What human experts actually catch in AI-generated code — and how to ship it safely.
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May 15, 2026 · 8-minute read
Your engineers are 3x more productive with AI. Your code review process hasn't changed since 2020. Here's a framework for closing the gap without slowing anyone down.
August 11, 2026 · 8-minute read · Failure mode
Learn why AI code skips null checks, how to detect missing empty handling, and the correct patterns to prevent crashes in production.
August 10, 2026 · 9-minute read · Failure mode
Learn why AI generates HTTP calls without timeouts, how to detect hanging requests, and the correct AbortController pattern for production code.
August 9, 2026 · 8-minute read · Failure mode
Learn why AI generates Supabase tables without RLS, how to detect this critical flaw, and the correct pattern to secure your database.
August 8, 2026 · 6-minute read · Failure mode
Learn why AI generates Stripe webhooks without signature verification and how to fix this critical payments vulnerability before attackers forge events.
August 7, 2026 · 8-minute read · Failure mode
Learn why AI-generated Stripe webhooks lack idempotency and how to prevent duplicate charges with event.id deduplication patterns.
August 6, 2026 · 8-minute read · Failure mode
Learn why AI generates SSRF vulnerabilities via user-controlled URLs and how to implement allowlists and IP blocking to prevent server-side request forgery.
August 5, 2026 · 8-minute read · Failure mode
Learn why AI generates SQL with string interpolation, how to detect it, and the correct parameterized query pattern to prevent injection attacks.
August 4, 2026 · 7-minute read · Failure mode
Learn why AI generates security groups exposing SSH, database ports to the internet, and how to detect and fix this critical network vulnerability.
August 3, 2026 · 6-minute read · Failure mode
Learn why AI generates code with Supabase service-role keys client-side and how to detect and fix this critical security vulnerability.
August 2, 2026 · 6-minute read · Failure mode
Learn why AI generates NEXT_PUBLIC_ secrets, how to detect them, and the correct pattern to keep API keys server-side in Next.js.
August 1, 2026 · 8-minute read · Failure mode
Learn why AI generates weak password storage and how to fix it. Detect MD5/SHA1 hashes and implement bcrypt, argon2, or scrypt correctly.
July 31, 2026 · 8-minute read · Failure mode
Learn why AI code skips OAuth state validation, how to detect login CSRF vulnerabilities, and the correct pattern for secure OAuth callbacks.
July 30, 2026 · 7-minute read · Failure mode
Learn why AI generates N+1 query bugs in loops and how to detect and fix them with batching, joins, and eager loading patterns.
July 22, 2026 · 7-minute read · Failure mode
Learn why AI generates non-atomic database writes, how to detect them, and the correct transaction patterns to prevent partial state failures.
July 21, 2026 · 8-minute read · Failure mode
Learn why AI generates JWTs without expiration, how to detect this critical auth bug, and the correct pattern to prevent forever-valid tokens.
July 20, 2026 · 8-minute read · Failure mode
Learn why AI generates IDOR vulnerabilities, how to detect resource access without ownership checks, and the correct patterns to secure your endpoints.
July 19, 2026 · 6-minute read · Failure mode
Learn why AI hardcodes API keys and secrets in source code, how to detect exposed credentials, and the correct pattern using environment variables.
July 18, 2026 · 7-minute read · Failure mode
Learn why AI generates code that grants access before payment confirms, how to detect this critical bug, and the correct webhook-based pattern.
July 17, 2026 · 7-minute read · Failure mode
Learn why AI generates floating point money bugs, how to detect them, and the correct integer cents pattern to prevent rounding drift in production.
July 16, 2026 · 7-minute read · Failure mode
Learn why AI-generated code fits preprocessors before splitting data, how this causes data leakage, and the correct pattern to fix it.
July 15, 2026 · 7-minute read · Failure mode
Learn why AI generates CORS wildcard with credentials errors and how to fix them. Prevent this common network security flaw in production code.
July 14, 2026 · 9-minute read · Failure mode
Learn why AI generates containers that run as root, how to detect this security flaw, and the correct non-root USER pattern for production.
July 13, 2026 · 8-minute read · Failure mode
Learn why AI generates routes without auth checks, how to detect unprotected endpoints, and the correct middleware patterns to fix them.
July 12, 2026 · 8-minute read · Failure mode
Learn why AI generates async code without try/catch, how unhandled rejections crash production, and the correct patterns to fix them.
July 11, 2026 · 9-minute read · Guide
Learn how to monitor AI-generated systems after deployment with drift detection, regression monitoring, and expert escalation paths.
July 10, 2026 · 8-minute read · Guide
Learn the specific risks of AI-generated financial reports—hallucinated figures, wrong periods, contradictory narratives—and how expert verification makes the
July 9, 2026 · 8-minute read · Guide
Learn why AI loses context between sessions and how to preserve architectural decisions, security rationale, and technical choices across your codebase.
July 8, 2026 · 9-minute read · Research
Research on which OWASP Top 10 vulnerabilities appear most in AI-generated code, with patterns, examples, and secure alternatives.
July 7, 2026 · 9-minute read · Comparison
AI contract review finds standard clause gaps. Lawyers catch strategic risk. Learn exactly what each misses and when you need both.
July 6, 2026 · 7-minute read · Guide
AI-generated code handling PHI often misses HIPAA requirements. Learn what safeguards AI misses and how to verify compliance before deployment.
July 5, 2026 · 9-minute read · Research
A taxonomy of AI-generated code bugs: auth, payments, error handling, data integrity, infrastructure, and concurrency failures.
July 4, 2026 · 9-minute read · Failure mode
AI-generated financial models contain hidden errors in DCF calculations, circular references, and time periods. Learn what breaks before investors see it.
July 3, 2026 · 7-minute read · Comparison
When to use AI code review vs human reviewers. Decision framework for speed, judgment, and high-stakes code paths like auth and payments.
July 2, 2026 · 8-minute read · Guide
Learn to detect data drift, concept drift, and output drift in production ML models using statistical tests, shadow scoring, and continuous oversight.
July 1, 2026 · 9-minute read · Failure mode
AI security tools miss business logic flaws, authorization gaps, and attack chains. Learn what automated scanners can't find and how experts fill the gap.
June 30, 2026 · 7-minute read · Guide
Vibe coding is productive but risky without verification. Learn which bugs slip through and how to ship AI-generated code safely.
June 28, 2026 · 8-minute read · Guide
Learn what SOC 2 auditors now ask about AI-generated code, which trust criteria apply, and what controls satisfy compliance requirements.
June 27, 2026 · 9-minute read · Failure mode
AI can draft legally plausible contracts that aren't enforceable. Learn the four failure categories and how to verify AI-generated legal documents.
June 26, 2026 · 7-minute read · Guide
Learn to set up Supabase RLS for multi-tenant SaaS correctly. Avoid service-role leaks, missing policies, and IDOR vulnerabilities AI tools often miss.
June 25, 2026 · 9-minute read · Failure mode
AI-generated data pipelines fail silently. Learn the specific mistakes LLMs make in ETL code, join logic, and schema handling—and how to detect them.
June 24, 2026 · 11-minute read · Guide
Learn why high accuracy isn't enough for production ML models. Cover distribution shift, bias detection, edge cases, and pipeline validation.
June 23, 2026 · 10-minute read · Guide
AI-generated code and models fail in production for four structural reasons. Learn the failure modes and how to build reliable AI systems.
June 22, 2026 · 9-minute read · Guide
An AI operating layer provides verified foundations, continuous oversight, expert judgment, and institutional memory between AI generation and production.
June 21, 2026 · 8-minute read · Guide
Learn to secure Stripe webhooks in Next.js with signature verification, idempotency, and proper event handling. Avoid the mistakes AI code generators make.
June 20, 2026 · 8-minute read · Guide
A practical checklist to verify AI-generated code is safe for production. Covers auth, payments, SSRF, and the edge cases Claude and Copilot miss.
June 20, 2026 · 9-minute read · Failure mode
AI generates JWT without expiry, unhashed passwords, and OAuth flaws. Learn the auth security gaps AI misses and how to catch them.
June 17, 2026 · 7-minute read · Comparison
AI code review tools disclaim accountability in their ToS. Learn why AI structurally can't sign off and what accountable review actually requires.
May 13, 2026 · 6-minute read
A practical, engineer-grade checklist for catching the security gaps that Claude, Cursor, and Copilot consistently miss in AI-generated code.
May 7, 2026 · 7-minute read
A clear-eyed look at the 2026 AI code review landscape — what these tools genuinely do well, what they structurally can't do, and how to decide which review belongs to which.
April 29, 2026 · 9-minute read
A field guide to the most common failure patterns in code written by Claude, Cursor, and Copilot — what they look like, why AI generates them, and how to catch each one.
April 22, 2026 · 8-minute read
A line-by-line teardown of how a single missing authorization check in AI-generated code can expose every user's data — and why this class of bug is invisible to automated reviewers.