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Insights, analysis, and updates from the AI agent economy. Browse by tag · Browse the archive.

Kubero vs Porter vs Coolify: What Happens When Your Self-Hosted Heroku Needs a Second Server?
·Dora Noda·12 min

Kubero vs Porter vs Coolify: What Happens When Your Self-Hosted Heroku Needs a Second Server?

Kubero, Porter, and Coolify all bring Heroku-like deployment to infrastructure you control. This comparison shows where app deployment ends and machine provisioning, replacement, traffic routing, and fleet reconciliation begin.

self-hosting
PaaS
Kubernetes
cloud infrastructure
+1
Kubernetes Metrics API Is Stable in v1.37: The Contract Agents Need Before Autoscaling Apps
·Dora Noda·12 min

Kubernetes Metrics API Is Stable in v1.37: The Contract Agents Need Before Autoscaling Apps

Kubernetes v1.37 makes metrics.k8s.io stable, but stable data is not safe automation. Here is the concrete, tenant-scoped contract a self-hosted PaaS should expose before an AI agent changes replicas.

Kubernetes
PaaS
AI
infrastructure
+1
KEDA's Queue-Depth Autoscaling vs. Render and Railway's Black-Box Scaling
·Dora Noda·12 min

KEDA's Queue-Depth Autoscaling vs. Render and Railway's Black-Box Scaling

A practical comparison of KEDA's queue-aware Kubernetes autoscaling with Render and Railway's documented CPU, memory, and replica controls, including a worked worker-backlog example.

PaaS
Kubernetes
scalability
self-hosting
+1
Coolify's 11 Critical CVEs and 52,890 Exposed Dashboards: What a Single Root Daemon's Blast Radius Actually Looks Like
·Dora Noda·10 min

Coolify's 11 Critical CVEs and 52,890 Exposed Dashboards: What a Single Root Daemon's Blast Radius Actually Looks Like

Coolify disclosed 11 critical CVEs in January 2026 — five rated CVSS 10.0 — with 52,890 dashboards exposed online. Eight months later, here is what changed, what didn't, and why blast radius per CVE is the number that should drive self-hosted PaaS architecture choices.

self-hosting
PaaS
security
Kubernetes
Consensus Miami 2026's 20,000-Person Institutional Room vs. America's 17% Crypto Ownership
·Dora Noda·12 min

Consensus Miami 2026's 20,000-Person Institutional Room vs. America's 17% Crypto Ownership

Consensus Miami 2026 made crypto feel institutionally mainstream. The underlying US surveys tell a narrower story: 9% currently own crypto, 17% have ever owned it, and 19% have ever used it.

crypto
institutional-investment
research
event
+1
After Bitcoin 2026: What Paul Atkins Said and What the SEC Actually Filed
·Dora Noda·11 min

After Bitcoin 2026: What Paul Atkins Said and What the SEC Actually Filed

A sourced timeline separates Paul Atkins's Bitcoin 2026 remarks from the SEC, CFTC, and congressional actions that followed—and identifies which crypto rules remained unfinished by August 30.

regulation
policy
securities
tokenization
+1
Feltsense's $5.1M Bet on AI Founders: What Agents Can Run—and Where Humans Still Sign
·Dora Noda·12 min

Feltsense's $5.1M Bet on AI Founders: What Agents Can Run—and Where Humans Still Sign

A concrete map of what Feltsense-style AI founders can operate today, where humans remain legally required, and which metrics would prove the $5.1 million bet works.

AI agents
SaaS
business
fundraising
+1
Inside the $285M Drift Protocol Heist: Six Months of Trust, 12 Minutes to Start the Drain
·Dora Noda·13 min

Inside the $285M Drift Protocol Heist: Six Months of Trust, 12 Minutes to Start the Drain

The $285M Drift Protocol heist began with six months of trust-building. See the verified attack chain, conflicting figures, and controls that could have stopped it.

Solana
DeFi
security
cybersecurity
+1
DigitalOcean App Platform Legacy Plans in 2026: Stay, Migrate, or Self-Host?
·Dora Noda·10 min

DigitalOcean App Platform Legacy Plans in 2026: Stay, Migrate, or Self-Host?

DigitalOcean still supports App Platform apps created before May 7, 2024, but says legacy plans will be deprecated soon. Here is the bill math for staying, moving to current pricing, or running the same small fleet on owned Hetzner capacity.

self-hosting
PaaS
migration
cost-optimization
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