Tech Trends Brief — 15 Technologies

This Week's Tech Landscape

This week shows a clear theme: efficiency meets autonomy. From brain-inspired chips slashing AI energy use by 70% to humanoid robots walking live construction sites, the technology stack is maturing from "proof of concept" to "production deployment." Three meta-trends emerge: (1) AI is getting dramatically more efficient, (2) agents are moving from demos to enterprise workflows, and (3) physical automation (robots, batteries) is finally catching up to digital advances.

Neuromorphic Computing Chips

Computing Hardware / AI

What It Is

Brain-inspired computer chips that process and store information simultaneously using nanoelectronic devices (modified hafnium oxide) that mimic how neurons work, rather than separating memory and processing like traditional CPUs.

What It's Used For

Running AI models with 70% less energy, edge AI devices that don't need cloud connectivity, always-on sensors and IoT devices, mobile robotics with longer battery life.

Trend Overlap

→ Enables #2 (Edge AI) → Connects to #7 (Humanoid Robots) → Supports #14 (Quantum-AI Hybrid)

🧪 MVP Experiment (1-3 days)

Order a development board with neuromorphic chip (Intel Loihi 2 or SynSense Speck). Run a simple gesture recognition model comparing power draw vs. traditional GPU. Measure: mAh consumed per inference. Cost: ~$200-500 for dev board.

💡 Why it matters: If you're deploying AI in the field (tablets, scanners, robots), this could extend battery life from hours to days without sacrificing performance.

Edge AI (On-Device ML)

AI Infrastructure

What It Is

Running AI models directly on local devices (phones, tablets, cameras, sensors) instead of sending data to the cloud. New compressed models + efficient chips make this viable now.

What It's Used For

Real-time object detection on security cameras, offline voice assistants, privacy-preserving medical diagnostics, autonomous drones, construction site monitoring without cellular dependency.

Trend Overlap

→ Enabled by #1 (Neuromorphic) → Connects to #7 (Robotics) → Alternative to #3 (Cloud AI)

🧪 MVP Experiment (2-5 days)

Install Google MediaPipe or TensorFlow Lite on an Android tablet. Download a pre-trained object detection model. Walk your job site, test real-time detection with zero internet. Compare latency and accuracy to cloud-based alternative. Cost: Free (open source).

💡 Why it matters: Field crews can get AI assistance even in basements, rural sites, or areas with spotty coverage — and you keep sensitive project data on-premises.

Agentic AI Workflows

AI Software / Automation

What It Is

AI systems that don't just answer questions but execute multi-step workflows autonomously — planning tasks, using tools, checking results, and iterating. Think "AI employee" not "AI chatbot."

What It's Used For

Automated customer service escalation, procurement approval chains, document processing pipelines, code generation + testing + deployment, meeting scheduling across time zones.

Trend Overlap

→ Connects to #4 (Workspace Studio) → Competes with #5 (Zapier AI) → Uses #8 (Multimodal LLMs)

🧪 MVP Experiment (1 day)

Sign up for CrewAI (free tier) or LangGraph Cloud trial. Create agent: "Research top 5 glazing suppliers in [city], extract pricing from websites, compile into spreadsheet." Let it run unsupervised for 30 minutes. Review output quality. Cost: Free trial.

💡 Why it matters: This is the difference between AI that writes emails and AI that completes entire processes — potentially automating 40-60% of office coordinator work.

Google Workspace Studio

Enterprise Software / AI

What It Is

Google's new agentic AI platform built into Workspace (Docs, Sheets, Gmail, Meet) that lets you build, manage, and deploy AI agents using Gemini Enterprise. Announced at Google Cloud Next '26.

What It's Used For

Automated report generation from Sheets data, email triage + drafting, meeting transcription + action item extraction, compliance checking on documents, custom workflow automation.

Trend Overlap

→ Example of #3 (Agentic AI) → Integrates with #8 (Gemini) → Competes with Microsoft Copilot

🧪 MVP Experiment (2-4 hours)

If you have Google Workspace Business/Enterprise: enable Workspace Studio. Build agent: "Summarize all unread emails from clients, flag urgent ones." Test on Steve's inbox for one day. Measure: Time saved, false positive rate. Cost: Included in Workspace subscription.

💡 Why it matters: If you're already on Google Workspace, this is free infrastructure for automation — no new software to buy, no integration headaches.

Low-Code AI Agent Builders

Developer Tools / Automation

What It Is

Visual drag-and-drop platforms for building AI-powered workflows without coding. Zapier now supports AI agents, Gumloop specializes in AI automation, Make.com offers visual workflow builder.

What It's Used For

Lead capture from website → CRM entry → automated follow-up email, invoice processing → accounting software entry → payment reminder, social media content generation + scheduling.

Trend Overlap

→ Alternative to #3 (Custom Agents) → Simpler than #4 (Workspace Studio) → Uses APIs from #8 (LLMs)

🧪 MVP Experiment (2-3 hours)

Sign up for Zapier free trial. Create a "Zap": When new Gmail arrives with attachment → save to Google Drive → send Slack notification → add row to Sheets. Add AI step: "Extract vendor name and amount from PDF invoice." Test with 5 real invoices. Cost: Free trial, then ~$20-50/month.

💡 Why it matters: Your team can build their own automations without waiting for IT — democratizes productivity gains.

Solid-State Batteries

Energy Storage / Materials

What It Is

Next-generation batteries using solid electrolytes instead of liquid lithium-ion, offering higher energy density, faster charging, and no fire risk. Recent breakthroughs using inexpensive sodium instead of costly metals.

What It's Used For

Electric vehicles with 500+ mile range, grid-scale energy storage for solar/wind, power tools that charge in 5 minutes, backup power for critical infrastructure.

Trend Overlap

→ Enables #7 (Robotics) → Supports #12 (EV Fleet) → Connects to #10 (Sodium-Ion)

🧪 MVP Experiment (Research, 1-2 hours)

Contact QuantumScape or Solid Power for commercial sample availability. Research timeline: Most companies targeting 2027-2028 for automotive scale. Monitor pricing trends — solid-state expected to hit cost parity by 2028. Cost: N/A (pre-commercial).

💡 Why it matters: When these hit mass market (2027-2028), they'll revolutionize everything from cordless tools to fleet vehicles — plan capital expenditures accordingly.

Humanoid Robots on Sites

Robotics / Construction Tech

What It Is

General-purpose humanoid robots (Boston Dynamics Atlas, Tesla Optimus, Figure 01) deployed on actual construction/manufacturing sites for inspection, data collection, and repetitive tasks.

What It's Used For

Site walkthroughs with LiDAR scanning, safety compliance monitoring, material inventory counting, hazardous environment inspection, after-hours security patrols.

Trend Overlap

→ Enabled by #1, #2, #6 → Uses #8 (Vision-Language Models) → Connects to #14 (Digital Twin)

🧪 MVP Experiment (1-2 weeks)

Contact Tilbury Douglas (UK contractor already deployed) for case study call. Reach out to Boston Dynamics Spot dealer for demo quote. Calculate ROI: 1 robot (~$75K) vs. 2 human inspectors doing nightly walkthroughs. Identify one repetitive, dangerous, or boring task to pilot. Cost: Demo free, pilot ~$5-10K for 2-week rental.

💡 Why it matters: First contractors to deploy robots will have massive cost advantages — labor is 30-40% of project cost, robots work 24/7, no injury claims.

Multimodal LLMs

AI Foundation Models

What It Is

AI models that understand text, images, audio, video, and code simultaneously — not separate models for each modality. Can look at a blueprint and answer questions about it.

What It's Used For

Analyzing construction drawings, transcribing + summarizing meetings, extracting data from invoices/receipts, generating marketing copy from product photos, debugging code with screenshot error messages.

Trend Overlap

→ Powers #3, #4, #7 → Foundation for most AI apps

🧪 MVP Experiment (30 minutes)

Go to https://ai.google.com/gemini-api (free). Upload a project spec PDF. Prompt: "Extract all glass thickness requirements by floor, format as table." Compare output to manual extraction. Cost: Free (within rate limits).

💡 Why it matters: This is the "brain" layer for most AI automation — understanding unstructured data (PDFs, images, conversations) is 80% of the knowledge work bottleneck.

CRISPR Gene Activation

Biotechnology / Medicine

What It Is

New CRISPR technique that turns genes on/off by removing chemical tags (epigenetic editing) instead of cutting DNA — safer, reversible, fewer off-target effects.

What It's Used For

Treating genetic diseases without permanent DNA changes, cancer therapy activation, reversing aging markers, crop improvement without GMO regulations.

Trend Overlap

→ Uses #8 (AI protein folding) → Parallel to gene therapy

🧪 MVP Experiment (Not applicable for PGC)

Monitor FDA approvals: First epigenetic therapies expected 2027-2028. Watch Vertex Pharmaceuticals (CRISPR Therapeutics partner) stock as indicator. For healthcare benefits planning: Gene therapies will increase costs short-term, reduce chronic disease long-term. Cost: N/A.

💡 Why it matters: Your employee healthcare costs will be impacted — gene therapies cost $1-3M per treatment upfront but eliminate lifetime chronic disease costs.

Sodium-Ion Batteries

Energy Storage / Materials

What It Is

Batteries using abundant sodium (from salt) instead of scarce lithium — cheaper, safer, slightly lower energy density but improving rapidly. South Korean breakthrough makes them competitive.

What It's Used For

Grid energy storage (weight doesn't matter), budget electric vehicles, backup power systems, low-cost consumer electronics.

Trend Overlap

→ Alternative to #6 (Solid-State) → Cheaper than lithium-ion → Supports #12 (EV Adoption)

🧪 MVP Experiment (Research, 1 hour)

Contact CATL or BYD (Chinese manufacturers leading sodium-ion). Request specs for stationary storage units. Compare $/kWh vs. lithium-ion: Sodium currently ~30% cheaper. Cost: N/A (research phase).

💡 Why it matters: For warehouse/facility backup power, sodium-ion will be significantly cheaper than lithium within 2-3 years — delay major purchases if possible.

Quantum-AI Hybrid Systems

Computing / AI

What It Is

Using quantum computers to identify patterns in chaotic data, then feeding results to classical AI models — combines quantum pattern recognition with AI prediction accuracy.

What It's Used For

Financial market prediction, weather forecasting, drug discovery, materials science, optimizing complex logistics networks.

Trend Overlap

→ Enhances #8 (AI Models) → Future of computing → Complements #1 (Neuromorphic)

🧪 MVP Experiment (2-3 days)

Sign up for IBM Quantum Experience (free tier). Run a simple optimization problem (traveling salesman with 10 cities). Compare quantum vs. classical solution time. Note: Currently experimental, not production-ready. Cost: Free.

💡 Why it matters: 5-10 year horizon, but when mature, will completely disrupt optimization problems (supply chain, scheduling, routing) — early awareness helps strategic planning.

EV Fleet Management Software

Transportation / Software

What It Is

Specialized software for managing EV fleets: route optimization with charging stops, battery health monitoring, total cost of ownership analysis, charging infrastructure planning.

What It's Used For

Delivery companies transitioning to electric vans, construction company truck fleets, municipal vehicle management, ride-share fleet optimization.

Trend Overlap

→ Depends on #6, #10 → Uses #8 (AI route optimization)

🧪 MVP Experiment (1-2 days)

Sign up for ChargePoint or Samsara EV fleet trial. Input your current fleet: vehicle types, typical routes, fuel costs. Get TCO comparison: EV vs. ICE over 5 years. Identify which vehicles to replace first (highest ROI). Cost: Free trial.

💡 Why it matters: If PGC has a fleet of 10+ vehicles, electrification could save $50-100K/year in fuel + maintenance — but requires upfront charging infrastructure investment.

RLHF Platforms

AI Training / Dev Tools

What It Is

Tools and platforms for training AI models using human feedback — humans rate AI outputs, model learns preferences. Critical for making AI helpful, harmless, and honest.

What It's Used For

Customizing chatbots for company tone, training AI on industry-specific knowledge, aligning AI behavior with company values, improving AI accuracy over time.

Trend Overlap

→ Improves #3, #8 → Required for production AI

🧪 MVP Experiment (3-5 days)

Use Scale AI or Label Studio (free tier). Collect 50 examples of good vs. bad AI responses for your use case. Train a simple reward model. Fine-tune an open-source LLM (Llama 3) using LoRA. Compare before/after quality. Cost: Free-$100 depending on scale.

💡 Why it matters: Off-the-shelf AI is generic — RLHF lets you customize it for glazing industry specifics, making it actually useful for your team.

Digital Twin Platforms

Construction Tech / Simulation

What It Is

Real-time virtual replicas of physical buildings/sites that update as construction progresses — combining BIM models, IoT sensor data, drone scans, and worker reports.

What It's Used For

Clash detection before installation, progress tracking vs. schedule, predictive maintenance planning, owner handoff documentation, facility management post-construction.

Trend Overlap

→ Uses #2, #7, #8 → Connects to IoT sensors

🧪 MVP Experiment (1 week)

Sign up for Autodesk Construction Cloud or Procore digital twin trial. Pick one active project. Upload existing BIM model. Do weekly drone scan, compare as-built vs. design. Track discrepancies found early (cost savings). Cost: Trial free, then ~$500-1000/month.

💡 Why it matters: Catching one major clash before installation (e.g., ductwork through beam) can save $10-50K in rework — pays for itself quickly.

AI Code Generation

Developer Tools / Software

What It Is

AI that writes, debugs, and refactors code based on natural language descriptions. Latest versions can build entire features from prompts, not just autocomplete lines.

What It's Used For

Rapid prototyping, converting legacy code to modern frameworks, generating tests, documenting codebases, translating between programming languages.

Trend Overlap

→ Example of #3 (Agentic AI) → Uses #8 (Code-trained LLMs) → Competes with outsourcing

🧪 MVP Experiment (2-4 hours)

Install Cursor IDE (free trial) or GitHub Copilot. Describe a simple feature: "Create a form that collects customer measurements and saves to database." Let AI generate the code. Review, test, iterate. Measure: Time saved vs. manual coding. Cost: Free trial, then ~$20/month.

💡 Why it matters: If you hire developers or outsource software, this 10x's their productivity — or lets non-programmers build simple tools themselves.

Cross-Trend Analysis: The Big Picture

1. Efficiency Revolution (#1, #2, #6, #10)

AI and batteries are getting dramatically more efficient — this enables deployment in previously impossible scenarios (offline, mobile, remote).

2. Autonomy Shift (#3, #4, #5, #7, #15)

Systems are moving from "assistive" to "autonomous" — not just helping humans but completing entire workflows independently.

3. Physical-Digital Convergence (#7, #12, #14)

The boundary between software and hardware is blurring — robots scan sites, digital twins mirror reality, EVs are computers with wheels.

🎯 Steve's Action Items

This week: Try MVP #8 (Gemini spec extraction) — 30 minutes, zero cost, immediate ROI potential
This month: Pilot MVP #5 (Zapier invoice automation) — automate one repetitive office task
This quarter: Schedule demos for #7 (robot inspection) and #14 (digital twin) — evaluate for Q3 rollout