains locally, shares model updates only. Apple, NVIDIA, and healthcare use it in production.

Training QC models across job sites without sharing photos, collaborative pricing models across offices, privacy-compliant benchmarking.

MVP Experiment

Set up a mock federated learning demo with PySyft or Flower. Train an image classifier on two nodes with different datasets. Verify global model improves without data sharing. Cost: free, 3-4 hours.

Why it matters

PGC could train AI on all job sites without exposing proprietary photos or client info to a central server.

#TechnologyCategoryMVP CostTime
1AI Agent OrchestrationAI/MLFree2-3 hrs
2Coding AgentsAI/DevToolsFree2 hrs
3Multimodal GenerationAI/CreativeFree30 min
4AI Design ToolsAI/DesignFree1 hr
5MCP ProtocolAI/InfraFree2-3 hrs
6LoRa Mesh RadioHardware/Net~$601 hr
7Edge AIAI/HardwareFree1 hr
8Humanoid ActuatorsRoboticsFree2 hrs
9Agent MemoryAI/InfraFree1-2 hrs
10Privacy-Preserving AISecurityFree1 hr
11Browser AutomationAI/AutomationFree2 hrs
12Text-to-CADAI/MfgFree1 hr
13Agent Skill EcosystemsDevToolsFree1 hr
14Embodied AIRoboticsFree1 hr
15Federated LearningAI/InfraFree3-4 hrs