Have every coding agent follow your engineering standards

Liberio helps engineering leaders turn architecture rules, security practices, and hard-won codebase decisions into standards every AI coding agent checks before it writes, edits, or plans.

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Your developers are already delegating real engineering work to agents. The risk is speed without standards.

A coding agent does not know which auth helper your platform team retired, why Redis is banned for checkout state, or when a dependency choice needs architecture review. It sees code. It does not see the operating system of your engineering org.

Liberio gives VP Engineering one place to define those standards, make agents check them before work starts, and capture exceptions before the same debate reappears in another PR.

Organizational memory

Turn architecture decisions, security requirements, repo conventions, and incident lessons into reusable standards agents can consult instead of rediscovering in code review.

Three-tier, two-layer governance

Set what is guidance, what is expected, and what is blocked. Check agent setup before the session, then give targeted standards at the moment an engineering decision is made.

Bidirectional loop

Engineers still have judgment. They can challenge a standard, request an exception, or propose a better one. Approved decisions become part of how every future agent works.

01

Put your engineering standards in the agent's path. /standards

Liberio gives agents the same context you expect from a senior engineer: approved patterns, banned shortcuts, service-specific constraints, and the reasons behind them.

liberio.standards
Agent plan
Add session storage for /checkout. Considering Redis for cache.
Applied standard · infra-042
Do not use Redis for checkout session state.
Use Postgres + row-level locks. Redis failed this traffic pattern during the 2024 holiday incident.
For exceptions, escalate to @platform before changing the plan.
Plan updated with the approved storage pattern and cited standard.
standard applied
02

Catch non-compliant sessions before code changes. /preflight

Before an agent edits a repo, Liberio checks whether the session matches your approved setup: model, skills, MCP servers, permissions, and banned tools.

liberio.preflight
Session setup
Agent requests production repo access with an approved model and the required skills loaded.
Preflight check
Auto-commit is not approved for production repositories.
The agent can continue in read-only mode or request approval from an engineering admin before editing code.
Non-compliant setup is caught before the agent touches the codebase.
coming soon
03

Turn exceptions into better standards. /exceptions

When an engineer disagrees with a standard, the exception does not disappear into Slack. Liberio captures the reason, routes review, and turns the decision into reusable guidance.

liberio.exceptions
Exception request
Allow cursor pagination for result sets above 10k in one service.
Review path
Route the exception with evidence attached.
The platform owner reviews service metrics, decides whether the exception is valid, and records the reason.
If approved, the standard updates for every future agent session.
The next agent sees the decision instead of reopening the debate.
exception captured
04

See where agents keep drifting. /signals

As agent usage grows, Liberio shows where standards are missing, too rigid, or repeatedly ignored, so your leaders can fix the system instead of reviewing the same PR comment again.

liberio.signals
Weekly pattern
Agent drift is clustering around the same missing or outdated standards.
Signals to review
Retired auth helper keeps reappearing
Tighten the standard agents receive before auth work.
Queue workers lack retry guidance
Draft a standard before the pattern spreads.
Payments has the highest exception rate
Review whether the standard is unclear or too rigid.
Leadership knows which standards will remove the most review load.
signals preview

Give engineering leadership a feedback loop for agent work: which standards agents follow, where they drift, and which missing rules are creating review load.

STANDARD DRIFT · HIGH
14 sessions tried the retired auth helper. One standard can prevent the next fourteen PR comments.
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MISSING STANDARD · MEDIUM
Queue consumers generated three retry patterns this week. Agents are guessing because no approved pattern exists.
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REVIEW LOAD · HIGH
Payments had the most agent exceptions and the slowest PR cycle. The bottleneck is standards clarity, not developer effort.
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Coming soon. Join early.

We are opening early conversations with engineering leaders whose teams already rely on coding agents and need standards to scale with them.

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