Secure AI Coding for Developers and Engineering Teams | Symbiotic Code
Symbiotic Code for Developers

Your AI Writes Code Fast.
Make Sure It Ships Secure.

Symbiotic Code is an AI-powered secure coding agent. Security guardrails fire during generation -- not after -- so vulnerabilities never reach your codebase.

Terminal-based secure coding agent Fail-closed by default Repo-aware generation
93%
reduction in AI-generated vulnerabilities
12x
more complex vulnerabilities fixed correctly by default
27 hrs
saved per developer per month on reviewing, re-prompting, and fixing
Built for: Developers Tech Leads Staff Engineers Principal Engineers Platform Engineering
The Problem

AI agents write dangerous code that still looks fine in review

You are already using AI to ship faster. The problem is not speed. The problem is what slips through when the agent is confident and wrong.

01

The "looks-good" trap

AI-generated code compiles, passes basic tests, and still quietly introduces insecure defaults, broken auth assumptions, or leaked secrets.

// Agent-generated: looks correct
db.query(`SELECT * FROM users
  WHERE id = ${req.params.id}`)

// SQL injection. Passed tests.
02

Trust is the bottleneck, not speed

You can generate 10x more changes than you can safely review. The agent is fast. Your confidence in the output is not. Every PR becomes a manual audit.

# Monday
Agent opens 6 PRs
# Tuesday
You review 2
# Wednesday
Agent opens 4 more
# Friday
Backlog: 8 PRs deep
03

Prompting is not control

"Please be secure" is not a policy. Agents drift, forget constraints, and behave differently across models and updates. You need enforcement, not instructions.

# Your prompt:
"Make sure this is secure"

# What actually happens:
Depends on the model,
the day, the context
How It Works

Security built into the generation process itself

Symbiotic Code is not a scanner you bolt on after. It is a terminal-based agent where security guardrails fire during code generation.

Results

What changes for your engineering team

// Target outcomes based on POC benchmarks
30-60%
Less time reviewing AI-generated PRs
from: rising / unpredictable
0-2
Review loops per AI-assisted PR
from: 2-5 loops
70-85%
Agent PRs merge-ready on first open
from: low / moderate
~0
Security regressions from AI changes
from: unknown / occasional

Built for the work you actually want to offload

Auth refactors

Delegate auth middleware rewrites, session management changes, and RBAC refactors. Symbiotic verifies every edge case before the PR opens.

Review time: hours minutes

Dependency upgrades

Let the agent handle major version bumps, transitive dependency audits, and breaking-change migrations with policy-enforced safety.

Blast radius: unknown scoped + verified

Feature scaffolding

Scaffold new features, API endpoints, and service integrations. The agent builds it. Symbiotic makes sure it follows your security patterns.

Pattern drift: inevitable policy-enforced
FAQ

Questions engineers actually ask

Keep them. Those tools scan for known issues in code that already exists. Symbiotic Code is different: security guardrails fire during generation, preventing unsafe code from being returned to the developer at all. Complementary, not competitive.

Symbiotic Code runs deterministic OWASP security scans during generation. When a vulnerability is detected, agentic remediation fixes it using security expertise, rules, context, and AST analysis. If it cannot verify, it fails closed.

Teams using Symbiotic Code save an estimated 27 hours per developer per month on reviewing, re-prompting, and fixing security issues. Security is invisible to the developer -- no tool switching, no interruption.

Symbiotic Code is a terminal-based secure coding agent that applies consistent security policies regardless of which AI model or assistant your team uses. One set of guardrails, every workflow covered.

Start small. One repo, one class of findings, strict policies, required checks, and human approval gates. Prove safety on a real task, then expand. Most teams go from pilot to rollout in about four weeks.

Success criteria is not more alerts. It is fewer tickets, faster MTTR, and fewer repeat issues. Symbiotic Code closes findings during generation. It does not create them.

Get started

Ship secure code at AI speed.

See how Symbiotic Code catches vulnerabilities during generation -- live, in the terminal, in under five minutes.

Terminal-based agent Repo-aware generation Fail-closed by default $10M backed