AI Bug Detection

Catch Bugs Before They Reach Production

Type errors, logic bugs, security vulnerabilities, and policy violations — CodeChecks uses two AI models in sequence to surface issues that linters and single-model tools miss.

What CodeChecks detects

Beyond syntax. Beyond linting. AI-powered analysis that understands intent, context, and your project's specific conventions.

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Type errors

Mismatched types, null dereferences, and incorrect interface implementations that TypeScript alone might miss — especially across AI-generated boundaries.

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Logic bugs

Off-by-one errors, inverted conditions, incorrect edge-case handling, and algorithmic mistakes that look syntactically correct but behave wrong at runtime.

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Security vulnerabilities

SQL injection vectors, unvalidated user input reaching sensitive APIs, missing auth checks, and exposed secrets — caught before the code reaches your repository.

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Policy violations

AI models sometimes touch files they shouldn't — env configs, auth modules, payment code. CodeChecks policy flags these automatically and blocks unsafe changes.

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Architecture mismatches

Code that works in isolation but breaks your conventions — wrong import paths, duplicated abstractions, missed dependency injection, or inconsistent error handling patterns.

Regression risks

Changes that break existing behaviour identified through cross-model verification. The Verifier checks the patch against stated requirements, not just syntax.

How AI bug detection works in CodeChecks

Bug detection isn't a single step — it's built into every phase of the pipeline.

1

Requirements-first planning

The Planner reads your requirements and repo context before any code is written. This means the Implementer knows what success looks like — reducing speculative code that introduces bugs.

2

Policy-gated implementation

The Implementer's diff is checked against your policy rules before delivery. Files containing env vars, auth logic, or payment handling are locked unless you explicitly allow them.

3

Cross-model verification

GPT-4o reviews the diff independently from the implementation model. Model disagreements surface the highest-risk changes for human attention.

Two AI models — double the bug-catching power

Every CodeChecks run uses two independent AI models. Claude (Anthropic) plans and implements. GPT-4o (OpenAI) verifies the result with a structured JSON verdict.

The two models have different training data, different architectures, and different failure modes. A bug that one model normalises as acceptable is often flagged by the other — giving you a higher-confidence verdict than any single-model tool can provide.

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Planner + Implementer

Claude (Anthropic)

Verifier

GPT-4o (OpenAI)

Automatic fallback — if GPT-4o is unavailable, CodeChecks falls back to a second Anthropic Sonnet verification so your pipeline never stalls.

AI bug detection — common questions

Can AI really detect bugs better than a senior engineer?

Not always — but it never gets tired, never skips the tedious parts, and never has a bad day. AI bug detection is most valuable as a first-pass gate that catches mechanical and pattern-based issues so human reviewers can focus on the parts that require judgement.

Does CodeChecks run tests for me?

CodeChecks verifies the diff and its alignment with requirements — it doesn't replace your test suite. Think of it as the layer between code generation and CI: it catches issues before your tests even run.

What if the bug is in business logic I haven't described?

That's what human review is for. CodeChecks is excellent at mechanical, structural, and policy-level bug detection. Business-logic correctness still requires a human who understands the domain.

How does two-model verification help with bug detection?

Each model has different failure modes. Claude excels at planning and implementation coherence; GPT-4o brings an independent structured JSON verdict. A bug that slips past one model is often caught by the other.

Stop shipping bugs. Start verifying.

Free plan. 10 task cycles per month. No credit card required.

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