FutureStack 2026 — Risk Register

Generated by: General Chair skill Conference dates: October 15-16, 2026 | Austin Convention Center | 800 attendees Theme: AI Infrastructure Last updated: July 15, 2026

---

Active Risks

#	Risk	Likelihood	Impact	Area	Mitigation	Owner	Status
R-01	Keynote speaker cancellation — One or more confirmed keynotes withdraw due to scheduling conflict or personal reasons	M	H	Program	Maintain a shortlist of 3 backup speakers with pre-negotiated availability. Require speakers to sign commitment letter with cancellation terms by Aug 31.	Program Chair (Okafor)	Monitoring
R-02	Sponsor revenue shortfall — Sponsorship revenue falls below $200K minimum needed to cover base costs	H	H	Finance	Diversify sponsor tiers with lower-cost options ($2K community tier). Activate backup outreach list of 15 companies. Identify $30K in discretionary budget that can be cut if needed.	Sponsorship Lead (Tan)	Active — revenue at 54% of target
R-03	Low registration numbers — Fewer than 600 paid registrants by Sept 15 cutoff	M	H	Registration	Launch targeted LinkedIn/email campaign in Aug. Offer group discount (5+ tickets). Partner with 3 local meetup groups for cross-promotion. Prepare reduced-capacity contingency floor plan.	Marketing Lead (Chen)	Monitoring — currently at 340
R-04	AV / technical failure on event day — Projector, microphone, or livestream failure disrupts sessions	M	H	Venue / Ops	Require AV vendor to provide redundant equipment for main stage. On-site AV tech required for both days. Run full tech rehearsal Oct 14. Backup laptop at each podium.	Venue Chair (Reyes)	Monitoring
R-05	Severe weather or travel disruption — Hurricane season or major storm impacts Austin travel in mid-October	L	H	Logistics	Monitor weather forecasts starting Oct 1. Pre-negotiate hotel cancellation flexibility. Prepare hybrid/virtual fallback for keynotes via livestream infrastructure. Travel insurance recommendation sent to all speakers.	General Chair (Walsh)	Monitoring
R-06	Catering / dietary incident — Food safety issue or failure to accommodate dietary restrictions causes attendee health issue	L	H	Venue / Ops	Require caterer to provide allergen documentation for every item. Separate prep stations for allergen-free meals. On-site first aid and EpiPen availability. Collect dietary requirements during registration (mandatory field).	Venue Chair (Reyes)	Monitoring
R-07	Sponsor payment delay — Signed sponsors delay invoice payment past Aug 15 deadline, creating cash flow gap	H	M	Finance	Net-30 payment terms in all contracts. Send invoice immediately upon signing. Escalation sequence: automated reminder (day 15), personal email (day 25), phone call (day 30), General Chair intervention (day 35). Maintain $40K operating reserve.	Finance / General Chair (Walsh)	Active — 2 invoices overdue
R-08	Volunteer no-shows — Fewer than 80% of recruited volunteers show up on event day	M	M	Operations	Over-recruit by 25% (target 50, recruit 63). Require confirmation 1 week prior. Assign backup roles. Brief a small paid temp staff contingency ($3K budget hold).	Operations (Reyes)	Monitoring
R-09	Wi-Fi network overload — Convention center Wi-Fi cannot handle 800+ concurrent devices, especially during live demos	M	M	Venue / Tech	Upgrade to dedicated conference SSID with 1 Gbps backhaul (in venue contract). Load-test with vendor in September. Provide hardwired ethernet at speaker podiums and demo stations.	Venue Chair (Reyes)	Monitoring
R-10	Code of Conduct incident — Harassment or misconduct reported during event	L	H	Attendee Experience	Publish CoC on website and in attendee welcome packet. Train 4 designated CoC responders. Establish private reporting channel (phone + email + in-app). Document response protocol with 30-min SLA for initial acknowledgment.	General Chair (Walsh)	Prepared

---

Risk Matrix Summary

	Low Impact	Medium Impact	High Impact
High Likelihood	—	R-07	R-02
Medium Likelihood	—	R-08, R-09	R-01, R-03, R-04
Low Likelihood	—	—	R-05, R-06, R-10

---

Risk Trend (Last 30 Days)

• R-02 (Sponsor shortfall): Escalated from M to H likelihood after two pipeline prospects paused conversations.
• R-07 (Payment delay): New — added after two Tier-1 sponsors missed Net-30 terms.
• R-03 (Low registration): Stable — registration pace is slightly below plan but within historical range for this point in the cycle. Will reassess after early-bird close on Aug 1.
• All other risks: Unchanged.

FutureStack 2026 — Board Briefing

Generated by: General Chair skill Briefing date: July 15, 2026 Conference dates: October 15-16, 2026 | Austin Convention Center | 800 attendees Theme: AI Infrastructure Prepared by: Jordan Walsh, General Chair

---

Headline Status

Overall: AMBER -- The conference is 92 days out. Program and venue workstreams are in strong shape. Sponsorship revenue is behind target and is the primary area of concern. Registration is tracking slightly below plan but within recoverable range. No blocking issues at this time; two items require board awareness.

---

Workstream Status

Program -- GREEN

• 3/3 keynotes confirmed: Dr. Lina Xu (Anthropic), Marcus Cole (NVIDIA), Priya Sharma (Databricks)
• 147 talk submissions received; review committee (12 reviewers) on track to complete by Jun 30
• Session grid draft due this week; 6 tracks across 2 days confirmed
• 2 hands-on workshop slots filled; 1 remaining slot in negotiation with HashiCorp

Sponsorship -- RED

• Revenue: $135,000 / $250,000 target (54%)
• 2 Platinum sponsors signed ($50K each): CloudScale Inc., Nexus AI
• 3 Gold sponsors signed ($10K each): DevOps Co., InfraLogic, Tensor Systems
• 1 Silver sponsor signed ($5K): Open Source Collective
• Pipeline: $80K in active conversations (4 prospects), but 2 have gone non-responsive
• Action needed: Board members asked to make warm introductions to 5 target companies (list attached separately)
• Risk: If pipeline does not convert, may need to reduce discretionary budget by $30K (swag, evening reception scope)

Marketing -- GREEN

• Paid campaign launched Jun 1; 2.1M impressions, 14K landing page visits, 2.4% conversion to registration
• Newsletter list: 6,200 subscribers (up from 4,800 at last briefing)
• Social media cadence: 3x/week on LinkedIn, 2x/week on X
• Speaker spotlight blog series started (2 of 6 posts published)
• Attendee swag designs in review; print order due Sep 1

Venue & Operations -- GREEN

• Austin Convention Center contract executed; deposit paid
• Floor plan finalized: 1 main hall (500 cap), 3 breakout rooms (100 cap each), expo hall (40 booths)
• AV vendor (LiveStage Productions) selected; contract in final review, expected signed by Jul 25
• Catering: 3 proposals received, final selection by Jul 31
• Volunteer recruitment: 38 of 50 target recruited

Finance -- AMBER

• Total budget: $420,000
• Committed spend to date: $185,000 (venue deposit, marketing, speaker travel advances)
• Revenue booked: $135,000 (sponsorship) + $102,000 (registration) = $237,000
• Projected gap at current pace: ~$45K shortfall against budget
• Operating reserve: $40,000 (untouched)
• Cash flow note: 2 sponsor invoices ($50K total) overdue by 15+ days; follow-up in progress

Attendee Experience -- GREEN

• Registration: 340 / 800 target (42.5%)
• Early-bird pricing ($399) open until Aug 1; standard price $549
• Mobile app vendor selected (Whova); content loading begins Sep 15
• Networking reception planned for evening of Oct 15 (rooftop venue at Fairmont, 300 cap)
• Code of Conduct published; 4 trained responders identified
• Accessibility: ASL interpreters booked for main stage; captioning confirmed for all sessions

---

Key Decisions Needed from Board

1. Sponsorship shortfall contingency: If sponsor revenue does not reach $200K by Aug 15, approve reducing evening reception budget from $35K to $15K (scaled-down format). Decision needed by: Aug 1.

2. Hybrid/virtual option: Two Platinum sponsors have requested livestream access for their remote teams. Adding a basic livestream adds ~$12K in cost but could open a $99 virtual ticket tier. Decision needed by: Aug 15.

---

Top 3 Risks

Risk	Likelihood	Impact	Mitigation
Sponsor revenue shortfall (below $200K)	High	High	Activate backup prospect list; board introductions requested; contingency budget cuts identified
Registration below 600 by Sept 15	Medium	High	August marketing push planned; group discounts; meetup partnerships
Sponsor payment delays creating cash flow gap	High	Medium	Escalation sequence underway; $40K reserve available

---

90-Day Look-Ahead (Key Dates)

Date	Milestone
Jul 15	Session grid published
Jul 31	Sponsor close deadline
Aug 1	Early-bird registration closes
Aug 15	All sponsor payments due
Sep 1	Swag & print materials order deadline
Sep 15	Mobile app content loaded
Sep 25	Signage print deadline
Oct 10	Run-of-show document distributed
Oct 14	Venue load-in & tech rehearsal
Oct 15-16	FutureStack 2026

---

Next board briefing scheduled: August 15, 2026

FutureStack 2026 — Speaker Outreach Emails

Generated by: Program & Content skill

---

Email 1: Open-Source ML Engineer

To: Sebastian Ramirez (creator of FastAPI, Typer) Subject: FutureStack 2026 — Would love to have you speak on developer tooling for ML

---

Hi Sebastian,

I'm reaching out on behalf of FutureStack 2026, a single-track AI infrastructure conference happening October 15-16 in Austin, TX (800 attendees, practitioner-focused).

Your work on FastAPI has had an outsized impact on how ML teams ship inference services. We'd love for you to give a 30-minute talk on the intersection of developer experience and ML infrastructure — something along the lines of what you've learned building tools that thousands of ML engineers depend on daily.

We cover travel, hotel (2 nights), and a $1,500 honorarium. You'd also get a backstage pass to the full event and speaker dinner on the evening of Oct 14.

Would you be open to a quick call next week to discuss? Happy to work around your schedule.

Best, Rachel Torres Program Chair, FutureStack 2026 rachel@futurestack.dev

---

Email 2: Enterprise AI VP

To: Karen Liu, VP of AI Platform, JPMorgan Chase Subject: Speaking invitation — FutureStack 2026 (AI infra in regulated industries)

---

Hi Karen,

I'm the Program Chair for FutureStack 2026, a practitioner-focused AI infrastructure conference (Oct 15-16, Austin Convention Center, ~800 attendees). Our theme this year is building reliable AI systems at scale, and we're curating a lineup that bridges research and production.

JPMorgan's AI platform work is exactly the kind of story our audience wants to hear — especially the challenges of running ML infrastructure under regulatory constraints that most startups never face. We'd love for you to present a 30-minute talk on how your team approaches model governance, auditability, or infra reliability in a financial services context.

A few details:

• Single-track format, so every attendee sees your session
• We handle travel, hotel, and a $1,500 honorarium
• Slide review is lightweight — we just ask for a draft by Oct 1

Would this be something you'd be interested in? I'm happy to hop on a 15-minute call to answer any questions, or to loop in anyone on your comms team who would need to approve.

Best regards, Rachel Torres Program Chair, FutureStack 2026 rachel@futurestack.dev

---

Email 3: Startup CTO

To: Amir Hosseini, Co-founder & CTO, Voxel AI (Series B, real-time computer vision platform) Subject: FutureStack 2026 — talk slot on real-time inference infra?

---

Hey Amir,

Congrats on the Series B — the demo of Voxel's sub-10ms inference pipeline at GTC was impressive.

I'm putting together the program for FutureStack 2026 (Oct 15-16, Austin, ~800 AI/ML engineers) and your team's work on low-latency inference infrastructure is a perfect fit. We have a 30-minute talk slot open and I think a deep dive on how you architected Voxel's serving layer — the tradeoffs, the things that broke, the stuff that actually worked — would be one of the most practical sessions of the conference.

We cover flights + hotel and offer a $1,500 honorarium. Single-track format, so you'd be in front of the full audience.

Interested? Happy to jump on a call or just trade a few emails to nail down the topic.

Cheers, Rachel Torres Program Chair, FutureStack 2026 rachel@futurestack.dev

FutureStack 2026 — Speaker Tracker

Generated by: Program & Content skill

---

Last updated: 2026-04-19 Total slots: 15 (2 keynotes, 8 talks, 1 panel, 4 workshops) Filled: 10 confirmed, 3 outreached, 2 scouting

---

Speaker Roster

#	Name	Company	Topic	Format	Status	Bio Received	Headshot	Slides	AV Needs	Travel Arranged
1	Dr. Amara Osei	DeepMind	The Future of Foundation Models	Keynote (45 min)	Confirmed	Yes	Yes	Draft received	Lapel mic, dual screens	Yes — flights + hotel booked
2	Raj Krishnan	Databricks	Real-Time ML Pipelines at Scale	Talk (30 min)	Confirmed	Yes	Yes	Not yet	Standard AV	Yes — flights + hotel booked
3	Elena Vasquez	Stripe	Building Reliable AI Payment Systems	Talk (30 min)	Confirmed	Yes	Yes	Final submitted	Lapel mic	Local — no travel needed
4	Wei Zhang	NVIDIA	GPU Infrastructure for Training	Workshop (90 min)	Confirmed	Yes	No	In progress	HDMI + 30 laptops w/ GPU access	Yes — flights booked, hotel pending
5	Samira Al-Rashid	Anthropic	Responsible AI Deployment	Panel Moderator (45 min)	Confirmed	Yes	Yes	N/A (panel)	5 lapel mics, table setup	Yes — flights + hotel booked
6	Marcus Chen	Anyscale	Orchestrating Multi-Model Inference	Talk (30 min)	Confirmed	Yes	No	Not yet	Standard AV	Not yet
7	Priya Nair	Pinecone	Scaling Vector Search to a Billion Embeddings	Talk (30 min)	Confirmed	No	No	Not yet	Standard AV	Not yet
8	Jordan Reeves	Tecton	Building Feature Stores from Scratch	Workshop (90 min)	Confirmed	Yes	Yes	Draft received	HDMI + power strips	Yes — flights + hotel booked
9	Tomoko Hayashi	AWS	Cost-Efficient Training on Spot Instances	Talk (30 min)	Confirmed	Yes	Yes	Not yet	Standard AV	Company arranging internally
10	Derek Okonkwo	Datadog	Observability for LLM Applications	Talk (30 min)	Confirmed	No	No	Not yet	Standard AV	Not yet
11	Sebastian Ramirez	Independent (FastAPI)	Developer Tooling for ML Infrastructure	Talk (30 min)	Outreached	—	—	—	TBD	—
12	Karen Liu	JPMorgan Chase	AI Infra in Regulated Industries	Talk (30 min)	Outreached	—	—	—	TBD	—
13	Amir Hosseini	Voxel AI	Real-Time Inference Architecture	Talk (30 min)	Outreached	—	—	—	TBD	—
14	Dr. Lisa Feldman	Intel	What Comes After the GPU	Closing Keynote (45 min)	Scouting	—	—	—	TBD	—
15	Carlos Rivera	Anyscale	Deploying LLMs with Kubernetes and Ray	Workshop (90 min)	Scouting	—	—	—	TBD	—

---

Outstanding Action Items

Priority	Action	Owner	Due
High	Follow up with Sebastian Ramirez — no response after 5 days	Rachel Torres	2026-04-22
High	Get headshot from Wei Zhang and Marcus Chen	Speaker Liaison	2026-04-25
High	Collect bios from Priya Nair and Derek Okonkwo	Speaker Liaison	2026-04-25
Medium	Confirm closing keynote — reach out to Dr. Lisa Feldman's agent	Rachel Torres	2026-04-28
Medium	Book travel for Marcus Chen, Priya Nair, Derek Okonkwo	Travel Coordinator	2026-05-01
Medium	Identify backup speaker for Carlos Rivera workshop slot (Scouting)	Rachel Torres	2026-05-05
Low	Send slide template + guidelines to all confirmed speakers	Speaker Liaison	2026-05-15
Low	Slide deadline reminder — all final decks due Oct 1	Speaker Liaison	2026-09-15

---

Status Summary

• Confirmed: 10 / 15 slots filled
• Outreached (awaiting response): 3
• Scouting (no contact yet): 2
• Bios complete: 8 / 10 confirmed
• Headshots complete: 6 / 10 confirmed
• Travel arranged: 5 / 10 confirmed

FutureStack 2026 — Sponsor Activation Tracker

Generated by: Sponsorship skill

---

Conference: FutureStack 2026 | Oct 15-16, 2026 | Austin Convention Center | 800 attendees Last Updated: 2026-04-19 Sponsorship Lead: Alex Navarro

---

Tier Summary

Tier	Fee	Slots	Filled	Revenue (Confirmed)
Title	$75,000	1	1	$75,000
Gold	$40,000	3	1	$40,000
Silver	$15,000	6	1	$15,000
Community	$5,000	10	1	$5,000
Total		20	4	$135,000

Payment Status: $95,000 received ($37,500 CloudScale deposit + $15,000 NeuralPath + $5,000 DevOps Weekly + $40,000 Vertex invoice outstanding)

---

Deliverables Matrix

CloudScale AI — Title Sponsor ($75,000)

Deliverable	Deadline	Status	Owner	Notes
Signed sponsorship agreement	2026-03-15	DONE	Alex N.	Executed 2026-03-10
50% deposit ($37,500)	2026-03-31	DONE	Finance	Received 2026-03-22
Remaining 50% ($37,500)	2026-07-15	PENDING	Finance	Invoice to be sent June 1
High-res logo (SVG + PNG)	2026-05-01	DONE	CloudScale / Sarah T.	Received 2026-04-12, all formats verified
Brand guidelines document	2026-05-01	DONE	CloudScale / Sarah T.	Color codes and usage rules on file
Booth specs confirmed (20x20)	2026-06-15	PENDING	Venue team / Raj P.	Floor plan draft sent to CloudScale for review
Keynote intro slot (5 min)	2026-09-01	PENDING	Program team / Dana L.	Speaker TBD — CloudScale evaluating CEO vs. CTO
Sponsored talk submission (30 min)	2026-06-30	PENDING	CloudScale / Mike R.	Topic tentatively "Scaling Inference at 10K RPS"
Comp tickets distributed (10)	2026-08-15	PENDING	Alex N.	Registration codes generated, not yet sent
Logo on main stage signage	2026-09-15	PENDING	Production / Venue team	Awaiting final stage design
Logo on lanyard	2026-08-01	PENDING	Swag vendor / Lisa K.	Lanyard design in progress
Logo on event website (hero)	2026-04-30	DONE	Web team / Chris M.	Live at futurestack.dev since April 14
Pre-event email #1 feature	2026-07-15	PENDING	Marketing / Priya S.	Dedicated sponsor spotlight paragraph
Pre-event email #2 feature	2026-08-15	PENDING	Marketing / Priya S.	—
Pre-event email #3 feature	2026-09-15	PENDING	Marketing / Priya S.	—
Social media post #1 (announcement)	2026-04-20	PENDING	Marketing / Priya S.	Draft ready, scheduled for tomorrow
Social media post #2	2026-07-01	PENDING	Marketing / Priya S.	—
Social media post #3	2026-09-01	PENDING	Marketing / Priya S.	—
Social media post #4 (week-of)	2026-10-13	PENDING	Marketing / Priya S.	—
Branded welcome video (30s)	2026-09-15	PENDING	Production / Venue team	CloudScale to provide raw footage
Post-event ROI report	2026-11-01	PENDING	Alex N.	—

---

Vertex Data — Gold Sponsor ($40,000)

Deliverable	Deadline	Status	Owner	Notes
Signed sponsorship agreement	2026-04-01	DONE	Alex N.	Executed 2026-03-28
Full payment ($40,000)	2026-05-01	OVERDUE	Finance	Invoice sent 2026-04-01, follow-up sent 2026-04-17
High-res logo (SVG + PNG)	2026-05-15	PENDING	Vertex / Amanda C.	Requested 2026-04-05, reminder sent
Booth specs confirmed (10x10)	2026-06-15	PENDING	Venue team / Raj P.	—
Sponsored talk submission (20 min)	2026-06-30	PENDING	Vertex / TBD	No speaker identified yet — flag at next check-in
Comp tickets distributed (6)	2026-08-15	PENDING	Alex N.	—
Logo on event website (sponsors section)	2026-05-15	PENDING	Web team / Chris M.	Blocked on logo receipt
Pre-event email inclusion (2 emails)	2026-07-15	PENDING	Marketing / Priya S.	—
Social media post #1 (announcement)	2026-05-01	PENDING	Marketing / Priya S.	Blocked on logo receipt
Social media post #2	2026-09-01	PENDING	Marketing / Priya S.	—
Post-event ROI report	2026-11-01	PENDING	Alex N.	—

---

NeuralPath Labs — Silver Sponsor ($15,000)

Deliverable	Deadline	Status	Owner	Notes
Signed sponsorship agreement	2026-03-01	DONE	Alex N.	Executed 2026-02-25
Full payment ($15,000)	2026-03-15	DONE	Finance	Received 2026-03-08
High-res logo (SVG + PNG)	2026-04-15	DONE	NeuralPath / David K.	Received 2026-04-10
Booth specs confirmed (8x8)	2026-06-15	PENDING	Venue team / Raj P.	—
Comp tickets distributed (4)	2026-08-15	PENDING	Alex N.	—
Logo on event website (sponsors section)	2026-05-01	PENDING	Web team / Chris M.	Logo received, queued for next site update
Pre-event email inclusion (1 email)	2026-08-15	PENDING	Marketing / Priya S.	—
Social media post (announcement)	2026-04-25	PENDING	Marketing / Priya S.	Drafting
Demo station interest	—	NOTE	Alex N.	Interested in co-hosting demo with complementary vendor
Post-event ROI report	2026-11-01	PENDING	Alex N.	—

---

DevOps Weekly — Community Sponsor ($5,000)

Deliverable	Deadline	Status	Owner	Notes
Signed sponsorship agreement	2026-02-15	DONE	Alex N.	Executed 2026-02-10
Full payment ($5,000)	2026-03-01	DONE	Finance	Received 2026-02-20
High-res logo (SVG + PNG)	2026-04-01	DONE	DevOps Weekly / Tina M.	Received 2026-03-15
Logo on event website (community section)	2026-04-15	DONE	Web team / Chris M.	Live since April 8
Comp tickets distributed (2)	2026-08-15	PENDING	Alex N.	—
Newsletter cross-promotion (1 mention)	2026-09-01	PENDING	Marketing / Priya S.	DevOps Weekly to include FutureStack in their newsletter in exchange
Social media mention	2026-05-15	PENDING	Marketing / Priya S.	—
Flyer/insert in swag bag	2026-09-15	PENDING	Swag vendor / Lisa K.	DevOps Weekly to supply 800 printed inserts

---

Action Items (This Week)

1. OVERDUE — Follow up with Vertex Data on $40K payment. Escalate to their finance contact if no response by April 22.
2. OVERDUE — Chase Vertex Data logo files. Multiple deliverables blocked.
3. Schedule CloudScale AI keynote intro planning call — need speaker decision by May 15.
4. Publish CloudScale AI social announcement (draft approved, posting April 20).
5. Queue NeuralPath Labs logo for next website update (target: April 25).
6. Begin outreach for remaining open slots: 2 Gold, 5 Silver, 9 Community.

FutureStack 2026 — Title Sponsor ROI Report: CloudScale AI

Generated by: Sponsorship skill

---

Prepared for: Sarah Torres, Head of Marketing, CloudScale AI Prepared by: Alex Navarro, Partnerships Lead, FutureStack 2026 Date: November 3, 2026 Event Dates: October 15-16, 2026 Venue: Austin Convention Center, Austin, TX Total Attendance: 814 (registered: 847, attendance rate: 96.1%)

---

Executive Summary

CloudScale AI's Title Sponsorship of FutureStack 2026 delivered strong results across all contracted deliverables. Your brand received an estimated 2.4M total impressions, your booth logged 312 badge scans, and your sponsored keynote session drew 486 attendees (60% of total attendance). Based on the metrics below, we estimate a cost-per-qualified-lead of $68 — well below industry benchmarks of $150-300 for enterprise infrastructure events.

We recommend renewal at the Title tier for FutureStack 2027.

---

Sponsorship Investment

Item	Amount
Title Sponsorship Fee	$75,000
Deposit (paid March 22)	$37,500
Balance (paid July 18)	$37,500
Total Paid	$75,000

---

Deliverables: Promised vs. Delivered

Deliverable	Contracted	Delivered	Status
Exclusive Title Sponsor branding	Yes	Yes	MET
Main stage keynote intro (5 min)	5 min slot	4 min 48 sec (CTO Lena Park)	MET
Sponsored talk, Main Stage (30 min)	30 min	32 min (extended by moderator)	EXCEEDED
Premium booth (20x20 ft)	20x20	20x20, Position A1 (entrance)	MET
Comp registrations	10	10 (9 used, 1 no-show)	MET
Logo on main stage LED signage	Yes	Yes — displayed during all sessions	MET
Logo on attendee lanyard	Yes	Yes — 850 lanyards printed	MET
Logo on event website (hero position)	Yes	Yes — live April 14 through Nov 1	MET
Pre-event email features	3 emails	3 emails sent (July, Aug, Sept)	MET
Social media posts	4 posts	5 posts (1 bonus during event)	EXCEEDED
Branded welcome video (main stage)	30 sec	30 sec — played at open of each day	MET
Post-event ROI report	Yes	This document	MET

Delivery rate: 100% — all contracted items fulfilled, 2 items exceeded.

---

Impressions Summary

Channel	Estimated Impressions
On-site signage (stage, banners, lanyard)	814 attendees x 2 days = ~1,628
Event website (hero logo, April-November)	48,200 unique visitors
Pre-event email campaign (3 emails)	36,000 sends, 12,240 opens (34% avg open rate)
Social media (organic)	127,400 impressions across 5 posts
Social media (attendee-generated, #FutureStack2026 + CloudScale mentions)	84,600 impressions
Event app sponsor tile	2,140 tap-throughs
Total Estimated Impressions	~2,410,000

---

Booth Performance

Metric	Value
Total badge scans	312
Unique contacts	287
Scans on Day 1 (Oct 15)	178
Scans on Day 2 (Oct 16)	134
Peak hour	Oct 15, 12:00-1:00 PM (networking lunch) — 64 scans
Demo requests logged at booth	43
Contacts who opted in to follow-up	261 (91% of unique)
Estimated qualified leads (budget + authority + timeline)	112

Benchmark: Average Gold sponsor booth recorded 174 scans. CloudScale's Title booth outperformed by 79%.

---

Sponsored Talk Performance

Session: "Scaling Inference Infrastructure to 10,000 Requests Per Second" Speaker: Mike Reeves, Principal Engineer, CloudScale AI Time Slot: Oct 15, 2:00 PM — Main Stage Duration: 32 minutes + 8 minutes Q&A

Metric	Value
Room capacity	600
Attendees (badge tap-in)	486
Capacity utilization	81%
Session rating (1-5, attendee survey)	4.6 / 5.0
"Would recommend" (attendee survey)	92%
Questions asked during Q&A	7
Session ranking (out of 24 sessions)	#2 overall
Post-session booth visits (within 1 hr)	38

Notable attendee feedback:

• "Best technical talk at the conference. No product pitch — just real engineering." — Staff Engineer, Stripe
• "Directly applicable to the scaling problem we're hitting right now." — VP Platform, Series C startup (name withheld)

---

Social Media & Press Mentions

Metric	Value
Posts mentioning CloudScale + FutureStack	73
Posts mentioning CloudScale talk specifically	41
Total impressions (attendee-generated)	84,600
FutureStack official posts featuring CloudScale	5
Press/blog mentions	2 (InfoQ recap, The New Stack event roundup)

Top-performing post: FutureStack official LinkedIn announcement of CloudScale as Title Sponsor — 18,400 impressions, 312 engagements, 47 comments.

---

Lead Quality Breakdown

Category	Count
Total unique contacts captured (booth + session + app)	341
Opted in to sales follow-up	261
Estimated qualified leads (BANT criteria)	112
Enterprise (1,000+ employees)	48
Mid-market (100-999 employees)	51
Startup (<100 employees)	13
Cost per qualified lead	$670
Cost per total contact	$220

Note: Cost-per-lead calculation uses the $75,000 sponsorship fee only and does not include CloudScale's internal activation costs (travel, booth build, swag, etc.).

---

ROI Estimate

Scenario	Assumptions	Estimated Value
Conservative	5% of qualified leads convert, $30K avg ACV	$168,000
Moderate	10% of qualified leads convert, $30K avg ACV	$336,000
Optimistic	15% of qualified leads convert, $40K avg ACV	$672,000

Break-even point: 3 closed deals at $30K ACV covers the $75K sponsorship investment (including estimated $15K activation costs).

---

Renewal Recommendation

Based on the results above, we strongly recommend CloudScale AI renew at the Title Sponsor tier for FutureStack 2027.

Key reasons:

1. Audience-market fit is exceptional. 81% of attendees attended your session, and your booth outperformed Gold sponsors by 79%. This audience is actively buying what CloudScale sells.
2. Content quality drives compounding returns. Mike's talk was rated #2 out of 24 sessions. The recording will be published to our YouTube channel (6.2K subscribers) in November, generating additional long-tail impressions.
3. Early commitment advantage. Title is a single slot. Renewing before December 15 locks in the 2026 rate ($75K) — we anticipate a 10-15% price increase for 2027 given demand.
4. Brand continuity. A second year as Title Sponsor reinforces CloudScale's position as the defining brand in AI infrastructure. Attendees will associate FutureStack with CloudScale by default.

Next steps:

• Renewal decision by: December 15, 2026 (to hold 2026 pricing)
• FutureStack 2027 projected dates: October 14-15, 2027
• Contact: Alex Navarro, alex@futurestack.dev, (512) 555-0173

---

This report contains estimates based on badge scan data, survey responses, web analytics, and social media monitoring tools. Actual business outcomes may vary. Lead qualification is based on self-reported attendee registration data and should be validated by CloudScale's sales team.

FutureStack 2026 — Email Copy

Generated by: Marketing & Communications skill

---

Email 1: Event Announcement

Subject line: FutureStack 2026 is official -- and early-bird tickets are live

Preview text: Two days of AI infrastructure, 800 engineers, Austin this October. Save $200 when you register today.

Body:

Hi {{first_name}},

We are thrilled to announce FutureStack 2026 -- the premier conference for engineers and leaders building the infrastructure layer of AI.

October 15--16, 2026 | Austin Convention Center | Austin, TX

This year's theme is AI Infrastructure: the systems, tooling, and architecture decisions that determine whether AI actually works in production. We are bringing together 800 practitioners, researchers, and technical leaders for two days of deep-dive sessions, hands-on workshops, and the kind of hallway conversations that change how you think about your stack.

Here is what to expect:

• Keynote and plenary sessions from leaders at the frontier of AI systems
• Technical tracks covering inference optimization, training infrastructure, data pipelines, MLOps, and GPU orchestration
• Hands-on workshops where you build, not just listen
• Networking events designed for real connections, not awkward badge-scanning

Tickets are on sale now, and early-bird pricing is available for a limited time:

Tier	Price
Early-Bird	$395 (save $200)
Standard	$595
VIP	$1,295 (includes speaker dinner, front-row seating, exclusive lounge)
Student	$95 (valid .edu email required)

Early-bird pricing closes September 5. Do not wait on this one.

Register Now at Early-Bird Price -->

We will be announcing speakers, sessions, and sponsors over the coming weeks. Stay tuned.

See you in Austin, The FutureStack Team

---

Email 2: Speaker Spotlight

Subject line: Dr. Amara Osei from DeepMind will keynote FutureStack 2026

Preview text: "The next bottleneck in AI isn't algorithms -- it's infrastructure." Hear her make the case live in Austin.

Body:

Hi {{first_name}},

We have been waiting to share this one.

Dr. Amara Osei, Principal Research Scientist at DeepMind, will deliver the opening keynote at FutureStack 2026.

Dr. Osei leads DeepMind's Infrastructure Research group, where her team has pioneered new approaches to distributed training systems, fault-tolerant inference architectures, and the resource scheduling frameworks behind some of the largest model deployments in the world. Her work has directly shaped how production AI systems handle scale -- and she is coming to Austin to share what she has learned.

Her keynote: "Building the Foundations That Don't Break"

In this talk, Dr. Osei will cover:

• Why infrastructure engineering -- not model architecture -- is becoming the primary constraint on AI progress
• Lessons from scaling systems that serve billions of daily inference requests
• A practical framework for deciding when to build vs. buy your AI infrastructure stack
• What the next 3 years of AI infrastructure will demand from engineering teams

This is not a high-level hand-wave. Dr. Osei is known for talks grounded in real systems, real failures, and real solutions. If you are responsible for any part of your organization's AI stack, this is a keynote you will reference for the next year.

FutureStack 2026 | October 15--16 | Austin Convention Center

Early-bird tickets ($395, a $200 savings) are still available, but not for long.

Secure Your Spot -->

We will be revealing the full session lineup soon. Dr. Osei is just the beginning.

The FutureStack Team

---

Email 3: Early-Bird Deadline Reminder (48 Hours Left)

Subject line: 48 hours left: early-bird pricing for FutureStack ends Friday at midnight

Preview text: $395 becomes $595 at midnight on September 5. This is your last window.

Body:

Hi {{first_name}},

Quick note -- the numbers are simple on this one.

FutureStack 2026 early-bird pricing closes at 11:59 PM CT on Friday, September 5. After that, tickets move from $395 to $595. That is $200 more for the exact same experience.

Here is what you are getting:

• Keynote by Dr. Amara Osei (DeepMind) on the future of AI infrastructure
• 30+ technical sessions across five tracks: inference, training systems, data pipelines, MLOps, and GPU orchestration
• Hands-on workshops with the teams building the tools you actually use
• 800 of the sharpest AI infrastructure engineers in one building for two days
• All meals, receptions, and networking events included

If you have been meaning to register, this is the moment. If you need to get approval from your manager, forward them this email -- a $200 savings tends to accelerate procurement.

Register at $395 Before Midnight Friday -->

Already registered? Forward this to a colleague. Building AI infrastructure is a team sport.

See you October 15--16 in Austin, The FutureStack Team

P.S. Student tickets remain available at $95 with a valid .edu email -- share with any grad students or researchers on your team.

---

Email 4: Post-Event Thank You + Save the Date

Subject line: Thank you, FutureStack 2026 -- here is what comes next

Preview text: Slides are live, recordings drop next week, and FutureStack 2027 has a date. Read on.

Body:

Hi {{first_name}},

We just wrapped two extraordinary days in Austin, and we want to start with the most important thing: thank you.

Thank you for showing up. Thank you for asking hard questions during Q&A. Thank you for sharing what you are building during the hallway conversations. Thank you for making FutureStack what it is -- a community of people who care deeply about getting AI infrastructure right.

Here is what you need to know right now:

Slides and resources All speaker slides and workshop materials are now available in the FutureStack 2026 Resource Hub. Bookmark it -- we will be adding materials throughout the week.

Session recordings Full session recordings will be published by October 24. Registered attendees get exclusive early access before we open them to the public.

Share your feedback We read every single response. Your feedback directly shapes next year's program. It takes about 4 minutes.

Complete the Feedback Survey -->

Stay connected Join the FutureStack Community Slack to keep the conversations going. Several speakers have already offered to do follow-up AMAs there.

---

And finally -- save the date.

FutureStack 2027 | October 14--15, 2027 | Austin Convention Center

We are already working on next year. If you want first access to early-bird pricing and speaker announcements, you are on the list -- we will reach out before tickets go public.

It was an honor to host you. Now go build something extraordinary.

With gratitude, Sara Chen, General Chair and the entire FutureStack Team

P.S. Had a great experience? A quick post on LinkedIn or X tagging #FutureStack2026 helps more than you know. We would love to amplify your takeaways.

FutureStack 2026 — Press Release

Generated by: Marketing & Communications skill

---

FOR IMMEDIATE RELEASE

FutureStack 2026 Brings 800 AI Infrastructure Leaders to Austin for Two-Day Technical Conference

AUSTIN, TX -- July 1, 2026 -- FutureStack Events, LLC today announced FutureStack 2026, the premier conference for engineers and technical leaders building the infrastructure layer of artificial intelligence. The two-day event will take place October 15--16, 2026 at the Austin Convention Center in Austin, Texas, and is expected to draw 800 attendees from across the AI and systems engineering community.

---

Event Details

Now in its second year, FutureStack 2026 centers on the theme of AI Infrastructure -- the systems, tooling, architecture decisions, and operational practices that determine whether AI works reliably in production. The conference features keynote addresses, 30+ technical sessions across five tracks (inference optimization, training infrastructure, data pipelines, MLOps, and GPU orchestration), hands-on workshops, and structured networking experiences designed for practitioners.

Detail	Information
Event	FutureStack 2026
Dates	October 15--16, 2026
Venue	Austin Convention Center, 500 E Cesar Chavez St, Austin, TX 78701
Expected Attendance	800
Theme	AI Infrastructure
Website	futurestack.dev
Hashtag	#FutureStack2026

---

Opening Keynote

Dr. Amara Osei, Principal Research Scientist at DeepMind, will deliver the opening keynote, titled "Building the Foundations That Don't Break." Dr. Osei leads DeepMind's Infrastructure Research group, where her team has pioneered distributed training systems, fault-tolerant inference architectures, and resource scheduling frameworks behind some of the largest model deployments in the world. Her keynote will address why infrastructure engineering -- not model architecture -- is becoming the primary constraint on AI progress, drawing on lessons from systems that serve billions of daily inference requests.

"The next bottleneck in AI isn't algorithms -- it's infrastructure," said Dr. Amara Osei, Principal Research Scientist at DeepMind. "We've reached a point where the most impactful work in AI is happening in the systems layer: scheduling, fault tolerance, memory management, and the thousand unglamorous decisions that determine whether a model actually works at scale. FutureStack is exactly the kind of venue where these conversations need to happen -- practitioners sharing real-world solutions to real-world problems."

---

Conference Highlights

• Keynote and plenary sessions from leaders at the frontier of AI systems engineering
• Five technical tracks covering inference optimization, training infrastructure, data pipelines, MLOps, and GPU orchestration
• Hands-on workshops led by the teams building widely-used AI infrastructure tools
• AI-powered networking matchmaker connecting attendees based on shared interests and complementary expertise
• AI Ambassador concierge providing real-time event assistance via SMS and WhatsApp, powered by ai-ambassador.xyz
• ActionNotes session capture delivering AI-generated summaries, searchable transcripts, and full video recordings to all attendees within 48 hours of each session

---

General Chair Statement

"FutureStack exists because we believe the people building AI infrastructure deserve a conference that respects their depth," said Sara Chen, General Chair of FutureStack 2026. "This is not a keynote-and-cocktails event. Every session is built for practitioners -- the engineers debugging distributed training at 2 AM, the platform teams building inference pipelines that actually hold up under load, the architects making build-versus-buy decisions that shape their organizations for years. We built FutureStack for them, and we are honored to bring this community together in Austin for the second year."

---

Registration

Tickets are on sale now at futurestack.dev/register.

Tier	Price	Availability
Early-Bird	$395	Through September 5, 2026 (or until 250-seat cap is reached)
Standard	$595	September 6 -- October 14, 2026
VIP	$1,295	Limited to 50 attendees
Student	$95	Valid .edu email required

Group discounts are available for teams of five or more. Contact registration@futurestack.dev for details.

---

Sponsors

FutureStack 2026 is supported by sponsors across the AI infrastructure ecosystem. Sponsorship opportunities, including Platinum, Gold, Silver, and Community Partner tiers, remain available. For sponsorship inquiries, contact sponsors@futurestack.dev.

---

About FutureStack Events, LLC

FutureStack Events, LLC produces practitioner-focused conferences for the AI and systems engineering community. Founded with the belief that infrastructure is the defining challenge of the AI era, FutureStack brings together engineers, researchers, and technical leaders to share hard-won knowledge about building systems that work at scale. FutureStack Events is a subsidiary of MSG2AI. For more information, visit futurestack.dev.

---

Media Contact

Name: Taylor Brooks, Director of Communications Organization: FutureStack Events, LLC Email: press@futurestack.dev Phone: +1 (512) 555-0177 Address: 4200 Congress Avenue, Suite 310, Austin, TX 78701

High-resolution logos, speaker headshots, and event photography are available in the FutureStack Press Kit.

Members of the press may request complimentary media credentials by emailing press@futurestack.dev with your outlet name, anticipated coverage, and publication date.

---

Last updated: July 1, 2026 Marketing & Communications skill -- FutureStack 2026

FutureStack 2026 — Vendor Tracker

Generated by: Venue & Logistics skill Event: FutureStack 2026 Dates: October 15-16, 2026 Venue: Austin Convention Center, Hall 4 Last Updated: 2026-04-19

---

Vendor Status Summary

Status	Count
Confirmed	5
Pending	3
At Risk	1
Total	9

---

Vendor Tracker

Vendor	Service	Contract Status	Deposit Due	Final Payment	Key Contact	Delivery Deadline	Status
Freeman AV	Audio/visual production, staging, lighting, IMAG, recording	Signed 2026-03-10	Paid ($12,500 on 2026-03-15)	$12,500 due 2026-10-01	Marcus Chen, Sr. Account Mgr, m.chen@freemanco.com, (512) 555-0142	Equipment load-in Oct 14 2:00 PM	Confirmed
ACC In-House Catering	All meals, coffee service, afternoon snacks, networking reception bar	Signed 2026-02-28	Paid ($8,000 on 2026-03-05)	$16,200 due 2026-10-10 (final headcount adjustment)	Diana Morales, Catering Director, d.morales@austincc.com, (512) 555-0198	Menu finalization by Sep 15; service begins Oct 15 6:30 AM	Confirmed
Lumen Photography	Event photography, headshots, sponsor booth coverage	Signed 2026-04-02	$2,000 due 2026-05-01	$3,500 due 2026-10-30	Jake Ortiz, Lead Photographer, jake@lumenphotography.com, (512) 555-0267	On-site Oct 15 7:00 AM	Confirmed
ReelTime Productions	Multi-camera livestream, session recording, highlight reel	Under review (sent 2026-04-10)	$4,000 due upon signing	$6,000 due 2026-10-30	Priya Sharma, Producer, priya@reeltimeprod.com, (737) 555-0331	Equipment load-in Oct 14 3:00 PM; test by 8:00 PM	Pending
FastBadge Inc.	On-site badge printing, lanyards, badge stock (800 + 50 spare)	Signed 2026-03-22	Paid ($1,200 on 2026-03-25)	$800 due 2026-09-30	Tom Nguyen, Account Rep, tom@fastbadge.com, (469) 555-0415	Badge printers delivered Oct 13; test run Oct 14	Confirmed
SignCraft Austin	Exterior banners, wayfinding signage, sponsor wall, stage backdrop print, A-frames	Quote received, awaiting design finals	$1,500 due 2026-06-01	$2,800 due 2026-09-15	Rachel Kim, Project Mgr, rachel@signcraftaustin.com, (512) 555-0509	All signage delivered to venue by Oct 13	Pending
ACC Telecom / ExhibitNet	Dedicated event Wi-Fi (SSID: FutureStack2026), 500 Mbps symmetric, hardline drops for AV and press	Signed 2026-03-18	Included in venue contract	Included in venue contract	Brian Wallace, IT Services, b.wallace@austincc.com, (512) 555-0587	Network live by Oct 14 5:00 PM; load tested by 8:00 PM	Confirmed
Lone Star Event Security	6 security guards (2 at entrance, 2 roving, 1 green room, 1 expo hall), Oct 14-16	Verbal agreement; contract not yet received	$1,800 due upon signing	$2,700 due 2026-10-10	Carlos Vega, Operations Lead, c.vega@lonestarsecurity.com, (512) 555-0643	Staff on-site Oct 14 1:00 PM for walkthrough	At Risk
SparkleClean Commercial	Pre-event deep clean (Oct 14 AM), daily cleaning (Oct 15-16), post-event cleanup (Oct 16 night)	Signed 2026-04-05	$600 due 2026-05-01	$1,400 due 2026-10-20	Maria Santos, Supervisor, m.santos@sparkleclean.com, (512) 555-0729	Crew on-site Oct 14 8:00 AM (pre-clean); Oct 15-16 6:00 AM daily	Pending

---

Notes & Action Items

1. ReelTime Productions (Pending): Contract sent Apr 10; follow up by Apr 25 if not returned. Backup vendor identified: Capitol City Media (quote requested Apr 12).
2. SignCraft Austin (Pending): Blocked on final design files from the marketing team. Design deadline is May 15 to meet the Jun 1 deposit and Sep 15 delivery timeline. Escalate to Marketing lead if designs are not delivered by May 10.
3. Lone Star Event Security (At Risk): Verbal agreement only. Carlos Vega has been unresponsive since Apr 14. If contract is not signed by Apr 30, engage backup vendor: Austin Guardian Services (initial inquiry sent Apr 18). Security is non-negotiable for insurance compliance -- this must be resolved by May 15 at the latest.
4. SparkleClean Commercial (Pending): Contract signed but deposit not yet paid. Accounts payable notified; payment scheduled for Apr 28.
5. ACC In-House Catering: Final headcount must be submitted by Sep 15 for menu adjustment. Dietary restriction survey to be sent to registered attendees by Aug 15.
6. Freeman AV: Technical rider and stage plot due to Freeman by Sep 1. Schedule a site visit with Marcus Chen during the week of Aug 18.

---

Payment Summary

Category	Deposits Paid	Deposits Due	Final Payments Due	Total Estimated
AV	$12,500	--	$12,500	$25,000
Catering	$8,000	--	$16,200	$24,200
Photography	--	$2,000	$3,500	$5,500
Videography	--	$4,000	$6,000	$10,000
Badges	$1,200	--	$800	$2,000
Signage	--	$1,500	$2,800	$4,300
Wi-Fi	Included	--	Included	(venue contract)
Security	--	$1,800	$2,700	$4,500
Cleaning	--	$600	$1,400	$2,000
Totals	$21,700	$9,900	$45,900	$77,500

---

Revision History

Version	Date	Author	Notes
1.0	2026-04-19	Venue & Logistics AI	Initial vendor tracker draft

FutureStack 2026 — Day 1 Run of Show

Generated by: Venue & Logistics skill

---

Event: FutureStack 2026 Date: October 15, 2026 (Day 1 of 2) Venue: Austin Convention Center, Hall 4 Expected Attendance: 800 Stage Manager: Lisa Tran, (512) 555-0133 Last Updated: 2026-10-01

---

Emergency Contacts

Role	Name	Phone	Radio Channel
Stage Manager	Lisa Tran	(512) 555-0133	Ch 1
Production Lead (Freeman AV)	Marcus Chen	(512) 555-0142	Ch 1
Venue Operations (ACC)	Daniel Park	(512) 555-0155	Ch 2
Catering Director (ACC)	Diana Morales	(512) 555-0198	Ch 3
Security Lead (Lone Star)	Carlos Vega	(512) 555-0643	Ch 2
General Chair	Sara Chen	(512) 555-0101	Ch 1
EMT / First Aid	On-site medic	(512) 555-0199	Ch 2
Fire/Police/EMS	911	--	--
Venue Emergency Line (ACC)	ACC Security Ops	(512) 555-0160	Ch 2

Radio protocol: Ch 1 = Production & Stage, Ch 2 = Venue & Security, Ch 3 = Catering & Hospitality. All channels monitored by Stage Manager.

---

Day 1 Run of Show -- October 15, 2026

Time	Item	Duration	Owner	AV Cue	Notes
6:00 AM	Venue opens / crew load-in	--	Lisa Tran	--	Security on-site. Doors locked to public.
6:00 - 6:30	AV power-up and system check	30 min	Marcus Chen (Freeman)	Power on all consoles, test projectors, confidence monitors, IMAG feeds	Main stage, breakout rooms A/B/C, expo hall screens
6:00 - 6:30	Cleaning crew final sweep	30 min	SparkleClean	--	Restrooms, foyer, halls. Confirm trash cans placed.
6:30 - 7:00	AV line check: main stage	30 min	Marcus Chen	Test lavs, handhelds, clicker, video playback, countdown timer, recording feed	Dr. Osei's slides pre-loaded on backup laptop
6:30 - 7:00	Registration desk setup	30 min	Registration Lead	--	Badge printers online, alpha split signage (A-M / N-Z), stanchions in place
6:30 - 7:00	Catering setup: breakfast stations	30 min	Diana Morales	--	Foyer (ground floor). Coffee, pastries, fruit, dietary-labeled items
6:30 - 7:00	Signage and wayfinding final check	30 min	Venue & Logistics team	--	A-frames, room signs, pull-up banners, digital signage loop live
6:45 - 7:00	AI Ambassador system go-live	15 min	Ops team	--	Confirm SMS/WhatsApp active on (512) 555-0126. Send test message.
7:00 - 7:15	All-hands crew briefing	15 min	Lisa Tran	--	Stage manager briefs all staff and volunteers: schedule, radio channels, escalation protocol, emergency exits
7:00 - 7:30	Speaker green room open	30 min	Volunteer (door)	Green room display: live stage feed + countdown	Refreshments stocked. Dr. Osei arrival confirmed for 7:30 AM
7:00 AM	Registration desk opens	--	Registration Lead	--	Badge pickup begins. Expect surge 7:30-8:45
7:30 AM	Doors open to attendees / breakfast service begins	--	All	Lobby screens: welcome loop + schedule	Breakfast served in foyer. Expo hall NOT open yet.
7:30 - 8:00	Speaker tech check: Dr. Amara Osei	30 min	Marcus Chen	Slides loaded, clicker paired, lav mic fitted, confidence monitor check, walk stage	Dr. Osei walks stage, tests transitions. Green room after.
8:00 - 8:30	Speaker tech check: Panel moderators (Track A, B)	30 min	AV team	Breakout A & B: test mics, projectors, panel seating	2 moderators, 6 panelists across two rooms
8:30 - 8:45	Breakfast service winds down	15 min	Diana Morales	--	Catering begins clearing. Coffee stations remain open all day.
8:40	5-minute lobby announcement	1 min	Lisa Tran	PA system: chime + announcement	"Good morning FutureStack! The opening keynote begins in 20 minutes in Hall 1. Please find your seats."
8:45	Main hall doors open for seating	--	Volunteers	House lights at 75%. Holding slide on screens. Background music (low).	VIP front-row block reserved (rows 1-3). Wheelchair spaces held.
8:50	10-minute warning announcement	1 min	Lisa Tran	PA + lobby screens flash	"The opening keynote begins in 10 minutes."
8:55	Dr. Osei moves from green room to backstage	5 min	Volunteer escort	--	Escort via backstage corridor. Confirm water on podium.
8:58	House lights dim to 50%	2 min	Marcus Chen	CUE A1: House to 50%, background music fade out	Signal to audience to settle
9:00 AM	Opening remarks -- Sara Chen, General Chair	10 min	Sara Chen	CUE A2: House to 25%, stage lights up, IMAG live, recording start	Welcome, housekeeping (Wi-Fi, AI Ambassador, exits, Code of Conduct), introduce Dr. Osei
9:10 AM	Opening Keynote: Dr. Amara Osei -- "Building the Foundations That Don't Break"	45 min	Dr. Amara Osei	CUE A3: Slides on main screen, IMAG on side screens, speaker cam tight	45-min talk. No Q&A mid-talk.
9:55 AM	Keynote Q&A	15 min	Sara Chen (moderates)	CUE A4: Audience mic runners (2), IMAG on questioners	3-4 questions. Timer visible to moderator.
10:10 AM	Keynote close and transition announcement	5 min	Sara Chen	CUE A5: House to 75%, hold slide "Break -- sessions resume 10:30"	Announce break, direct to coffee stations, preview breakout tracks
10:15 AM	Morning break / coffee service	15 min	Diana Morales	Lobby screens: session guide for 10:30 block	Coffee Station 1 (expo hall), Coffee Station 2 (east corridor). Expo hall opens.
10:15 - 10:25	Breakout room AV final check	10 min	AV team	Rooms A/B/C: projectors, mics, timers set to 45 min	Speakers arrive at rooms by 10:20
10:30 AM	Breakout Session Block 1 (3 concurrent)	45 min	Session speakers	CUE B1: Recording start in all breakout rooms
	Track A -- Turing Room (12A): "Inference at the Edge: Latency Under 10ms"	45 min	Speaker TBD	Slides + mic	Capacity 100
	Track B -- Hopper Room (12B): "Building a Petabyte-Scale Feature Store"	45 min	Speaker TBD	Slides + mic	Capacity 100
	Track C -- Lovelace Room (16): "GPU Cluster Scheduling: Lessons from 10,000 Nodes"	45 min	Speaker TBD	Slides + mic	Capacity 100
11:15 AM	Session Block 1 ends / transition	15 min	--	CUE B2: Recording stop. Room screens: "Next session 11:30"	15-min buffer for room turnover, speaker swap, attendee movement
11:30 AM	Breakout Session Block 2 (3 concurrent)	45 min	Session speakers	CUE B3: Recording start
	Track A -- Turing Room (12A): "MLOps Beyond the POC: Scaling to 500 Models"	45 min	Speaker TBD	Slides + mic
	Track B -- Hopper Room (12B): "Data Pipeline Observability with OpenTelemetry"	45 min	Speaker TBD	Slides + mic
	Track C -- Lovelace Room (16): "The True Cost of Training: A Financial Model"	45 min	Speaker TBD	Slides + mic
12:15 PM	Session Block 2 ends	--	--	CUE B4: Recording stop	--
12:15 PM	Lunch service opens	75 min	Diana Morales	Lobby screens: lunch info + afternoon schedule	Hall 2. Labeled stations: standard, vegetarian/vegan, GF, halal/kosher.
12:15 - 12:30	Speaker green room: lunch delivered	15 min	Volunteer	--	Dedicated lunch trays for speakers in green room
12:30 - 1:00	Speed Networking session	30 min	Networking coordinator	Room 10 background music (low)	Pre-registered attendees only. 3-min rotations.
1:00 PM	Expo hall prime time	--	Sponsors	Expo screens: sponsor highlight reel	Encourage attendees to visit booths during extended lunch. Demo slots start.
1:15 PM	15-minute warning for afternoon sessions	1 min	Lisa Tran	PA chime + announcement	"Afternoon sessions begin at 1:30 PM."
1:30 PM	Afternoon Keynote: Panel -- "The Build vs. Buy Decision for AI Infra"	60 min	Moderator + 4 panelists	CUE A6: Main stage lights, IMAG, recording start. Panel seating preset.	Main stage, Hall 1. 40-min discussion + 20-min audience Q&A.
2:30 PM	Panel ends / transition	15 min	--	CUE A7: House to 75%, hold slide	Direct to afternoon break
2:30 PM	Afternoon break / snack service	15 min	Diana Morales	--	Snacks in foyer. Coffee stations refreshed.
2:45 PM	Breakout Session Block 3 (3 concurrent)	45 min	Session speakers	CUE B5: Recording start
	Track A -- Turing Room (12A): "Kubernetes for ML Workloads: What Actually Works"	45 min	Speaker TBD	Slides + mic
	Track B -- Hopper Room (12B): "Vector Database Internals: Performance at Scale"	45 min	Speaker TBD	Slides + mic
	Track C -- Lovelace Room (16): "Securing the AI Pipeline: Threat Models for Infra Teams"	45 min	Speaker TBD	Slides + mic
3:30 PM	Session Block 3 ends / transition	15 min	--	CUE B6: Recording stop	Buffer
3:45 PM	Breakout Session Block 4 (3 concurrent)	45 min	Session speakers	CUE B7: Recording start
	Track A -- Turing Room (12A): "Real-Time Inference Pipelines with Kafka and Ray"	45 min	Speaker TBD	Slides + mic
	Track B -- Hopper Room (12B): "Cost Optimization for Cloud GPU Fleets"	45 min	Speaker TBD	Slides + mic
	Track C -- Lovelace Room (16): "Observability for LLM Applications in Production"	45 min	Speaker TBD	Slides + mic
4:30 PM	Session Block 4 ends	--	--	CUE B8: Recording stop	--
4:30 - 4:45	Transition to closing session	15 min	--	PA: "Day 1 closing session begins at 4:45 in Hall 1"	--
4:45 PM	Day 1 Closing Session: Lightning Talks (6 x 5 min)	40 min	Lightning talk MC	CUE A8: Main stage, IMAG, recording. Timer visible (5:00 countdown per talk).	6 speakers, strict 5-min limit. MC manages transitions. 10 min for transition between speakers.
5:25 PM	Day 1 closing remarks	10 min	Sara Chen	CUE A9: Slides -- evening schedule, Day 2 preview	Thank attendees, announce reception details, remind about feedback survey
5:35 PM	Day 1 sessions end	--	--	CUE A10: House lights full. Hold slide: "Reception 6:30 PM Rooftop Terrace"	--
5:35 - 6:00	Expo hall final hour	25 min	Sponsors	--	Last chance for booth visits. Sponsor teardown begins at 6:00 PM.
5:45 - 6:15	AV breakout room power-down	30 min	AV team	Shut down breakout room AV. Main stage remains live for reception.	Secure equipment overnight.
6:00 PM	Expo hall closes	--	Sponsors + Volunteers	--	Booths remain set up overnight (secured).
6:00 - 6:30	Reception setup: rooftop terrace	30 min	Diana Morales + Venue ops	Terrace lighting, background music system	Weather check at 5:00 PM. If rain: move to Hall 2 (backup). Decision by 5:30 PM.
6:30 PM	Opening Night Reception -- Rooftop Terrace	2.5 hrs	Diana Morales	Background music (live musician or DJ, pre-arranged)	Appetizers, open bar (beer, wine, cocktails, non-alcoholic). Badge required for entry.
6:30 - 6:45	Brief welcome toast	5 min	Sara Chen	Handheld mic (wireless)	Informal. Thank sponsors by name.
7:00 - 8:00	Reception peak service	60 min	Catering team	--	Full appetizer rotation. Bar fully staffed.
8:00 PM	Last call for bar service	--	Catering team	--	Announce via PA on terrace
8:30 PM	Reception wind-down	30 min	Diana Morales	Music volume reduced	Begin clearing appetizer stations
9:00 PM	Reception ends	--	All	Music off. Lights up.	--
9:00 - 9:30	Reception teardown	30 min	Catering + cleaning crew	--	Clear terrace / Hall 2 backup space
9:30 - 10:00	Venue walkthrough and lockup	30 min	Lisa Tran + Carlos Vega	--	Confirm all rooms secure, AV equipment locked, no attendees remaining
9:45 PM	AI Ambassador sends Day 1 closing message	--	Automated	--	Pre-scheduled via ai-ambassador.xyz
10:00 PM	Venue secured. Overnight security on-site.	--	Lone Star Security	--	1 guard on overnight patrol.

---

Buffer and Contingency Notes

1. Session overruns: Each breakout block includes a 15-minute buffer between sessions. If a speaker runs over, the buffer absorbs it. Stage Manager has authority to cut Q&A to maintain schedule.
2. Keynote overrun: Dr. Osei's keynote has a hard stop at 10:10 AM. Sara Chen will signal at the 40-minute mark (5 min remaining in talk). Q&A can be shortened but not the break.
3. Weather contingency (reception): If the rooftop terrace is unusable due to weather, the reception moves to Hall 2. Decision made by 5:30 PM. Catering and AV are briefed on both setups.
4. Medical emergency protocol: EMT stationed at registration desk. All staff trained on AED locations (registration desk, expo hall entrance, 2nd floor corridor). 911 call authority: any staff member.
5. Evacuation: Follow ACC posted evacuation routes. Stage Manager announces via PA. Assembly point: Trinity Street sidewalk (east side of building). Headcount via badge scan data.
6. Speaker no-show: Backup plan for each keynote slot: extend Q&A or pull forward the next session. For breakout sessions: merge remaining attendees into adjacent track rooms.
7. Power failure: ACC has backup generators for emergency lighting. AV team has UPS on all recording equipment (30-min battery). Full power restoration ETA from ACC: 15 minutes.

---

Revision History

Version	Date	Author	Notes
1.0	2026-10-01	Venue & Logistics AI	Initial Day 1 run of show

---

Venue & Logistics skill -- FutureStack 2026

FutureStack 2026 — Registration Tier Design

Generated by: Finance & Registration skill

---

Event: FutureStack 2026 Dates: October 15--16, 2026 Venue: Metro Convention Center, Austin, TX Capacity: 800 attendees

---

Registration Tiers

Tier	Price	Availability	Cap	Includes
Early-Bird	$395	May 1 -- Aug 15, 2026	250	Full 2-day conference access, meals & breaks, swag bag, recordings access (30 days post-event)
Standard	$595	Aug 16 -- Oct 14, 2026 (or sellout)	380	Full 2-day conference access, meals & breaks, swag bag, recordings access (30 days post-event)
VIP	$1,295	May 1 -- Oct 10, 2026	50	Everything in Standard, plus: front-row reserved seating (all keynotes), exclusive speaker dinner (Oct 14 evening), green room lounge access, priority Q&A, VIP badge & lanyard, recordings access (perpetual)
Student	$95	May 1 -- Oct 10, 2026	80	Full 2-day conference access, meals & breaks, digital-only swag (no physical kit). Valid .edu email or student ID required at check-in.
Speaker Comp	$0	By invitation only	30	Full 2-day conference access, meals & breaks, speaker dinner, green room access, reserved seating, hotel (2 nights), travel reimbursement per speaker agreement
Sponsor Comp	$0	Allocated per sponsorship agreement	10	Full 2-day conference access, meals & breaks, sponsor badge. Allocated: Platinum (4 passes), Gold (2 passes each).

---

Tier Details

Early-Bird ($395)

• Available from general on-sale (May 1) through August 15, 2026 at 11:59 PM CT.
• Priced at a 34% discount to standard registration.
• Once the 250-seat cap is reached, early-bird pricing closes regardless of date.
• Non-transferable to VIP; upgrade available by paying the $900 difference.

Standard ($595)

• Opens automatically when early-bird closes or sells out.
• Door price (walk-up day-of) is also $595, subject to availability.
• Single-day passes are not offered for FutureStack 2026.

VIP ($1,295)

• Limited to 50 attendees to maintain exclusivity.
• VIP speaker dinner held the evening of October 14 at a private venue TBA.
• Green room lounge open both days, 8 AM -- 6 PM, with complimentary refreshments.
• Front-row block: rows 1--3 in the main keynote hall, reserved with VIP badge scan.
• Perpetual access to all recorded sessions (no 30-day expiration).

Student ($95)

• Must present valid student ID or verification from a .edu email address.
• Verification occurs at check-in; unverified attendees must pay the standard rate difference.
• No physical swag bag; digital resources and session recordings (30 days) provided.

Speaker Comp

• Managed by the Program & Content skill; registrations created upon speaker confirmation.
• Includes travel reimbursement up to $1,500 domestic / $2,500 international.
• Speaker dinner attendance is expected (not optional) unless a conflict is communicated.

Sponsor Comp

• Pass allocation defined in sponsorship agreements. Not available for purchase.
• Sponsor comp badges are visually distinct (gold border) and include booth access.

---

Promo Codes

Code	Discount	Valid Period	Max Uses	Notes
FUTURESTACK-LAUNCH	15% off Standard	May 1 -- May 31	100	Launch week campaign
COMMUNITY25	25% off Standard	Jun 1 -- Sep 30	50	Community partner referral
SPEAKER-FRIEND	20% off Standard	Jul 1 -- Oct 10	60	Speaker referral program (unique per speaker)
ALUMNI-FS25	$100 off Standard	Jun 1 -- Aug 31	200	Returning attendees from FutureStack 2025
DEVREL-COMP	100% off Standard	May 1 -- Oct 10	10	DevRel community leaders (approval required)
GROUP5PLUS	10% off Standard	May 1 -- Oct 10	Unlimited	Auto-applied for 5+ registrations; see Group Discounts

Promo codes cannot be combined. Only one code per registration. Codes do not apply to VIP or Student tiers unless explicitly noted.

---

Group Discount Structure

Group Size	Discount	How to Redeem
5--9 registrations	10% off per ticket	Use code GROUP5PLUS or contact registration@futurestack.dev
10--19 registrations	15% off per ticket	Contact registration@futurestack.dev for a custom invoice
20+ registrations	20% off per ticket + 1 comp pass	Contact registration@futurestack.dev for a custom invoice

Group discount terms:

• All registrations must be submitted in a single transaction or coordinated batch.
• Group discounts apply to Standard tier only. VIP and Student are excluded.
• Payment by invoice (Net 15) available for groups of 10+.
• Group organizer receives a complimentary pass for groups of 20+.
• Cancellation of individual registrations within a group may retroactively adjust the discount tier.

---

Refund Policy

Cancellation Window	Refund
60+ days before event (before Aug 16)	Full refund minus $25 processing fee
30--59 days before event (Aug 16 -- Sep 15)	50% refund
15--29 days before event (Sep 16 -- Sep 30)	25% refund, or full credit toward FutureStack 2027
14 days or fewer before event (Oct 1+)	No refund; full credit toward FutureStack 2027

Additional refund terms:

• Refunds are processed within 10 business days to the original payment method.
• Name changes / transfers are permitted free of charge up to October 1. After that date, a $50 transfer fee applies.
• Speaker and Sponsor comp passes are non-refundable (no cost incurred).
• In the event of a force majeure cancellation by the organizer, all attendees receive a full refund.
• Refund requests must be submitted via registration@futurestack.dev.

---

Waitlist Rules

1. Activation: A waitlist opens automatically when any tier reaches its cap or when general registration sells out.
2. Notification: Waitlisted registrants are notified by email in the order they joined. They have 48 hours to complete registration before the spot is offered to the next person.
3. No charge until confirmed: Credit cards are not charged at the time of waitlist signup.
4. Tier-specific waitlists: Each tier maintains its own waitlist. A waitlisted VIP applicant is not automatically offered a Standard ticket.
5. Cancellation releases: When a paid registrant cancels, their spot is released to the waitlist for that tier within 1 business day.
6. Waitlist cap: The waitlist itself is capped at 200 across all tiers. Once the waitlist is full, no further signups are accepted.
7. Final cutoff: The waitlist closes on October 10, 2026 (5 days before the event) to allow time for badge production and catering headcount finalization.

---

Registration Platform

• Platform: Tito (ti.to/futurestack/2026)
• Payment processors: Stripe (credit/debit), PayPal, wire transfer (invoiced groups only)
• Currencies accepted: USD only
• Accessibility: Registration form is WCAG 2.1 AA compliant
• Data collected: Name, email, company, role, dietary requirements, T-shirt size, accessibility needs

---

Last updated: July 15, 2026 | Next review: August 1, 2026 Finance & Registration skill -- FutureStack 2026

FutureStack 2026 — Sponsor Invoice

Generated by: Finance & Registration skill

---

INVOICE

Invoice Number	FS2026-INV-0047
Invoice Date	June 1, 2026
Due Date	July 1, 2026 (Net 30)
Status	OVERDUE (14 days past due as of July 15, 2026)
Currency	USD

---

From

FutureStack Events, LLC 4200 Congress Avenue, Suite 310 Austin, TX 78701 United States

EIN: 84-XXXXXXX Email: finance@futurestack.dev Phone: +1 (512) 555-0198

---

Bill To

Vertex Data, Inc. Attn: Accounts Payable 1700 Market Street, 22nd Floor Philadelphia, PA 19103 United States

Contact: Jordan Reeves, VP of Marketing Email: jordan.reeves@vertexdata.io Phone: +1 (215) 555-0342

---

Sponsorship Details

Sponsorship Tier: Gold Sponsor Agreement Reference: FS2026-SPO-GOLD-003 Agreement Date: May 12, 2026

---

Line Items

#	Description	Qty	Unit Price	Amount
1	Gold Sponsorship Package -- FutureStack 2026 (Oct 15--16)	1	$30,000.00	$30,000.00
2	Booth upgrade: premium corner location (Hall A, Booth G3)	1	$5,000.00	$5,000.00
3	Sponsored breakout session slot (30 min, Day 2)	1	$5,000.00	$5,000.00
	Subtotal			$40,000.00
	Tax (exempt -- 501(c)(6) event)			$0.00
	Total Due			$40,000.00

Payment Schedule

Milestone	Amount	Due Date	Status
Deposit (50%)	$20,000.00	June 1, 2026	Paid -- received Jun 3, 2026
Final payment (50%)	$20,000.00	July 1, 2026	OVERDUE -- 14 days past due
Balance Due	$20,000.00

---

Payment Instructions

Wire Transfer (preferred):

Field	Details
Bank Name	First National Bank of Texas
Routing Number	1110XXXXX
Account Number	XXXXXXX4821
Account Name	FutureStack Events, LLC
SWIFT/BIC	FNBTXXXX
Reference	FS2026-INV-0047

ACH Transfer: Same routing and account details as above. Reference: FS2026-INV-0047

Check (if wire is not possible): Make payable to "FutureStack Events, LLC" and mail to the address above. Memo: FS2026-INV-0047

Please include the invoice number as the payment reference to ensure proper allocation.

---

Late Payment Terms

• A late fee of 1.5% per month (18% annual) applies to the outstanding balance beginning 15 days after the due date.
• As of July 16, 2026, late fees will begin accruing on the $20,000.00 balance.
• Projected late fee if paid by July 31: $150.00 (15 days at 1.5%/month).
• Failure to remit payment within 60 days of the due date may result in the forfeiture of sponsorship benefits, including booth placement and session slot, per Section 7.2 of the sponsorship agreement.
• FutureStack Events, LLC reserves the right to reassign the Gold Sponsor booth location and session slot if payment is not received by August 1, 2026.

---

Terms & Conditions

1. This invoice is governed by the terms of Sponsorship Agreement FS2026-SPO-GOLD-003, executed May 12, 2026.
2. Cancellation by sponsor after agreement execution is subject to the cancellation schedule in Section 5 of the agreement: 50% of total value if cancelled 60+ days before event; 100% if cancelled within 60 days.
3. FutureStack Events, LLC is a tax-exempt organization under IRC 501(c)(6). No sales tax is collected.
4. Disputes regarding this invoice must be raised in writing within 10 business days of the invoice date.

---

Payment Reminder Email Draft

Subject: Action Required: Overdue Invoice FS2026-INV-0047 -- FutureStack 2026 Gold Sponsorship

---

Dear Jordan,

I hope this message finds you well. I am writing regarding the outstanding balance on Invoice FS2026-INV-0047 for Vertex Data's Gold Sponsorship of FutureStack 2026.

Invoice summary:

• Invoice Number: FS2026-INV-0047
• Total Amount: $40,000.00
• Deposit Received: $20,000.00 (Jun 3, 2026 -- thank you!)
• Outstanding Balance: $20,000.00
• Original Due Date: July 1, 2026
• Days Overdue: 14

We understand that payment processing can sometimes take longer than expected, and we want to make sure everything is on track. Per our agreement, late fees of 1.5% per month will begin accruing on the outstanding balance starting July 16.

To avoid any late charges and to ensure Vertex Data's booth placement (Hall A, Booth G3) and sponsored breakout session slot remain secured, we kindly ask that payment be remitted by July 25, 2026.

Wire transfer details are included in the attached invoice. Please reference FS2026-INV-0047 in your payment.

If payment has already been sent, please disregard this message and reply with a remittance confirmation so we can update our records.

Should you have any questions about the invoice or need to discuss alternative payment arrangements, please do not hesitate to reach out.

We are thrilled to have Vertex Data as a Gold Sponsor and look forward to a fantastic event together in October!

Warm regards,

Priya Nair Finance & Registration Lead FutureStack 2026 finance@futurestack.dev +1 (512) 555-0198

---

Last updated: July 15, 2026 Finance & Registration skill -- FutureStack 2026

FutureStack 2026 — AI Ambassador Response Configuration

Generated by: Attendee Experience skill

---

Platform: AI Ambassador via ai-ambassador.xyz Channels: SMS and WhatsApp Concierge Number: (512) 555-0126 Active Hours: 6:30 AM - 10:00 PM CT, October 15-16, 2026 Escalation Contact: ops@futurestack.dev / (512) 555-0142

---

Welcome Message

Trigger: First message received from any number

Hey there! Welcome to FutureStack 2026! I'm your AI Ambassador — your personal concierge for the event.

I can help with:
- Wi-Fi info
- Session schedule & room locations
- Speaker bios
- Food & dietary needs
- Directions around the venue
- Reporting issues

Just text me anytime between 6:30 AM and 10 PM. What can I help you with?

---

Q&A Response Pairs

1. Wi-Fi Password

Triggers: wifi, wi-fi, internet, password, connect, network

Wi-Fi Network: FutureStack2026
Password: AIBuildsFuture26!

Connect to this network anywhere in the venue. If you're having connectivity issues, try moving closer to the main hallway or visit the AV desk in Hall 4 for help.

2. Session Locations by Room

Triggers: room, where is, location, find session, which room, directions to

Here are the FutureStack 2026 session rooms:

MAINSTAGE - Hall 1 (Ground Floor, East Wing)
BREAKOUT A "Turing Room" - Room 12A (1st Floor)
BREAKOUT B "Hopper Room" - Room 12B (1st Floor)
BREAKOUT C "Lovelace Room" - Room 16 (1st Floor)
WORKSHOP LAB - Room 18A (2nd Floor)
EXPO HALL - Hall 3 (Ground Floor, West Wing)
NETWORKING LOUNGE - Room 10 (Ground Floor)

Which session are you looking for? I can give you the specific room and directions.

3. Speaker Bios

Triggers: speaker, bio, who is, tell me about, keynote, presenter

We have 40+ speakers at FutureStack 2026! Here are our keynote speakers:

- Dr. Aisha Patel — CTO, NeuralScale. Pioneer in distributed inference systems. Former Google Brain.
- Marcus Chen — CEO, KubeAI. Built the open-source AI orchestration layer used by 60% of Fortune 500.
- Priya Sharma — VP Engineering, Anthropic. Leading safety-first AI infrastructure.
- James Okonkwo — Distinguished Engineer, NVIDIA. Architect of next-gen GPU cluster networking.

For any other speaker, just text me their name and I'll pull up their bio!

4. Sponsor Booth Locations

Triggers: sponsor, booth, expo, vendor, company booth, exhibit

Sponsor booths are in the EXPO HALL (Hall 3, Ground Floor, West Wing). Open 8:30 AM - 5:30 PM both days.

PLATINUM SPONSORS (Center Aisle):
- NeuralScale — Booth P1
- NVIDIA — Booth P2
- Anthropic — Booth P3

GOLD SPONSORS (North Aisle):
- Datastax — Booth G1
- Fly.io — Booth G2
- Grafana Labs — Booth G3
- Modal — Booth G4

SILVER SPONSORS (South Aisle):
- Booths S1-S12

Looking for a specific company? Text me the name and I'll find them.

5. Restroom Locations

Triggers: restroom, bathroom, toilet, washroom, wc

Restrooms are located on every floor:

GROUND FLOOR: Next to Hall 1 entrance (east) and next to Expo Hall entrance (west)
1ST FLOOR: Between Room 12A and 12B, and near Room 16
2ND FLOOR: Adjacent to Room 18A (Workshop Lab)

All restrooms are ADA-accessible. Gender-neutral restrooms are available on the ground floor near the east entrance and on the 1st floor near Room 16.

6. Parking Validation

Triggers: parking, validate, garage, car, drive, drove

Parking validation is available for the Convention Center garage on Trinity Street.

Pick up a validation sticker at the REGISTRATION DESK (East Entrance). This reduces your daily rate from $20 to $12/day.

Validation stickers must be applied before you exit. Lost your sticker? Come back to the registration desk for a replacement.

Garage hours: 6:00 AM - 11:30 PM.

7. Lost and Found

Triggers: lost, found, missing, left behind, forgot, lost and found

Lost something? Found something?

LOST AND FOUND is located at the REGISTRATION DESK (East Entrance, Ground Floor).

If you've lost an item:
1. Describe it to the registration desk staff
2. Or text me a description and I'll alert the team

If you've found an item:
- Please bring it to the registration desk

For high-value items (laptops, phones), we'll ask for verification before returning them.

8. Emergency Information

Triggers: emergency, medical, help, 911, first aid, urgent, safety, injured, fire

FOR LIFE-THREATENING EMERGENCIES: Call 911 immediately.

FIRST AID: A certified EMT is stationed at the Registration Desk (East Entrance) during all event hours.

VENUE SECURITY: Available 24/7 at (512) 555-0199

FIRE EXITS: Marked exits on all four sides of each floor. Follow illuminated exit signs.

EVENT SAFETY TEAM: Find any staff member in a red "STAFF" badge or call (512) 555-0142.

I'm also escalating this message to our on-site team right now. Are you okay?

9. Food and Allergy Information

Triggers: food, lunch, breakfast, snack, allergy, allergies, vegetarian, vegan, gluten, halal, kosher, eat, hungry, meal

MEAL SCHEDULE (same both days):
- Breakfast: 7:30 - 8:45 AM (Foyer, Ground Floor)
- Morning Snack: 10:30 AM (Foyer)
- Lunch: 12:00 - 1:15 PM (Hall 2)
- Afternoon Snack: 3:00 PM (Foyer)

All meals include: Standard, Vegetarian, Vegan, and Gluten-Free options (clearly labeled).

Halal and Kosher: Available at the marked station in Hall 2 during lunch.

All items display allergen labels (nuts, dairy, soy, shellfish, eggs, wheat).

If you have a severe allergy and need to speak with the catering manager, text me and I'll connect you immediately.

10. Quiet Room

Triggers: quiet room, quiet space, decompress, sensory, overwhelmed, need a break, introvert

The QUIET ROOM is in Room 9 (Ground Floor, near the east entrance).

- Open 7:00 AM - 7:00 PM both days
- No conversations, phone calls, or meetings
- Comfortable seating, soft lighting, noise-canceling environment
- Water and light snacks available
- No time limit, come and go freely

This space is designed for anyone who needs a break from the stimulation of the event. All are welcome.

11. Prayer / Meditation Room

Triggers: prayer, pray, meditation, meditate, worship, faith

A PRAYER AND MEDITATION ROOM is available in Room 9B (Ground Floor, adjacent to the Quiet Room).

- Open 6:30 AM - 10:00 PM both days
- Multi-faith, non-denominational space
- Prayer mats and compass available
- Private, quiet environment

Please be respectful of others using the space.

12. Nursing / Lactation Room

Triggers: nursing, lactation, breastfeed, pump, baby, infant, mother

A private NURSING AND LACTATION ROOM is available in Room 7B (Ground Floor, near the east entrance).

- Open 7:00 AM - 7:00 PM both days
- Private, lockable room
- Comfortable seating, power outlets, mini-fridge
- Sanitizing supplies provided

No reservation needed — if the room is occupied, please text me and I can check estimated availability or find an alternate private space.

13. Schedule and Session Times

Triggers: schedule, agenda, what's next, what time, session, talk, when is, program

Full schedule: futurestack.dev/schedule

TODAY'S HIGHLIGHTS:
- 9:00 AM — Opening Keynote: "The Infrastructure Inflection Point" by Dr. Aisha Patel (Hall 1)
- 10:30 AM — Breakout sessions begin (Rooms 12A, 12B, 16)
- 12:00 PM — Lunch (Hall 2)
- 2:00 PM — Afternoon sessions
- 4:30 PM — Closing keynote of the day (Hall 1)

Want details on a specific session or speaker? Just ask!

14. Networking and Matchmaker

Triggers: networking, meet people, matchmaker, introductions, connect with, meet someone

NETWORKING OPPORTUNITIES:

MATCHMAKER (AI-powered intros):
- Opt in at the Registration Desk or at futurestack.dev/network
- Share your role, interests, and what you want to discuss
- We'll send you matched intro suggestions via text

OPEN NETWORKING:
- Networking Lounge (Room 10) — open all day, coffee and snacks
- Speed Networking: Oct 15, 1:00 PM, Room 10 (sign up at Registration)
- Evening Reception: Oct 15, 6:30 PM, Rooftop Terrace

Need an intro to someone specific? Text me and I'll see what I can do!

15. Charging Stations

Triggers: charge, charger, charging, battery, power, outlet, plug in

CHARGING STATIONS are located at:

- Registration Foyer (Ground Floor) — 20 spots, USB-A & USB-C
- Networking Lounge Room 10 (Ground Floor) — 12 spots
- Expo Hall (Hall 3) — stations at each end of the hall
- 2nd Floor hallway near Workshop Lab — 8 spots

All stations have USB-A, USB-C, and standard AC outlets. Cables are NOT provided — bring your own. A limited number of loaner cables are available at the Registration Desk (first come, first served).

16. Session Recordings and ActionNotes

Triggers: recording, recorded, video, slides, deck, actionnotes, action notes, notes, recap, summary, missed a session

All sessions are captured by ActionNotes, our AI-powered session recording system.

Within 48 hours of each session, you'll receive:
- Full video recording
- AI-generated summary and key takeaways
- Searchable transcript
- Speaker's slide deck (when provided)

Access everything at: futurestack.dev/recordings (login with your registration email)

Recordings are available for 12 months. Don't worry about missing a session — we've got you covered!

17. Code of Conduct Report

Triggers: harassment, harassed, uncomfortable, inappropriate, conduct violation, report, unsafe

I'm sorry you're experiencing this. Your safety matters to us.

To report a Code of Conduct concern:

1. FIND A STAFF MEMBER: Look for red "STAFF" badges — they can help immediately
2. CALL: (512) 555-0142 (staffed during event hours)
3. EMAIL: conduct@futurestack.dev

I'm flagging this message for our safety team now. If you feel unsafe, please move to the Registration Desk area where staff are always present.

All reports are handled confidentially.

---

Escalation Message

Trigger: AI Ambassador cannot answer the question or confidence is below threshold

Great question — I want to make sure you get the right answer, so I'm connecting you with a human team member.

A FutureStack staff member will respond to this thread within 5 minutes. If it's urgent, you can also visit the Registration Desk (East Entrance) or call (512) 555-0142.

Hang tight!

---

Closing Message

Trigger: Sent at 9:45 PM on each event day

Day 1 (October 15):

That's a wrap on Day 1 of FutureStack 2026! Hope you had an amazing day.

A few reminders for tomorrow:
- Doors open at 7:30 AM, first session at 9:00 AM
- Don't forget your badge!
- ActionNotes recaps from today's sessions will hit your inbox overnight

Heading to the Opening Night Reception? It's on the rooftop terrace until 9 PM. Enjoy!

I'll be back online at 6:30 AM tomorrow. Good night!

Day 2 (October 16):

FutureStack 2026 is officially in the books! Thank you for being part of it.

A few things before you go:
- Session recordings + ActionNotes summaries: futurestack.dev/recordings (available within 48 hours)
- Feedback survey: Check your email — we'd love to hear from you!
- Lost something? Email lost-found@futurestack.dev
- Closing Party at Stubb's BBQ starts at 7 PM — shuttles running from the Convention Center

See you at the next FutureStack. Safe travels!

---

Signage and Lanyard Messaging Copy

Lanyard Back (printed on every badge lanyard)

GOT A QUESTION?
Text your AI concierge

SMS/WhatsApp: (512) 555-0126

Wi-Fi | Schedule | Rooms | Food | Help

Powered by AI Ambassador + ai-ambassador.xyz

Pull-Up Banner (placed at entrance, expo hall, and session corridors)

NEED HELP? JUST TEXT.

Your AI Ambassador is here for you.

SMS or WhatsApp: (512) 555-0126

Ask about:
  Sessions & rooms
  Wi-Fi password
  Food options
  Speaker bios
  Anything else!

Available 6:30 AM - 10 PM

[QR CODE]
Scan to start a WhatsApp chat

Table Tent (placed on lunch tables and lounge seating)

WONDERING SOMETHING?

Text (512) 555-0126
or scan the QR on your lanyard

Your AI concierge knows:
- What's happening next
- Where to find things
- Dietary info for this meal
- Everything else about FutureStack

Powered by AI Ambassador

Digital Signage Slide (15-second rotation on lobby screens)

YOUR PERSONAL CONCIERGE

Text (512) 555-0126
SMS or WhatsApp

Wi-Fi password? Room locations?
Schedule questions? Just ask.

AI Ambassador — powered by ai-ambassador.xyz

---

Configuration Notes

• Response time SLA: < 30 seconds for automated responses
• Escalation SLA: Human response within 5 minutes during event hours
• Language support: English (primary), Spanish (basic Q&A)
• Message rate limit: 10 messages per minute per number (spam prevention)
• Data retention: Message logs retained for 30 days post-event, then deleted
• Opt-out: Attendees can text STOP at any time to unsubscribe
• Emergency keyword override: Messages containing "emergency," "911," "help me," "unsafe," or "injured" bypass normal queue and trigger immediate escalation + automated safety response

---

Last updated: 2026-10-01 Configuration contact: ops@futurestack.dev

FutureStack 2026 — Post-Event Report

Generated by: Attendee Experience skill

---

Event: FutureStack 2026 Dates: October 15-16, 2026 Venue: Austin Convention Center, Austin, TX Final Attendance: 783 (of 800 registered) Theme: AI Infrastructure Report Date: October 24, 2026

---

Executive Summary

FutureStack 2026 delivered a strong attendee experience across both days, earning a Net Promoter Score of 72 with a 68% survey response rate (532 of 783 attendees). The AI Ambassador concierge system handled 1,247 messages with a sub-20-second average response time and only 23 escalations to human staff. The networking matchmaker generated 89 successful introductions from 156 opt-ins. This report details attendee sentiment, session performance, AI Ambassador analytics, networking outcomes, and recommended changes for FutureStack 2027.

---

1. Attendee Satisfaction

Net Promoter Score

Metric	Value
NPS	72
Promoters (9-10)	78%
Passives (7-8)	16%
Detractors (0-6)	6%
Survey responses	532 of 783 attendees
Response rate	68%

Overall Satisfaction Ratings

Question	Avg (out of 5)
Overall event experience	4.6
Session content quality	4.5
Venue and facilities	4.3
Food and catering	4.1
Networking opportunities	4.4
Value for ticket price	4.5
Likelihood to attend next year	4.7

---

2. Top 3 Things Attendees Loved

Based on free-text analysis of 532 survey responses (themes ranked by mention frequency):

1. Keynote Quality and Speaker Depth (mentioned by 74% of respondents)

Dr. Amara Osei's opening keynote ("Building the Foundations That Don't Break") was the single most praised element of the conference. Attendees consistently highlighted the practical depth, real-world failure analysis, and the "no-slides-wasted" density of her presentation. The afternoon panel on build-versus-buy was the second most cited session.

Representative quote: "Dr. Osei's keynote alone was worth the ticket. I've never seen someone explain distributed training fault tolerance with that level of clarity and honesty about what actually goes wrong."

2. Practitioner-First Session Design (mentioned by 61% of respondents)

Attendees appreciated that sessions were designed for practitioners, not executives. The consistent feedback was that speakers shared real architectures, real code, and real failure modes rather than high-level overviews or product pitches. The 45-minute session format with 15-minute buffers was praised for allowing depth without audience fatigue.

Representative quote: "Every session I attended felt like it was written for someone who actually builds this stuff. No fluff, no vendor pitches disguised as talks."

3. AI Ambassador Concierge (mentioned by 48% of respondents)

The SMS/WhatsApp concierge was a standout feature, with attendees calling it "the best conference tool I've ever used." Speed of response, accuracy of answers, and the seamless escalation to human staff when needed were all highlighted. Multiple attendees noted that they did not need to download an app or search for information -- they just texted.

Representative quote: "I texted asking where the gluten-free lunch was and got a perfect answer in 12 seconds. Then I asked about a speaker's background and got that too. I wish every event had this."

---

3. Top 3 Complaints

1. Afternoon Breakout Room Temperature (mentioned by 34% of respondents)

Rooms 12A and 12B were consistently reported as too cold during afternoon sessions on both days. Multiple attendees mentioned leaving sessions to warm up or bringing jackets specifically for the breakout rooms. The Lovelace Room (Room 16) did not receive the same complaints.

Root cause: ACC HVAC zoning for the 1st floor east wing (Rooms 12A/12B) is on a single thermostat that responds slowly to occupancy changes. Pre-event coordination with ACC facilities was insufficient on this point.

Recommended fix for 2027: Request independent HVAC control for each breakout room. Schedule a walk-through with ACC facilities 48 hours before the event to set and test room temperatures with simulated occupancy load.

2. Lunch Line Congestion on Day 1 (mentioned by 28% of respondents)

The single-entry flow into Hall 2 for lunch created a bottleneck on Day 1, with some attendees reporting 15-20 minute waits. Day 2 was improved after the catering team opened a second entry point, but the damage to Day 1 perception was done.

Root cause: Hall 2 had one primary entrance configured for lunch service. The secondary entrance was blocked by a catering staging table.

Recommended fix for 2027: Pre-configure two entry points from the start. Consider staggered lunch release by session track (5-minute offsets) to distribute the surge.

3. Limited Power Outlets in Networking Lounge (mentioned by 19% of respondents)

Room 10 (Networking Lounge) was popular throughout both days, but attendees reported difficulty finding available power outlets and charging spots. The dedicated charging stations in the foyer and expo hall were sufficient, but attendees wanted to charge while networking rather than at a separate station.

Recommended fix for 2027: Add 2-3 portable power tower units in Room 10. Ensure every table in the networking lounge has a floor-accessible power strip.

---

4. Session Ratings

Ratings collected via post-session ActionNotes surveys (1-5 scale, sent within 2 hours of each session). Response rates varied by session (42-71%).

Top 5 Sessions

Rank	Session	Speaker	Track	Avg Rating	Responses
1	Building the Foundations That Don't Break (Keynote)	Dr. Amara Osei, DeepMind	Mainstage	4.9	487
2	GPU Cluster Scheduling: Lessons from 10,000 Nodes	James Okonkwo, NVIDIA	Track C	4.8	89
3	The Build vs. Buy Decision for AI Infra (Panel)	Chen, Patel, Okonkwo, Sharma + moderator	Mainstage	4.7	341
4	Inference at the Edge: Latency Under 10ms	Raj Mehta, Cloudflare	Track A	4.7	82
5	Kubernetes for ML Workloads: What Actually Works	Lin Zhang, Anyscale	Track A	4.6	76

Bottom 3 Sessions

Rank	Session	Speaker	Track	Avg Rating	Responses	Issue
28	Securing the AI Pipeline: Threat Models for Infra Teams	Alex Durand, CrowdStrike	Track C	3.4	51	Feedback: too high-level, felt like a product overview rather than a practitioner talk
29	Cost Optimization for Cloud GPU Fleets	Maria Gonzalez, Doit International	Track B	3.2	44	Feedback: outdated pricing data, did not account for recent GPU marketplace changes
30	The True Cost of Training: A Financial Model	Chris Park, Independent	Track C	3.0	38	Feedback: spreadsheet-heavy with limited actionable takeaways; presenter ran 12 minutes over time

Session Rating Distribution

Rating Range	% of Sessions
4.5 - 5.0	27% (8 sessions)
4.0 - 4.4	47% (14 sessions)
3.5 - 3.9	17% (5 sessions)
Below 3.5	10% (3 sessions)

---

5. AI Ambassador Analytics

Platform: AI Ambassador via ai-ambassador.xyz Channels: SMS and WhatsApp Active Period: October 15, 6:30 AM -- October 16, 10:00 PM

Summary Metrics

Metric	Value
Total messages received	1,247
Unique users (distinct phone numbers)	412
Messages per unique user (avg)	3.0
Automated responses (no escalation)	1,224 (98.2%)
Escalations to human staff	23 (1.8%)
Average response time (automated)	18 seconds
Average human response time (escalations)	3 min 42 sec
Longest human response time	8 min 15 sec
Messages outside active hours (not answered)	14
Opt-outs (STOP)	2

Top 10 Questions by Volume

Rank	Question Topic	Messages	% of Total
1	Wi-Fi password	189	15.2%
2	Session schedule / "what's happening now"	176	14.1%
3	Room locations / wayfinding	143	11.5%
4	Food options / dietary info	112	9.0%
5	Speaker bios / session details	98	7.9%
6	Charging station locations	87	7.0%
7	Parking validation	72	5.8%
8	Evening reception details	64	5.1%
9	Restroom locations	51	4.1%
10	ActionNotes / recording access	48	3.8%
	Other (long tail)	207	16.6%

Escalation Breakdown

Escalation Reason	Count	Avg Resolution Time
Complex schedule question (multi-session comparison)	7	3 min
Code of Conduct concern	3	2 min (immediate staff dispatch)
Lost item with specific description	4	5 min
Catering allergy emergency (severity confirmation)	2	1 min 30 sec
AV/technical issue in breakout room	3	4 min
Question outside knowledge base	4	4 min

Channel Split

Channel	Messages	%
SMS	814	65.3%
WhatsApp	433	34.7%

Peak Usage

Time Window	Messages
Oct 15, 7:30 - 8:30 AM (arrival/registration)	178
Oct 15, 12:15 - 1:00 PM (lunch)	134
Oct 15, 6:00 - 7:00 PM (pre-reception)	89
Oct 16, 7:30 - 8:30 AM (Day 2 arrival)	112
Oct 16, 12:15 - 1:00 PM (lunch)	96

---

6. Networking Matchmaker Results

Platform: AI-powered Networking Matchmaker (integrated with AI Ambassador)

Metric	Value
Opt-ins	156 (19.9% of attendees)
Matches generated	112
Introductions sent (via SMS/WhatsApp)	89
Introductions that led to confirmed meetings	67 (75.3% conversion)
Introductions declined or no-response	22 (24.7%)
Average match quality rating (1-5, post-intro survey)	4.2

Opt-in Demographics

Role Category	% of Opt-ins
Senior/Staff Engineer	34%
Engineering Manager / Director	28%
Founder / CTO	18%
Researcher / Academic	12%
Other	8%

Top 3 Requested Discussion Topics

1. Inference optimization and serving infrastructure (41%)
2. Building vs. buying ML platform components (33%)
3. Team structure and hiring for AI infrastructure roles (26%)

Attendee Feedback on Matchmaker

"I got matched with an infra lead at a company solving the exact same caching problem I'm stuck on. We spent 45 minutes at the networking lounge and I left with three ideas to try Monday morning."

"The quality of the match was surprisingly good. I asked to talk about GPU scheduling and got paired with someone who literally wrote the scheduler at their company."

---

7. Recommended Changes for FutureStack 2027

Based on survey data, AI Ambassador analytics, session ratings, on-site observations, and staff debrief (held October 18, 2026):

1. Fix Breakout Room Climate Control

Problem: Rooms 12A and 12B were too cold during afternoon sessions both days, cited by 34% of respondents. Action: Negotiate independent HVAC zoning for each breakout room in the 2027 venue contract. Conduct a climate walk-through with venue facilities 48 hours pre-event with simulated occupancy (space heaters or HVAC adjustments). Include temperature monitoring on the venue ops checklist every 2 hours during the event.

2. Eliminate Lunch Congestion

Problem: Single-entry lunch service caused 15-20 minute waits on Day 1 (28% of respondents). Action: Design Hall 2 lunch service with two entry points from Day 1. Implement staggered lunch release: Track A at 12:15, Track B at 12:20, Track C at 12:25, expo hall and general at 12:30. Communicate staggered timing in the morning announcements and via AI Ambassador.

3. Expand Power Access in the Networking Lounge

Problem: Insufficient power outlets in Room 10 (19% of respondents). Action: Add 3 portable power tower units (8 outlets each) distributed across the lounge. Ensure every networking table has a floor-accessible 4-outlet power strip. Budget estimate: $450 rental.

4. Raise the Bar on Session Vetting

Problem: Bottom 3 sessions averaged 3.2/5.0, with complaints about product pitches and outdated content. Action: Implement a dry-run review process for all accepted sessions. Require speakers to submit final slides 2 weeks before the event. Assign a track chair to review each deck for practitioner-first depth, currency of data, and absence of product pitches. Reject or rework sessions that do not meet the bar. Add a "content freshness" criterion to the CFP rubric.

5. Increase Networking Matchmaker Adoption

Problem: Only 19.9% of attendees opted in, despite high satisfaction among those who did (4.2/5 match quality). Action: Promote matchmaker opt-in more aggressively: include in pre-event emails, mention in opening remarks, add signage in the registration area and networking lounge, and have AI Ambassador proactively suggest opt-in during the first text exchange. Target: 35% opt-in rate for 2027.

---

Appendix: Survey Methodology

• Survey tool: Post-event email survey (SurveyMonkey), sent October 17, 2026 at 10:00 AM CT
• Reminder: October 19, 2026 at 2:00 PM CT
• Close date: October 22, 2026 at 11:59 PM CT
• Response rate: 532 / 783 = 68%
• NPS calculation: Standard NPS methodology (% Promoters minus % Detractors)
• Session ratings: Collected via ActionNotes post-session micro-surveys (3 questions, delivered within 2 hours of session end)
• AI Ambassador analytics: Extracted from ai-ambassador.xyz admin dashboard, October 23, 2026
• Confidence note: With 532 responses from 783 attendees, results carry a margin of error of +/- 2.1% at 95% confidence

---

Last updated: October 24, 2026 Attendee Experience skill -- FutureStack 2026

Vercel Deploy & GitHub Operations Log

Sample output from the vibe-coder skill — the production deploy walk-through from the request "Promote the FutureStack site to production. Add the apex domain. Wire the GitHub Action for Lighthouse on every PR."

---

1. Promote to production

$ vercel link
✓ Linked to msg2ai/futurestack2026-site

$ vercel pull --environment=production
✓ Downloaded project settings to .vercel/

$ vercel --prod
🔍  Inspect: https://vercel.com/msg2ai/futurestack2026-site/...
✅  Production: https://futurestack2026.dev [4s]

2. Add custom domains (apex + www)

$ vercel domains add futurestack2026.dev
✓ futurestack2026.dev added (verifying DNS — A record to 76.76.21.21)

$ vercel domains add www.futurestack2026.dev
✓ www.futurestack2026.dev added (CNAME to cname.vercel-dns.com)

$ vercel domains inspect futurestack2026.dev
Domain        futurestack2026.dev
Verified      ✓ Yes
TLS           ✓ Auto-provisioned (Let's Encrypt)
Redirects     www.futurestack2026.dev → futurestack2026.dev

3. Configure environment variables

$ vercel env add STRIPE_SECRET_KEY production
$ vercel env add STRIPE_WEBHOOK_SECRET production
$ vercel env add AGENTMAIL_API_KEY production
$ vercel env add EVENT_JSON_URL production
$ vercel env ls production
NAME                       VALUE     UPDATED
STRIPE_SECRET_KEY          [hidden]  3 minutes ago
STRIPE_WEBHOOK_SECRET      [hidden]  3 minutes ago
AGENTMAIL_API_KEY          [hidden]  2 minutes ago
EVENT_JSON_URL             [hidden]  1 minute ago

4. Wire Lighthouse CI (.github/workflows/lighthouse.yml)

name: Lighthouse CI
on:
  pull_request:
    branches: [main]
jobs:
  lhci:
    runs-on: ubuntu-latest
    steps:
      - uses: actions/checkout@v4
      - uses: treosh/lighthouse-ci-action@v11
        with:
          urls: |
            https://futurestack2026-site-${{ github.head_ref }}-msg2ai.vercel.app/
            https://futurestack2026-site-${{ github.head_ref }}-msg2ai.vercel.app/agenda
            https://futurestack2026-site-${{ github.head_ref }}-msg2ai.vercel.app/speakers
          uploadArtifacts: true
          temporaryPublicStorage: true

5. Open the launch PR

$ gh pr create \
    --title "Launch v1 — early-bird live, brand-pulled-from-KB" \
    --body "Closes #12. Preview URL in this PR. Lighthouse 98/100/100/100."
✓ Created: https://github.com/msg2ai/futurestack2026-site/pull/3

Final state

Asset	URL
Production	https://futurestack2026.dev
Preview pattern	https://futurestack2026-site-git-{branch}-msg2ai.vercel.app
Repo	https://github.com/msg2ai/futurestack2026-site
Vercel project	prj_aB3cD… (pinned to main)
Analytics	Vercel Analytics + Speed Insights enabled

Saved to KB

• 11-web/futurestack2026-site/deploy.md — production URL, preview pattern, env var manifest, domain config
• 11-web/futurestack2026-site/repo.md — repo URL, default branch, branch protection, access list
• 11-web/futurestack2026-site/lighthouse-2026-04-28.json — full Lighthouse report

hello.msg2ai.xyz Event JSON — merged export

Sample output from the vibe-coder skill — the merged event.json ready to upload to hello.msg2ai.xyz, produced from the request "Ship the event JSON to hello.msg2ai.xyz." Every role contributed its slice; the General Chair (master file owner) merged and the Vibe Coder added the web slice.

---

File location

KB/10-msg2ai-export/event.json (also stamped: event-2026-04-28-1617.json)

Validation summary

• ✅ All 8 slices present
• ✅ 14 of 18 speakers have headshot URLs (4 missing — flagged to Program)
• ✅ All 4 confirmed sponsors have logo URLs
• ✅ Registration URL returns 200
• ✅ All 8 web URLs return 200
• ⚠️ attendee_experience.helpdesk.phone_number not yet provisioned — Lena to confirm before launch

The merged event JSON

{
  "event": {
    "name": "FutureStack 2026",
    "slug": "futurestack-2026",
    "start_date": "2026-10-15",
    "end_date": "2026-10-16",
    "timezone": "America/Chicago",
    "location": {
      "city": "Austin, TX",
      "venue": "Austin Convention Center — Hall 4",
      "address": "500 E Cesar Chavez St, Austin, TX 78701"
    },
    "theme": "Building the Next Generation of AI Infrastructure",
    "audience": "Engineering leaders, ML/AI practitioners, platform engineers, CTOs",
    "scale": 800,
    "website": "https://futurestack2026.dev",
    "registration_url": "https://futurestack2026.dev/register"
  },

  "status": {
    "registrations": "yellow",
    "sponsors": "yellow",
    "program": "green",
    "venue": "green",
    "marketing": "green",
    "finance": "green",
    "attendee_experience": "yellow",
    "web": "green"
  },

  "tracks": [
    { "id": "main", "name": "Main Stage" },
    { "id": "platform", "name": "Platform Engineering" },
    { "id": "applied",  "name": "Applied AI" }
  ],

  "sessions": [
    {
      "id": "S-001", "track_id": "main",
      "title": "The Future of Foundation Models",
      "format": "keynote", "duration_min": 45,
      "start": "2026-10-15T09:00:00-05:00",
      "room": "Main Stage",
      "speaker_ids": ["SP-001"]
    },
    {
      "id": "S-002", "track_id": "applied",
      "title": "Real-Time ML Pipelines at Scale",
      "format": "talk", "duration_min": 30,
      "start": "2026-10-15T10:30:00-05:00",
      "room": "Track A",
      "speaker_ids": ["SP-002"]
    }
    /* … 16 more sessions … */
  ],

  "speakers": [
    { "id": "SP-001", "name": "Dr. Amara Osei", "title": "Senior Research Scientist",
      "company": "DeepMind", "bio": "…",
      "headshot_url": "https://…/osei.jpg" },
    { "id": "SP-002", "name": "Raj Krishnan", "title": "Staff Engineer",
      "company": "Databricks", "bio": "…",
      "headshot_url": "https://…/krishnan.jpg" }
    /* … 16 more speakers … */
  ],

  "sponsor_tiers": [
    { "id": "title",     "name": "Title Sponsor",     "price": 75000, "max_slots": 1 },
    { "id": "gold",      "name": "Gold Sponsor",      "price": 40000, "max_slots": 3 },
    { "id": "silver",    "name": "Silver Sponsor",    "price": 15000, "max_slots": 6 },
    { "id": "community", "name": "Community Partner", "price":  5000, "max_slots": 10 }
  ],

  "sponsors": [
    {
      "id": "SP-CLOUDSCALE", "name": "CloudScale AI",
      "tier_id": "title", "logo_url": "https://…/cloudscale.svg",
      "website": "https://cloudscale.ai",
      "package": ["mainstage_branding", "keynote_intro", "booth_10x10", "10_tickets"],
      "booth": { "id": "B-01", "location": "Expo Hall, north wall" },
      "status": "confirmed"
    },
    { "id": "SP-VERTEX",     "name": "Vertex Data",      "tier_id": "gold",      "status": "confirmed" },
    { "id": "SP-NEURALPATH", "name": "NeuralPath Labs",  "tier_id": "silver",    "status": "confirmed" },
    { "id": "SP-DEVOPSWK",   "name": "DevOps Weekly",    "tier_id": "community", "status": "confirmed" }
  ],

  "marketing": {
    "tagline": "Building the next generation of AI infrastructure.",
    "brand": {
      "primary_color": "#c94a2a",
      "logo_url": "https://futurestack2026.dev/logo.svg"
    },
    "social_links": {
      "x": "https://x.com/futurestack",
      "linkedin": "https://linkedin.com/company/futurestack"
    },
    "press_kit_url": "https://futurestack2026.dev/press",
    "hashtag": "#FutureStack2026"
  },

  "venue": {
    "name": "Austin Convention Center — Hall 4",
    "address": "500 E Cesar Chavez St, Austin, TX 78701",
    "rooms": [
      { "id": "main",    "name": "Main Stage",    "capacity": 1000, "av": "full" },
      { "id": "track-a", "name": "Track A",       "capacity":  100, "av": "full" },
      { "id": "track-b", "name": "Track B",       "capacity":  100, "av": "full" },
      { "id": "track-c", "name": "Track C",       "capacity":  100, "av": "full" },
      { "id": "track-d", "name": "Track D",       "capacity":  100, "av": "full" },
      { "id": "expo",    "name": "Expo Hall",     "capacity":  600, "av": "limited" }
    ],
    "vendors": [
      { "id": "av-001",  "name": "Freeman AV",    "service": "AV",       "load_in": "2026-10-14T14:00" },
      { "id": "cat-001", "name": "ACC Catering",  "service": "F&B",      "load_in": "2026-10-15T06:30" }
    ],
    "accessibility": { "wheelchair": true, "hearing_loop": true, "step_free": true, "quiet_room": true }
  },

  "currency": "USD",
  "tickets": [
    { "id": "early-bird", "name": "Early Bird", "price":  395, "available_until": "2026-08-15", "perks": ["all_sessions", "reception", "swag_bag"] },
    { "id": "standard",   "name": "Standard",   "price":  595, "available_until": "2026-10-01", "perks": ["all_sessions", "reception"] },
    { "id": "vip",        "name": "VIP",        "price": 1295,                                "perks": ["all_sessions", "vip_lounge", "speaker_dinner"] },
    { "id": "student",    "name": "Student",    "price":   95,                                "perks": ["all_sessions"] }
  ],
  "invoicing": {
    "billing_email": "billing@futurestack2026.dev",
    "terms_days": 30
  },

  "attendee_experience": {
    "helpdesk": {
      "channels": ["sms", "whatsapp"],
      "languages": ["en", "es", "fr", "de", "ja", "ko", "pt", "zh"],
      "phone_number": null,
      "human_escalation": "+1-512-555-0199"
    },
    "ai_ambassador": {
      "enabled": true,
      "voice": "warm-professional",
      "fallback_to_human": true,
      "response_sla_seconds": 30
    },
    "session_reminders": { "lead_times_min": [1440, 60, 15] },
    "networking": { "opt_in": true, "format": "whatsapp_carousel", "matches_per_attendee": 3 },
    "nps": { "send_at": "event_close+2h", "channel": "whatsapp" },
    "accessibility": { "wheelchair": true, "quiet_room": true, "lactation_room": true }
  },

  "web": {
    "primary_domain":   "https://futurestack2026.dev",
    "registration_url": "https://futurestack2026.dev/register",
    "agenda_url":       "https://futurestack2026.dev/agenda",
    "speakers_url":     "https://futurestack2026.dev/speakers",
    "sponsors_url":     "https://futurestack2026.dev/sponsors",
    "venue_url":        "https://futurestack2026.dev/venue",
    "press_kit_url":    "https://futurestack2026.dev/press",
    "faq_url":          "https://futurestack2026.dev/faq",
    "vercel_project_id": "prj_aB3cD…",
    "github_repo":      "msg2ai/futurestack2026-site"
  }
}

Upload command

$ msg2ai upload event.json --target hello.msg2ai.xyz
✓ Uploaded — event live at https://hello.msg2ai.xyz/futurestack-2026
✓ AI Ambassador concierge provisioned (SMS + WhatsApp, 8 languages)
✓ Attendee app available at the same URL