Agent engineering with a threat model

We build AI agents that hold up under attack.

And we fix the ones that don't. Injection paths, over-scoped tools, silent failures — found, closed, monitored.

tideon · production ops · acme/customer-supportLive
DashboardLast 24h
Cost saved
$4.2k
38% vs last month
Silent failures
12
caught before users noticed
Eval pass rate
94.3%
2,847 traces · last 24h
Active alerts
3
retry-loop · injection · drift
Log streamStreaming
14:02:41retry_loop: agent #4-A burned $284 in 3hrs
14:02:18silent_failure: 200 OK, wrong answer (trace_id 9af2c)
14:01:55prompt_injection: 3 attempts blocked
14:01:30cost_per_query: $0.043 ↓ 38% MoM
14:01:12generating remediation plan...
What we do

Three ways agents fail — and what we build against.

The failures that don't show up in your tests — until an attacker or a customer finds them first.

01
INJECTION & EXFILTRATION

Injection paths

Prompt injection hidden in retrieved documents and tool outputs — the vector your query-only guardrail never sees. We find the paths into your agents before they're used to exfiltrate data.

02
TOOL & AGENT BOUNDARIES

Over-scoped access

Agents with more permission than the task needs. We map every tool call, credential, and boundary an agent can cross — and close the ones that turn a bug into a breach.

03
SILENT FAILURES

Wrong, with a 200 OK

A confident wrong answer, and no alert fires. We instrument the evals and drift detection that catch the failures your monitoring misses.

How we work

Three steps. From assessment to armed.

Scoped to your stack. Independent, because we didn't build it.

i
Week 1–4

Assess

We map your live agents, RAG, and SLMs and find the injection paths, over-scoped tools, and silent failures. Prioritized findings report at the end.

ii
Week 5–14

Remediate

We fix what we found — guardrails, scoped permissions, eval gates — and verify the fixes hold in production.

iii
Ongoing

Monitor

Drift and injection monitoring, monthly reviews, and we hold the pager when something new shows up. You ship features.

Start here

What's in your agent's context that a customer can write to?

Book a call. Whether you're building an agent or hardening one that's already live, we'll scope the work in 30 minutes — attack paths and fixes, not a slide deck.

[email protected] · response in 24 hours