Skip to main content
Victor Jimenez
Software Engineer & AI Agent Builder
View all authors

Security Vulnerabilities in AI Agent Platforms: Moltbook and Operant AI Findings

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

AI agent platform risk is not theoretical. In February 2026, public reporting around Moltbook and Operant AI highlighted the same core failure pattern: exposed secrets, weak authentication boundaries, and missing runtime policy controls. If you run agent infrastructure today, the practical answer is to treat agents as high-privilege workloads and enforce identity, secret rotation, and egress limits by default.

Drupal AI Roadmap 2026: Why I Built an OpenAI Planner with a Safe Fallback

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

I shipped an OpenAI o3-mini planner for my Drupal CMS 2 AI agent and kept a local rule-based fallback, because Drupal's 2026 AI direction is clear: intelligent automation is coming fast, but production teams still need predictable behavior when external AI calls fail.

The Hook

I built and shipped a hybrid planner that uses OpenAI when available and falls back locally, because that is the fastest way to align with Drupal's AI roadmap without betting uptime on a single provider.

Why I Built It

Drupal is explicitly moving toward intelligent-agent workflows, and that changes how I design integrations: agentic features are now a near-term product concern, not a lab experiment.

The problem is operational, not conceptual. Cloud AI calls can fail, models can drift, and API keys can be missing in lower environments. If planning logic depends only on remote inference, content operations become fragile.

There is already a maintained Drupal AI module ecosystem, and I recommend starting there for most teams because it gives faster integration and community support. I chose a custom connector in this project because I needed strict control over tool-step generation and deterministic fallback behavior for testing and demos.

The Solution

I added an OpenAI planner in src/openAiPlanner.js, wired it in src/index.js, and validated both paths with tests in tests/openAiPlanner.test.js.

warning

Do not treat model output as trusted commands. Constrain allowed tool names and validate argument shape before execution.

The biggest gotcha was reliability, not syntax. The planner must degrade gracefully when the model returns irrelevant output. The fallback path is what keeps agent behavior stable under partial failure.

Related implementation context:

The Code

View Code

Shipped scope in this run:

  • OpenAI planning path using OPENAI_API_KEY and configurable OPENAI_MODEL (default o3-mini)
  • Local planner fallback when key is missing or model response is unusable
  • Tests covering fallback behavior and OpenAI request/model expectations
  • Lint and test validation before push (7 passing, lint clean)

What I Learned

  • Hybrid planning is worth trying when you need AI speed but cannot accept AI-only runtime fragility.
  • Use maintained Drupal AI modules first when your use case is standard integration and you want lower maintenance overhead.
  • Build custom planner layers when you need strict tool contracts, deterministic tests, or provider-switching control.
  • Avoid executing raw model intent in production; enforce an allowlist of tools and schema validation for each step.
  • Keep fallback behavior explicit and tested, or you will eventually ship hidden outage paths.

References

Review: AI Search Engine Optimization for WordPress Sites (9-Step Playbook)

· 4 min read
Victor Jimenez
Software Engineer & AI Agent Builder

If you want your WordPress content to appear in AI-generated answers, prioritize this sequence: answer-first writing, schema accuracy, clean crawl controls, maintained plugins, and weekly validation in Search Console/Bing Webmaster Tools. As of February 17, 2026, this is practical on WordPress 6.9.1 and should be treated as an operational SEO workflow, not a one-time checklist.

Pantheon Is Green, But Your Deploy Still Needs a Gate

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

Pantheon reporting "All Systems Operational" is a good signal, but it is not a deploy approval by itself. I treat platform status as one input in a release gate that also checks app health, migration safety, and rollback readiness. That matters because many incidents are local to your code, data shape, or traffic pattern even when the platform is healthy. If you use Pantheon, keep the status page in your checklist, but do not let it be the checklist.

Why I Built It

I kept seeing the same failure mode: teams read a green vendor status page, ship quickly, then spend hours debugging issues that were never platform-level. A healthy provider does not guarantee your config import, schema change, or cache invalidation path is safe.

So the real problem is decision quality at deploy time. I needed a repeatable way to separate platform risk from application risk before pressing the button.

The Solution

I now use a compact release gate with explicit pass/fail criteria. Vendor status is only one branch.

warning

A green status page is a necessary signal for timing, not a sufficient signal for safety.

My minimum release gate before production deploys
  • Platform status is operational.
  • Smoke checks pass on staging with production-like data shape.
  • Migration/config changes are reversible or explicitly one-way with a fallback plan.
  • Error budget is healthy (no unresolved high-severity incidents in the app).
  • Rollback owner and command path are confirmed before deploy.

Caveats and gotchas

  • Status pages can lag short incidents or edge-region issues.
  • "Operational" does not cover every third-party API your app depends on.
  • If your deploy includes risky data transforms, platform health is almost irrelevant to the main risk.

The Code

No separate repo, because this is an operational release policy pattern rather than a standalone build artifact.

What I Learned

  • Vendor status is worth checking when scheduling deploy windows, not for approving deploy safety.
  • Avoid using one binary signal for release decisions in production.
  • A small release gate beats heroic incident response every time.
  • If you cannot roll back confidently, you are not ready to deploy even when the platform is green.

Related reading:

References

From Security Signals to Shipping: Auditing security_advisories_nl 1.0.0

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

I shipped a release-audit tool for security_advisories_nl because release news, vulnerability records, and platform status pages are noisy unless you convert them into a clear adopt-or-wait decision. The module exists, is active, and has 1.0.0 released on February 15, 2026, so rebuilding from scratch would be wasteful. The useful move is to audit release metadata fast, confirm maintenance/security signals, and then adopt with guardrails instead of assumptions.

The Hook

I shipped a focused audit tool so teams can decide quickly whether security_advisories_nl 1.0.0 should be adopted now or staged with controls.

Why I Built It

The problem was signal overload, not lack of information.

  • Drupal had fresh release activity (dxpr_builder alpha, govuk_theme stable) and an active core semantics discussion on config actions.
  • WordPress had updated vulnerability records for high-install plugins (WP Activity Log, Redirection for Contact Form 7).
  • Infrastructure status was green on Pantheon, which is useful but not enough for app-level risk decisions.

So what: when teams treat each feed as isolated news, they either overreact or miss real risk. I wanted one narrow output: "adopt, but with specific checks."

The Solution

I built the workflow around one maintained contrib module that already exists (security_advisories_nl) and audited release readiness instead of duplicating functionality.

note

This approach is best when a maintained module already exists. If a project is abandoned for 12+ months, custom implementation may be justified.

warning

A green platform status page does not reduce plugin/module vulnerability risk by itself. Keep infra health and app security as separate checks.

Gotchas I had to account for
  • "Minimally maintained" is not the same as abandoned, but it should change your rollout strategy.
  • Updated vulnerability records are not always new exploits; sometimes the data quality improved. Treat them as prompts to re-validate exposure.
  • Alpha releases (like DXPR Builder 3.0.0-alpha81) are valuable signals, but not production defaults.

What I Learned

  • security_advisories_nl is worth trying when you need fast advisory visibility without building custom plumbing.
  • Avoid equating "operational" platform status with "secure" application posture in production.
  • Treat vulnerability feed updates as revalidation triggers, not instant panic.
  • Stable releases (govuk_theme 3.1.3) are better default candidates than alphas unless you are explicitly testing forward-compatibility.
  • Core semantics discussions (like config-action behavior) are early warnings for future integration friction.

References

Drupal 11.1 Breaking Changes for Custom Entities: What Actually Bites in Production

· 4 min read
Victor Jimenez
Software Engineer & AI Agent Builder

Drupal 11.1 does not break public APIs, but custom entity code can still break during upgrades because entity type definitions moved to attributes, some entity-related routes are deprecated for Drupal 12, and entity reference formatter output changed in access-sensitive contexts. If you maintain custom entities, treat Drupal 11.1 as a migration checkpoint, not just a patch-level bump.

Drupal 11 Change-Record Impact Map for 10.4.x Teams

· 4 min read
Victor Jimenez
Software Engineer & AI Agent Builder

If your team is still on Drupal 10.4.x, treat Drupal 11 migration as active incident prevention, not roadmap hygiene: Drupal.org now flags 10.4.x security support as ended, and current supported lines are newer. The fastest safe path is to clear the high-impact change records first, then move to supported 10.5/10.6 and 11.x targets in one controlled sequence.

Review: WordPress 7.0 Beta Transition Risks for 6.9.x Sites and a Maintainer Checklist

· 4 min read
Victor Jimenez
Software Engineer & AI Agent Builder

If you maintain WordPress 6.9.x sites, the main 7.0 Beta transition risks are clear on February 17, 2026: runtime drift from the new PHP minimum (7.4), regression churn during beta/RC, and plugin/theme compatibility assumptions that were safe on 6.9.x but fail on pre-release builds. The practical mitigation is a dual-track release process: keep production on 6.9.x while running structured 7.0 beta validation before RC freeze.

Review: WordPress 7.0 Always-Iframed Post Editor and Its Impact on Plugin Scripts

· 4 min read
Victor Jimenez
Software Engineer & AI Agent Builder

WordPress 7.0 marks a significant milestone in the evolution of the Block Editor (Gutenberg) by making the "iframed" editor the default and only mode for all post types. While this provides much-needed CSS isolation and accurate viewport-relative units, it introduces breaking changes for plugin scripts that rely on global DOM access.

WowRevenue <= 2.1.3 Authz Risk: Scanner and Fix Path

· 2 min read
Victor Jimenez
Software Engineer & AI Agent Builder

WowRevenue versions up to 2.1.3 can expose a high-risk path when authenticated low-privilege users can reach plugin installation or activation logic through AJAX handlers without strict capability checks. The practical fix is to enforce current_user_can('install_plugins') or current_user_can('activate_plugins') at handler entry and keep nonce checks as anti-CSRF only. I built a small scanner that flags this exact pattern in plugin source and returns a non-zero exit code for high-risk findings so teams can wire it into CI and release checks.

What was built

  • A Python CLI scanner that checks:
    • Version gate (<= 2.1.3)
    • wp_ajax_* handlers tied to install/activation APIs
    • Missing admin-level capability enforcement
  • A test suite with positive/negative cases
  • A README with migration guidance and secure replacement pattern

View Code

Maintained plugin check before custom code

I checked maintained ecosystem options first. Broad vulnerability intelligence is covered by maintained products like WPScan and Wordfence feeds, but I did not find a maintained focused tool for this exact WowRevenue authorization anti-pattern in local source review workflows. Because that gap exists, this project provides a narrow scanner for build-time checks.

Deprecation and migration guidance

Treat this as a deprecated implementation pattern:

  • Deprecated:
    • Subscriber-reachable wp_ajax_* handlers that can execute plugin install/activation flows.
  • Replacement:
    • Require install_plugins or activate_plugins capability at handler entry.
    • Keep nonce verification, but do not use nonce as authorization.
    • Split privileged and non-privileged actions into separate endpoints.
  • Migration:
    • Enumerate wp_ajax_* handlers.
    • Flag handlers calling Plugin_Upgrader, activate_plugin, plugins_api, or install helpers.
    • Add capability checks and explicit forbidden responses.
    • Re-test with a subscriber account to confirm denial.

Devlog: February 16, 2026

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

The Hook

Infrastructure is never "finished"; it’s either evolving or expiring, as IBM Cloud’s latest EOS notices and global DevOps shifts remind us.

Why I Built It

No separate repo—this is a roundup of industry shifts in infrastructure and talent development that caught my eye today. While I’ve been deep in the weeds with AI agents lately, these updates are a stark reminder that the "stack" we build on requires constant maintenance and a fresh influx of talent.

The Solution

Navigating the modern infrastructure landscape requires balancing three distinct forces: the inevitable decay of legacy services, the push for centralized efficiency, and the long-term play for talent.

1. The IBM Cloud Sunset

IBM Cloud released a series of End of Support (EOS) notices this month. For many, EOS is a source of anxiety, but I view it as a necessary forcing function. Keeping legacy services on life support is a silent tax on innovation. If you're still running on soon-to-be-deprecated IBM Cloud instances, the "solution" isn't just migration—it's an opportunity to re-architect for modern containerization.

2. Centralizing the Backbone: CEVA Logistics

CEVA Logistics recently announced a massive overhaul of their digital backbone, moving toward a centralized DevOps team. This is a classic architectural trade-off.

ApproachBenefitRisk
CentralizedUniform standards, shared security protocols, cost efficiency.Potential bottleneck for individual product teams; "one size fits none."
DecentralizedHigh agility, team-specific tooling, fast iteration."Shadow IT," fragmented security, redundant infrastructure costs.

CEVA is betting on the former to stabilize their global operations. For an indie dev, this might look like overkill, but at scale, "centralization" is often just another word for "reliability."

3. Scaling the Talent: Azerbaijan’s IT SkillSprint

The most ambitious "infrastructure" project I saw today wasn't code—it was people. Azerbaijan’s IT SkillSprint is engaging 10,000 students in DevOps training. This is a national-level infrastructure play. We can automate a lot of things, but we can't automate the architectural judgment needed to run these systems.

The Code

No separate repo—this post is a synthesis of industry developments and strategic shifts in the DevOps and Cloud sectors.

What I Learned

  • EOS is a Feature: Don't fear the sunset. Treat End of Support notices as a scheduled cleanup of your technical debt.
  • Centralize for Stability, Decentralize for Speed: If your infrastructure is currently a "wild west" of different configurations, a centralized DevOps effort (like CEVA's) is the right move to build a baseline.
  • Talent is the Real Bottleneck: No matter how good your CI/CD pipeline is, the lack of skilled operators is the biggest risk to any digital transformation. Initiatives like the IT SkillSprint are essential, not optional.

References

Pathauto D10/D11 Delete Action Upgrade for Safer Alias Cleanup

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

The Hook

I shipped a Drupal 10/11-safe Pathauto delete action because alias cleanup is exactly the kind of workflow that quietly breaks during major-version transitions.

Why I Built It

Path alias cleanup sounds simple until you run it in bulk operations, across entity types, in mixed environments that are already moving to Drupal 11 and preparing for WordPress 7.0-era editor changes.

The real problem was compatibility and predictability:

  • Action plugins needed modernization for current Drupal patterns.
  • Derivatives needed to expose entity type cleanly for VBO behavior.
  • Safety mattered more than cleverness, because bad alias deletes are hard to unwind.

So what? If this layer is shaky, editors lose trust in automation and teams fall back to manual cleanup.

The Solution

I implemented a D10/D11-compatible DeleteAction plugin with attributes plus dependency injection, then updated the deriver so generated action derivatives include entity type for VBO compatibility.

I also added a kernel test that validates:

  • Derivative IDs are generated as expected.
  • Derivative definitions include correct type metadata.
  • Alias deletion behavior works end to end for the action path.
warning

Kernel tests here still depend on having a full Drupal test harness available. In lightweight repo contexts, bootstrap gaps can block execution even when code quality checks pass.

So what? This is not just a refactor. It protects a high-impact editorial operation from subtle breakage during framework upgrades.

The Code

View Code

Key files:

  • src/Plugin/Action/DeleteAction.php
  • src/Plugin/Deriver/EntityUrlAliasDeleteActionDeriver.php
  • tests/src/Kernel/PathautoKernelTest.php
  • pathauto.permissions.yml

What I Learned

  • Pathauto remains a better default than custom alias-delete plumbing when you need maintained behavior in Drupal 10/11.
  • For one-off editorial UX needs, check maintained contrib first: char_counter and pagenotfound_redirect can save significant custom work.
  • ruffle is a reminder to isolate legacy content concerns instead of contaminating modern rendering paths.
  • On the WordPress side, Gutenberg release cadence is fast enough that deprecation readiness should be treated like routine maintenance, not a last-minute migration task.
  • Worth trying: add derivative-focused kernel tests whenever you touch action plugins that participate in bulk operations.
  • Avoid in production: shipping action/deriver rewrites without permission and derivative coverage, because failure modes show up at content-operations scale.

References

mcp-web-setup: One CLI to Configure 18 MCP Servers Across Claude, Codex, and Gemini

· 3 min read
Victor Jimenez
Software Engineer & AI Agent Builder

Every AI coding tool has its own config format for MCP servers. Claude uses JSON, Codex uses TOML, Gemini uses a different JSON schema. Setting up the same 18 servers across all three means editing three files, remembering three formats, and hoping you didn't typo a credential. I built mcp-web-setup to do it once.