The agent-native software factory
Guides on building, governing, and scaling an agent-native software factory, plus write-ups of the podcasts and talks behind the ideas.
Software Factory
Inside the software factory, and what it takes to build one
A software factory makes software delivery repeatable and measurable. Understand its history, the agent-native feedback loop, and the engineering work needed to operate one.
Read articleAI Coding Agents
Security
Session cookie tests for coding agent changes
Session cookie testing for coding agent changes verifies scope, transport protections, expiration, rotation, and logout behavior across application routes.
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AI Coding Agents
Pricing one Cursor agent run against Factory
Cursor bills agent runs from a weekly pool, at API list price, or with a per-token rate on Teams BYOK. One agent run priced across those paths and Auto modes, compared with Factory model multipliers, BYOK, and Router data.
Read articleAI Coding Agents
Security
How to test Content Security Policy changes
Content Security Policy testing confirms that a page loads approved resources and the browser blocks the rest. Learn how to test directives, nonces, and report-only rollout on agent-written web changes, and how Factory security review and Automated QA check them.
Read articleSecurity Remediation
Enterprise AI
CVE explained: what PHP2Shell tells security teams
CVE explained through the PHP2Shell vulnerability. Learn what a CVE is, how CVSS, KEV, and EPSS help teams decide what to fix first, and how enterprises can shorten the time from a published CVE to a merged fix.
Read articleSecurity Remediation
Enterprise AI
What the PHP vulnerability means for enterprise
The PHP2Shell vulnerability lets attackers run code on unpatched PHP servers. Here is what enterprise teams should patch first, what to do about old PHP versions, and how to move from advisory to merged fix faster.
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AI Coding Agents
Codex credits, API keys, and the Factory bill
One Codex bug fix priced with ChatGPT credits, an API key, and Fast or Ultrafast speed, then on Factory with BYOK or managed models. Worked arithmetic from published rates, plus Factory benchmark data.
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Platform Engineering
Safer database migrations with coding agents
Database migrations with coding agents need staged schema changes, compatibility tests, rollback evidence, and human approval without hiding operational risk.
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Infrastructure
Safer infrastructure as code changes with agents
Infrastructure as code changes need plan evidence, policy checks, and controlled application. Learn how coding agents can prepare reviewable cloud changes.
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Enterprise AI
Fast inference changes the coding-agent workflow
Evaluate fast inference for coding agents across providers and gateways. Compare response latency, model compatibility, cost, and time to a validated result.
Read articleFactory Private
Enterprise AI
Self-hosted AI agents: who runs the control plane
Self-hosted AI agents put the control plane, session data, models, and updates under your team. Compare those responsibilities with a managed deployment first.
Read articleFactory Private
Data Governance
AI agent telemetry inside private networks
AI agent telemetry should answer an operational question without collecting unnecessary code. Choose metrics, identity detail, and content export deliberately.
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