Trust Engine
75%
CVE detection
3.3x
vs CodeQL
0
false positives
Live Registry
23,691
indexed
~10K
scanned
120
revoked
Trust Infrastructure
Trust infrastructure
for software built
with AI agents.

Agents do the work. Cognium proves what they did.

Audit agent output. Verify against intent. Enforce what ships.

COGNIUM LABS
TRUST INFRASTRUCTURE
cognium.net · March 2026 · Confidential
Cognium Labs · Confidential
1 / 12
The Shift
Agents write production software.
The trust layer hasn't caught up.
2024 Human writes code human reviews human tests human signs off 2026 Agent writes code who verifies? who proves intent?
85%
of developers now use AI coding tools — up from 41% one year ago
95%
use AI weekly
$2.5B
Claude Code ARR in 14mo
57%
orgs run multi-agent workflows
The Shift
2 / 12
The Gap
AI compressed creation to days.
Trust & governance still takes weeks.

50-person enterprise quarterly release · calendar weeks by phase

Creation
Trust & Governance
Traditional
Req3
Design3
Code5
Review2
Test3
Sec1.5
Comp1
.5
19 wk
AI-Assisted
R1
D1
C1
Review2
Test3
Sec1.5
Comp1
.5
11 wk
Creation compressed 73%. Trust & governance didn't move.
Governance is now 73% of the release cycle.
AI + Cognium
R1
D1
C1
Auditauto
Trustauto
Review1
Test1
Sec.5
.5
6 wk
13 weeks saved
Cognium audits and verifies before human review begins.

AI made creation fast. Cognium makes trust & governance fast.

Trust & Governance Gap
3 / 12
What We Do
We prove what agents did.
Audit
What did the agent do?
Semantic analysis reconstructs
behavior from code.
spec code
Verify
Does it match intent?
Spec diff compares code
against declared purpose.
Enforce
Should this ship?
Trust score gates the pipeline.
Revoked = excluded.
Agent-agnostic. Works with Claude Code, Copilot, Cursor, or any agent. Cognium is the trust layer above.
Audit · Verify · Enforce
4 / 12
The Engine
SAST + LLM. Deterministic proof.
SAST ground truth structure · flow · types LLM semantic understanding meaning · intent · context Deterministic Proof no hallucinations SAST grounds the LLM
75%
CVE detection
CWE-Bench-Java · 120 projects
3.3x
vs CodeQL
0
false positives
SAST + CLAUDE OPUS
81.7%
Five analyzers: Code · Instruction · Schema · Config · Bundle. Trust scored 0–100. CRITICAL = revoked.
The Engine
5 / 12
Live · runics.net
The largest live trust scan of the agent skill ecosystem.
23,691
skills indexed
~10,000
scanned (42%)
120
revoked · trust zeroed
149
vulnerable flagged
3,479
perfect trust score
Source safety
ClawHub7,452
96.7%
GitHub1,081
99.2%
MCP Registry959
99.7%
Revoked = excluded from search. 0 leaked.
Top vulnerabilities
CWE-94
93 Code Inj.
CWE-79
69 XSS
CWE-22
40 Path Trav.
CWE-78
34 OS Cmd
All CRITICAL. + 41 prompt injection.
vs. public reports
Cognium~10,000
AgentAudit194
BlueRock7,000
Enkrypt AI1,000
3 sync pipelines on cron. Growing while you read this.
50x more scanned than the next largest audit.
Registry Traction
6 / 12
Market
Starting with US software development.
Where the proof gap is widest.
US developer funnel (conservative)
US software developers 4.4M Using AI coding tools (85%) 3.7M Using agents (agentic workflows) 1.5M Shipping agent-built production software 900K
The spending gap
$20–100
/mo on coding agents
$0
/mo proving what
agents did
Conservative US TAM
$324M
900K x $30/mo x 12
US = 67% of deployed agentic systems. EU AI Act (Aug 2026) creates pull for global expansion. Software delivery first — every new agent surface expands the TAM.
US Market
7 / 12
Product
Start with one command. Scale to full governance.
Phase 1 · Now
Building
CLI + CI/CD Gate
$ npm install cognium-ai
$ cognium scan ./my-agent
✓ Trust score: 92 · 0 findings · Author-Verified
Scan from terminal. Add as GitHub Action. Trust report on every PR.
Phase 2 · Next
Conversation + BYOA
Architect refines intent in conversation. System augments into Specifica. Tasks decompose. Context hands off to any coding agent via API.
Phase 3 · Horizon
Progressive Autonomy
L1 hard-stop to L3 autonomous. Six-gate pipeline. Routines become skills. Less human oversight every cycle.
Spec standard
Specifica — open at specifica.org. The spec is a runtime artifact, not a planning artifact.
Entry points
npm install cognium-ai · GitHub Action · cognium.net/scan
Product
8 / 12
Why Now
Agents crossed from assistants to authors.
2024
AI assists
Autocomplete. Suggestions.
Human authors everything.
2025–2026
Agents author
Claude Code, Codex, Cursor.
Autonomous issue-to-PR.
Aug 2026
EU AI Act enforced
Spec compliance legal.
Fines to EUR 35M / 7%.
Ecosystem proof
ClawHub: 21K+ skills. 1,184 malicious. 30 MCP CVEs in 60 days. 36.7% of MCP servers exposed to SSRF.
Developer appetite
Spec Kit: 72.7K stars. Kiro in GovCloud. 40% of enterprise apps embedding agents in 2026.
The window
The moment agents became authors, the proof gap opened. Scanning commoditizes in 18 months. The standard-setting window is now.
Why Now
9 / 12
Capability Matrix
Built for the AI era.
Semantic SAST
Trust Score
Spec vs Code
Auto Pipeline
Agent-Agnostic
Cognium
SAST + LLM
0–100 tiered
Semantic diff
L1 → L3
Any agent
Claude Code Review
LLM
Anthropic
Copilot Review
LLM
Rule-based
GitHub
Kiro (AWS)
At generation
AWS
Snyk
Pattern
Adding
N/A
CodeRabbit
LLM
N/A
Greptile
LLM + graph
N/A
AgentAudit
LLM (3-pass)
0–100
Open
Coding agents (Claude Code, Copilot, Cursor, Codex) are the execution layer. Cognium is the trust layer above.
Competition
10 / 12
Why Us
Why this team. Why now.
Founder
25 years in compilers and static analysis
Neuro-symbolic engine built from first principles. SAST + LLM is the technical moat.
Moat compounds
23,691 skills. Growing every 10 minutes.
Every scan adds trust data. The dataset compounds with usage.
Agent-agnostic
Works with every coding agent
Claude Code, Copilot, Cursor, Codex. Architect keeps their tools. Cognium is the trust layer.
Timing
Standard-setting window is open
Scanning commoditizes in 18 months. The winner defines trusted agent software.
Why Us
11 / 12
Trust Infrastructure for the AI Era
Agents do the work.
Cognium proves what they did.
23,691
skills indexed
75%
CVE · 0 FP
120
revoked
$324M
US TAM
eyal@cognium.net
cognium.net
Cognium Labs
12 / 12
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