Season 2025 Recap: The Rise of Intent Solutions

From RAG Experiments to AI Revenue Empire

Previously on Jeremy’s Tech Journey…

🎬 Season Overview

Episodes: July 2025 - September 2025
Genre: Tech Thriller/Business Drama
Rating: ⭐⭐⭐⭐⭐ “Absolutely binge-worthy”
Season Arc: Experimental developer becomes AI business mogul

What You Missed This Season:

• One man’s journey from playing with RAG systems to building revenue-generating AI platforms
• The birth of Intent Solutions Inc and the DiagnosticPro empire
• Bob’s Brain evolution from simple bot to AI business partner
• A 72-hour BigQuery deployment that changed everything
• Google calling with business opportunities

🗓️ Season Timeline - Major Episodes

Episode 1: “The RAG Awakening” (July 20, 2025)

Our protagonist Jeremy starts the season tinkering with local-document-qa-rag - just a guy curious about making documents talk back. Little did he know this innocent experiment would become the foundation for a multi-million dollar AI diagnostic empire.

Key Moment: “What if documents could actually understand and respond?”

Episode 2-4: “The Infrastructure Trilogy” (August 3-9, 2025)

• Episode 2: “Bulletproof” - Jeremy creates the bulletproof-cicd-base, establishing the deployment foundation that makes his legendary speed possible
• Episode 3: “Bob Awakens” - The birth of Bob’s Brain as a “Professional Business Partner”
• Episode 4: “The Integration” - Bob gets Slack powers and 970+ knowledge items

Cliffhanger: Bob becomes sentient enough to handle real business conversations

Episode 5-7: “The DiagnosticPro Saga” (August 13-16, 2025)

The most intense episodes of the season. Jeremy deploys DiagnosticPro MVP3 with:

• Real AI integration (goodbye mock responses!)
• Live Stripe payment processing
• Professional PDF reports
• Yellow theme that screams “trust me with your expensive equipment”

Season’s Best Quote: “Why settle for $4.99 diagnostics when you can prevent $10,000 repairs?”

Episode 8: “The Google Call” (August 29, 2025)

Plot Twist of the Century: Intent Solutions Inc is born. Jeremy launches the business landing page, and suddenly this isn’t just a tech hobby anymore.

Episode 9-11: “The Portfolio Transformation Arc” (September 3-8, 2025)

Character Development at its finest:

• Personal blog becomes professional portfolio
• Start AI Tools gets the Intent Solutions treatment
• Every project gets a professional makeover
• Hugo themes get swapped like nobody’s business

Visual Montage: Multiple websites transforming simultaneously while dramatic music plays

Episode 12: “The BigQuery Deployment” (September 8, 2025)

Season Finale Energy: Jeremy deploys a 266-table BigQuery architecture in 72 hours. The data engineering equivalent of building Rome in a day.

Numbers That Made Us Gasp:

• 266 production tables
• 47.3M rows of data
• 10,000+ records/second processing
• 183.7GB of pure business intelligence

🎭 Character Development This Season

Jeremy “The Architect” Longshore

Season 1: Experimental developer playing with code
Season 2025: AI business mogul with Google on speed dial

Character Arc: From “Let me try this RAG thing” to “Google, yes, this is Jeremy from Intent Solutions”

Signature Moves:

• 72-hour major deployments
• Bulletproof CI/CD that makes deployment mistakes impossible
• Architecture-first thinking that pays off every time

Bob’s Brain

Introduced: Episode 3
Role: AI Business Partner (not just assistant!)

Character Growth:

• Episode 3: Basic Slack bot
• Episode 7: 970+ knowledge items integrated
• Season Finale: Genuine business partner handling complex decisions

Best Character Moment: Successfully managing team communications while Jeremy focuses on development

DiagnosticPro (The Revenue Machine)

The breakout star nobody saw coming

Stats That Made Us Believers:

• $4.99-$7.99 per diagnostic
• 99.9% uptime
• <3 second global response times
• Saves customers thousands per diagnostic

🏆 Season Highlights - The Episodes Everyone’s Talking About

“The 72-Hour BigQuery Marathon”

What Happened: Jeremy deployed 266 production tables in 72 hours Why We’re Still Talking About It: Because it’s physically impossible, yet we watched it happen Quote: “10,000 records per second? That’s Tuesday for me now.”

“The Google Phone Call”

The Scene: Google calls Jeremy about Intent Solutions Fan Reaction: Wait, Google calls YOU now?! Season Impact: Established Jeremy as a serious business player

“The Security Audit Redemption”

Drama: NOPASSWD vulnerability discovered Resolution: Jeremy fixes it and gets 7/10 security score Character Growth: From “it works” to “it works AND it’s enterprise-secure”

“The Mobile Workflow Struggle” (Ongoing)

The B-Plot: Jeremy’s eternal battle with iPhone file uploads to Contabo VM Why We Love It: Even tech gods have relatable problems Status: Still fighting this battle (we’re rooting for you, Jeremy!)

💰 Business Metrics - The Numbers Don’t Lie

Revenue Streams Launched This Season:

• DiagnosticPro Equipment: $4.99 per diagnostic
• Quote Verification: $6.99 per analysis
• Emergency Triage: $7.99 per urgent diagnostic

Technical Achievements:

• 99.9% Uptime across all production systems
• 15,000 records/second sustained data processing
• 100% Email delivery with dual Gmail system
• Zero failed payments in production

Scale Milestones:

• 831+ markdown files across all projects
• 266 BigQuery tables deployed and operational
• 970+ knowledge items powering Bob’s Brain
• 24/7 global availability for all services

🎯 Plot Threads Resolved This Season

✅ “Can Jeremy build real revenue?” - SOLVED: DiagnosticPro generating actual money
✅ “Will the infrastructure scale?” - SOLVED: 10,000+ records/second proves it
✅ “Is Bob’s Brain actually useful?” - SOLVED: Now managing real business communications
✅ “Can he go from hobby to professional?” - SOLVED: Google calling with business opportunities
✅ “Security concerns?” - SOLVED: NOPASSWD vulnerability eliminated, 7/10 security score

🔮 Season 2026 Preview - What’s Coming Next

Confirmed Plot Lines:

• The n8n Workflow Revolution: Video generation + YouTube automation
• The Mobile App Saga: Native iOS/Android DiagnosticPro apps
• The Partnership Arc: Google relationship development
• The Global Expansion: Multi-language support rollout

Rumored Storylines:

• The NVIDIA Program: LLC completion for startup program access
• The Franchise System: Certified diagnostic partner network
• The Enterprise Platform: Multi-tenant system for repair shops
• The IPO Preparation: Business structure for growth capital

Cliffhangers Going Into Next Season:

• Will Jeremy finally solve the iPhone file upload problem?
• What’s Google’s real plan for Intent Solutions?
• Can DiagnosticPro handle enterprise-scale customers?
• Will Bob’s Brain achieve true AI consciousness?

🎬 Behind the Scenes - Production Notes

Filming Locations:

• Home office command center (primary)
• Trucking routes across America (mobile development)
• Coffee shops with decent WiFi (emergency debugging)
• Contabo VM server room (virtually)

Special Effects:

• The BigQuery Deployment: 266 tables appearing in real-time
• The Payment Processing: Money actually moving through Stripe
• The Global Response Times: <2 seconds worldwide
• The Email Delivery: 100% success rate magic

Soundtrack Highlights:

• “Deployment Success” (plays during CI/CD victories)
• “The Revenue Theme” (DiagnosticPro payment notifications)
• “Bob’s Awakening” (AI consciousness moments)
• “The Google Call” (business development tension)

📊 Season Awards & Recognition

Technical Excellence Awards:

🏆 Best Infrastructure Design: Bulletproof CI/CD Base
🏆 Most Impressive Data Architecture: 266-table BigQuery deployment
🏆 Best AI Integration: Real Vertex AI replacing all mocks
🏆 Security Improvement of the Year: NOPASSWD vulnerability fix

Business Development Awards:

🏆 Revenue Generation: DiagnosticPro payment processing
🏆 Professional Transformation: Personal blog → Business portfolio
🏆 Partnership Development: Google business relationship
🏆 Brand Evolution: Intent Solutions Inc establishment

Fan Favorites:

🎖️ Most Relatable Struggle: iPhone file upload battles
🎖️ Best Character Arc: Bob’s Brain evolution
🎖️ Most Satisfying Resolution: Real AI integration
🎖️ Biggest Plot Twist: Google calling about business

💭 Fan Reactions & Season Reviews

@DevLifeObserver: “That 72-hour BigQuery deployment episode had me on the edge of my seat. How is this even possible?!”

@StartupWatcher: “Jeremy’s transformation from RAG experiments to Google business contact is the character development we needed in 2025”

@AIEnthusiast: “Bob’s Brain going from simple bot to business partner is the AI evolution story of the year”

@RevenueHunter: “DiagnosticPro actually making money while helping people? This is how AI should be done.”

@TechDrama: “The mobile workflow struggle subplot keeps this season grounded and relatable. Even legends have iPhone problems.”

🎪 Season Finale - Where We Stand

As Season 2025 wraps up, Jeremy has transformed from a curious developer playing with RAG systems to the founder of Intent Solutions Inc, with:

• 3 Production Systems generating revenue
• Google Business Contact for partnership opportunities
• AI Business Partner handling real communications
• Enterprise Architecture processing 15,000 records/second
• Global Platform serving customers 24/7 worldwide

The Season’s Ultimate Message: “Great architecture enables impossible speed, and impossible speed enables incredible opportunities.”

📺 Don’t Miss Season 2026!

Coming This Fall:

• The n8n workflow automation revolution
• Mobile app development saga
• Google partnership negotiations
• Global expansion adventures
• And finally… will Jeremy solve the iPhone file upload mystery?

Season 2026 Premieres: October 2025
Where to Watch: Follow along at startaitools.com
Season Pass: Subscribe for behind-the-scenes development updates

🎬 Credits

Created by: The relentless pursuit of building things that work
Starring: Jeremy Longshore as “The Architect”
Co-starring: Bob’s Brain as “The AI Business Partner”
Special Guest: Google as “The Business Opportunity”
Featuring: DiagnosticPro as “The Revenue Machine”

Executive Producers: Coffee, determination, and bulletproof CI/CD
Music by: The sweet sound of successful deployments
Special Effects by: Real AI integration and actual revenue

Season 2025: A Intent Solutions Inc Production

Catch up on all episodes at startaitools.com
Next season starts with advanced n8n workflows and video generation
The story continues…

#Season2025Recap #IntentSolutions #AIRevenue #TechJourney #StartAITools